System and method for configurable radio frequency coil for MR imaging
阅读说明:本技术 用于mr成像的可配置射频线圈的系统和方法 (System and method for configurable radio frequency coil for MR imaging ) 是由 弗雷泽·约翰·莱恩·罗伯 罗伯特·史蒂文·斯托蒙特 维克托·塔拉西拉 丹·肯里克·斯宾塞 于 2020-04-01 设计创作,主要内容包括:本发明题为“用于MR成像的可配置射频线圈的系统和方法”。本发明提供了用于磁共振成像(MRI)的各种系统。在一个示例中,一种方法包括选择用于操作可配置射频(RF)线圈组件的轮廓拓扑,其中该可配置RF线圈组件包括经由多个开关耦接的导电区段的阵列,并且轮廓拓扑限定在可配置RF线圈组件上形成的一个或多个RF线圈元件的配置。方法还包括:在接收模式期间,根据所选择的轮廓拓扑至少部分地激活多个开关的一个或多个开关子集以形成一个或多个RF线圈元件。(The invention provides a system and method for a configurable radio frequency coil for MR imaging. The present invention provides various systems for Magnetic Resonance Imaging (MRI). In one example, a method includes selecting a profile topology for operating a configurable Radio Frequency (RF) coil assembly, wherein the configurable RF coil assembly includes an array of conductive segments coupled via a plurality of switches, and the profile topology defines a configuration of one or more RF coil elements formed on the configurable RF coil assembly. The method further comprises the following steps: during a receive mode, one or more switch subsets of the plurality of switches are activated, at least in part, to form one or more RF coil elements according to the selected profile topology.)
1. A method for Magnetic Resonance Imaging (MRI), the method comprising:
selecting a profile topology for operating a configurable Radio Frequency (RF) coil assembly, wherein the configurable RF coil assembly comprises an array of conductive segments coupled via a plurality of switches, and the profile topology defines a configuration of one or more RF coil elements formed on the configurable RF coil assembly; and
during a receive mode, activating, at least in part, one or more subsets of switches of the plurality of switches to form the one or more RF coil elements according to the selected profile topology.
2. The method of claim 1, wherein at least partially activating the one or more subsets of switches comprises coupling at least two terminals of each switch of the one or more subsets of switches to electrically couple one or more subsets of the conductive segments, wherein each RF coil element is formed by a respective conductive segment subset and a respective subset of switches.
3. The method of claim 1, wherein selecting the profile topology comprises: during a first MRI scan, a first contour topology is selected, and during a second MRI scan, a second contour topology different from the first contour topology is selected.
4. The method of claim 3, wherein the first profile topology and the second profile topology differ in a total number of RF coil elements.
5. The method of claim 3, further comprising:
coupling at least two terminals of each switch of a first subset of switches of the plurality of switches to electrically couple a first subset of conductive segments of the array of conductive segments during the first MRI scan to form a first RF coil element; and
coupling at least two terminals of each switch of a second subset of switches of the plurality of switches to electrically couple a second subset of conductive segments of the array of conductive segments during the second MRI scan to form a second RF coil element,
wherein the first and second RF coil elements differ in size and/or geometry.
6. The method of claim 5, wherein a portion of the conductive segments in the first subset of conductive segments is included in the second subset of conductive segments.
7. The method of claim 1, wherein selecting the contour topology comprises selecting a contour topology based on patient information of a patient to be imaged, a scanning protocol used for imaging of the patient, and/or target image quality parameters of one or more images to be obtained.
8. The method of claim 7, wherein selecting the contour topology comprises applying a contour topology model that selects the contour topology based on the patient information, the scan protocol, and/or the target image quality parameters, the contour topology model being trained to associate the selected contour topology with the target image quality parameters.
9. The method of claim 1, further comprising:
deactivating each switch of the plurality of switches to decouple the configurable RF coil assembly during a transmit mode of the MRI system; and
reconstructing an image from the MR signals obtained by the one or more RF coil elements.
10. A Radio Frequency (RF) coil assembly for a Magnetic Resonance Imaging (MRI) system, comprising:
an array of conductive segments; and
a plurality of switches, each switch coupled to at least two conductive segments in the array of conductive segments, the plurality of switches being selectively activatable so as to form a plurality of different RF coil element configurations.
11. The RF coil assembly of claim 10 wherein each switch includes at least two terminals, and wherein when a respective switch is activated, two or more terminals of the respective switch are coupled via the switch, thereby electrically coupling at least two different conductive segments.
12. The RF coil assembly of claim 10 wherein the array of conductive segments comprises a plurality of non-overlapping conductive segments arranged in a plurality of rows and columns.
13. The RF coil assembly of claim 12 wherein the plurality of switches comprises a first subset of switches, a second subset of switches, and a third subset of switches, the first subset of switches each coupled to two respective conductive segments, the second subset of switches each coupled to three respective conductive segments, and the third subset of switches each coupled to four respective conductive segments.
14. The RF coil assembly of claim 12 wherein the array of conductive segments further comprises a plurality of conductive segments arranged in sets of two overlapping conductive segments, the two overlapping conductive segments of each set positioned in a center of a respective rectangle formed by the plurality of non-overlapping conductive segments.
15. The RF coil assembly of claim 14 wherein the plurality of switches comprises a first subset of switches, a second subset of switches, and a third subset of switches, the first subset of switches each coupled to three respective conductive segments, the second subset of switches each coupled to five respective conductive segments, and the third subset of switches each coupled to eight respective conductive segments.
16. The RF coil assembly of claim 10 wherein each switch is selectively deactivatable so as to decouple the RF coil assembly, and wherein each switch is activatable by an actuation voltage supplied via one or more respective coil interface cables coupled to each switch.
17. A non-transitory computer readable medium comprising instructions that, when executed, cause a processor to:
selecting a profile topology for operating a configurable Radio Frequency (RF) coil assembly in a receive mode of the MRI system, the profile topology defining a configuration of one or more RF coil elements formed on the configurable RF coil assembly; and
determining a switch matrix based on the selected profile topology, the switch matrix defining one or more switch subsets of a plurality of switches of the configurable RF coil assembly to be at least partially activated to form the one or more RF coil elements during the receive mode.
18. The computer-readable medium of claim 17, wherein the switch matrix defines at least two terminals of each switch of the one or more subsets of switches to be electrically coupled to one or more subsets of conductive segments of the configurable RF coil assembly, wherein each RF coil element is formed from a respective subset of conductive segments and a respective subset of switches.
19. The computer-readable medium of claim 17, wherein selecting the contour topology comprises selecting a contour topology based on patient information of a patient to be imaged by the MRI system, a scan protocol defining an aspect of the MRI system during imaging of the patient, and/or target image quality parameters of one or more images to be obtained by the MRI system.
20. The computer-readable medium of claim 17, wherein the switch matrix further defines: during a transmit mode of the MRI system, each switch of the plurality of switches is to be deactivated to decouple the configurable RF coil assembly; and is
Wherein the instructions, when executed, further cause the processor to reconstruct an image from the MR signals obtained by the one or more RF coil elements.
Technical Field
Embodiments of the subject matter disclosed herein relate to Magnetic Resonance Imaging (MRI), and more particularly, to MRI Radio Frequency (RF) coils.
Background
Magnetic Resonance Imaging (MRI) is a medical imaging modality that can create images of the interior of the human body without the use of X-rays or other ionizing radiation. The MRI system includes a superconducting magnet to generate a strong and uniform static magnetic field B0. When the imaging object is placed in the magnetic field B0In (B), the nuclear spins associated with the hydrogen nuclei in the imaging subject become polarized such that the magnetic moments associated with these spins preferentially follow the magnetic field B0Are aligned resulting in a small net magnetization along that axis. The hydrogen nuclei are excited by a radio frequency signal at or near the resonance frequency of the hydrogen nuclei, which adds energy to the nuclear spin system. When the nuclear spins relax back to their rest energy state, they release the absorbed energy in the form of an RF signal. The RF signals (or MR signals) are detected by one or more RF coil assemblies and transformed into images using a reconstruction algorithm.
Different MR imaging protocols may prioritize different imaging parameters depending on the objectives of the imaging protocol, aspects of the imaging subject, and the like. For example, some imaging protocols may prioritize imaging penetration into the imaging subject over fast imaging, while other imaging protocols may prioritize low signal-to-noise ratios. These different imaging parameters may be influenced by the configuration of the RF coil assembly. Typically, an RF coil assembly includes a plurality of individual RF coil elements that are substantially fixed in position relative to a substrate on which the RF coil elements are mounted, and thus may have a fixed configuration (e.g., a fixed RF coil geometry, a fixed number of RF coil elements, etc.). Because typical RF coil assemblies cannot be easily adjusted, it may be difficult to achieve all desired imaging parameters with a single RF coil assembly.
Disclosure of Invention
In one embodiment, a method for Magnetic Resonance Imaging (MRI) includes: selecting a profile topology for operating a configurable Radio Frequency (RF) coil assembly, wherein the configurable RF coil assembly includes an array of conductive segments coupled via a plurality of switches, and the profile topology defines a configuration of one or more RF coil elements formed on the configurable RF coil assembly; and during a receive mode, at least partially activating one or more switch subsets of the plurality of switches to form one or more RF coil elements according to the selected profile topology.
It should be appreciated that the brief description above is provided to introduce in simplified form a selection of concepts that are further described in the detailed description. It is not meant to identify key or essential features of the claimed subject matter, the scope of which is defined uniquely by the claims that follow the detailed description. Furthermore, the claimed subject matter is not limited to implementations that solve any disadvantages noted above or in any part of this disclosure.
Drawings
The disclosure will be better understood from a reading of the following description of non-limiting embodiments with reference to the attached drawings, in which:
FIG. 1 is a block diagram of an MRI system according to an exemplary embodiment.
Fig. 2 schematically shows an example zero order array of RF coil sections according to an example embodiment.
Fig. 3 schematically illustrates an example configurable RF coil assembly including an array of the RF coil sections of fig. 2 and a plurality of switches.
Fig. 4 shows the configurable RF coil assembly of fig. 3 in a first switching configuration.
Fig. 5A and 5B show enlarged detailed views of two switches of the configurable RF coil assembly of fig. 3 and 4 in different switch states.
Fig. 6 schematically illustrates an example primary array of RF coil sections according to one example embodiment.
Fig. 7 schematically illustrates an example configurable RF coil assembly including the array of RF coil sections of fig. 6 and a plurality of switches.
Fig. 8A shows the configurable RF coil assembly of fig. 7 in a first switching configuration.
Fig. 8B and 8C show enlarged detailed views of two switches of the configurable RF coil assembly of fig. 7 in different switch states.
Fig. 9 shows the configurable RF coil assembly of fig. 7 in a second switching configuration.
Fig. 10 shows a schematic partial view of the configurable RF coil assembly of fig. 7.
Figure 11 is a flow diagram illustrating an example method for performing an imaging scan using a configurable RF coil assembly.
FIG. 12 is a flow diagram illustrating an example method for determining a profile topology of a configurable RF coil assembly.
Fig. 13 shows a side view of a first example switch.
Fig. 14 shows a side view of a second example switch.
Detailed Description
The following description relates to various embodiments of a Radio Frequency (RF) coil assembly for an MRI system. An MRI system, such as the one shown in fig. 1, comprises a receiving RF coil unit, which may be constituted by one or more RF coil elements. For example, the receive RF coil unit may include a configurable RF coil assembly, examples of which are shown in fig. 3 and 7. The configurable RF coil assembly is made up of an array of conductive segments as shown in fig. 2 and 6 and a plurality of switches. Each switch may include a plurality of terminals that may be individually coupled and decoupled as shown in fig. 5A, 5B, and 13 and fig. 8B, 8C, and 14. Each terminal of each switch may be coupled or decoupled according to a switch matrix to form a target profile topology of the RF coil elements. For example, as shown in fig. 4, the first profile topology may include separate, non-overlapping RF coil elements. The second profile topology may include overlapping RF coil elements spanning a field of view (FOV) extending over only a portion of the configurable RF coil assembly, as shown in fig. 8A. The third profile topology may include overlapping RF coil elements that span the FOV extending across the entire configurable RF coil assembly, as shown in fig. 9. Different contour topologies may be selected based on the target imaging parameters, as shown in the method of fig. 11, and in some examples, may be selected by a model trained using a machine learning algorithm, as shown in the method of fig. 12. As shown in fig. 10, the control board can control (i.e., open or close) the switches so that the segments form RF coil elements having a desired profile topology, and can receive signals obtained by the formed RF coil elements for processing. In this manner, a single configurable RF coil assembly may be used to provide a plurality of different effective RF coil element arrays, including different RF coil element geometries and/or different numbers of RF coil elements.
Fig. 1 shows a Magnetic Resonance Imaging (MRI) apparatus 10, which includes a static field magnet unit 12, a gradient coil unit 13, an RF coil unit 14, an RF body or volume coil unit 15, a transmission/reception (T/R) switch 20, an RF driver unit 22, a gradient coil driver unit 23, a data acquisition unit 24, a controller unit 25, a patient table or bed 26, a data processing unit 31, an operation console unit 32, and a display unit 33. In some embodiments, the RF coil unit 14 is a surface coil, which is a local coil that is typically placed in proximity to the anatomy of interest of the subject 16. Here, the RF body coil unit 15 is a transmission coil that transmits RF signals, and the local surface RF coil unit 14 receives MR signals. Thus, the transmission body coil (e.g., RF body coil unit 15) and the surface receiving coil (e.g., RF coil unit 14) are separate but electromagnetically coupled components. The MRI apparatus 10 transmits electromagnetic pulse signals to a subject 16 placed in an imaging space 18, where a static magnetic field is formed to perform scanning to obtain magnetic resonance signals from the subject 16. One or more images of the subject 16 may be reconstructed based on the magnetic resonance signals thus obtained by the scan.
The static field magnet unit 12 includes, for example, an annular superconducting magnet mounted in an annular vacuum vessel. The magnets define a cylindrical space around the object 16 and generate a constant main static magnetic field B0。
The MRI apparatus 10 further comprises a gradient coil unit 13 which forms gradient magnetic fields in the imaging space 18 in order to provide three-dimensional positional information for the magnetic resonance signals received by the RF coil array. The gradient coil unit 13 includes three gradient coil systems each generating a gradient magnetic field along one of three spatial axes perpendicular to each other, and generates a gradient field in each of a frequency encoding direction, a phase encoding direction, and a slice selection direction according to imaging conditions. More specifically, the gradient coil unit 13 applies a gradient field in a slice selection direction (or scanning direction) of the subject 16 to select a slice; and the RF body coil unit 15 or the local RF coil array may transmit RF pulses to selected slices of the subject 16. The gradient coil unit 13 also applies a gradient field in the phase encoding direction of the subject 16 to phase encode the magnetic resonance signals from the slice excited by the RF pulses. The gradient coil unit 13 then applies a gradient field in the frequency encoding direction of the subject 16 to frequency encode the magnetic resonance signals from the slices excited by the RF pulses.
The RF coil unit 14 is provided, for example, to surround a region to be imaged of the subject 16. In some examples, the RF coil unit 14 may be referred to as a surface coil or a receive coil. A static magnetic field B is formed by the static magnetic field magnet unit 120The RF coil unit 15 transmits an RF pulse as an electromagnetic wave to the subject 16 based on a control signal from the controller unit 25, and thereby generates a high-frequency magnetic field B in the static magnetic field space or imaging space 181. This excites proton spins in a slice of the object 16 to be imaged. The RF coil unit 14 receives, as magnetic resonance signals, electromagnetic waves generated when the proton spins thus excited return to alignment with the initial magnetization vector in the slice to be imaged of the subject 16. In some embodiments, the RF coil unit 14 may transmit RF pulses and receive MR signals. In other embodiments, the RF coil unit 14 may be used only for receiving MR signals, and not for transmitting RF pulses.
The RF body coil unit 15 is provided, for example, so as to surround the imaging space 18, and generates a main magnetic field B in accordance with that generated by the static magnetic field magnet unit 12 in the imaging space 180Orthogonal RF magnetic field pulses to excite the nuclei. In contrast to the RF coil unit 14, which may be disconnected from the MRI apparatus 10 and replaced with another RF coil unit, the RF body coil unit 15 is fixedly attached and connected to the MRI apparatus 10. Furthermore, although a local coil such as the RF coil unit 14 may be usedTo transmit or receive signals from only a local region of the subject 16, but the RF body coil unit 15 typically has a larger coverage area. For example, the RF body coil unit 15 may be used to transmit or receive signals to the whole body of the subject 16. The use of receive-only local coils and transmit body coils provides uniform RF excitation and good image uniformity at the expense of high RF power deposited in the subject. For transmit-receive local coils, the local coil provides RF excitation to a region of interest and receives MR signals, thereby reducing RF power deposited in the subject. It will be appreciated that the particular use of the RF coil unit 14 and/or the RF body coil unit 15 depends on the imaging application.
The T/R switch 20 may selectively electrically connect the RF body coil unit 15 to the data acquisition unit 24 when operating in the receive mode, and the T/R switch 20 may selectively electrically connect the RF body coil unit 15 to the RF driver unit 22 when operating in the transmit mode. Similarly, the T/R switch 20 may selectively electrically connect the RF coil unit 14 to the data acquisition unit 24 when the RF coil unit 14 is operating in the receive mode, and the T/R switch 20 may selectively electrically connect the RF coil unit 14 to the RF driver unit 22 when operating in the transmit mode. When both the RF coil unit 14 and the RF body coil unit 15 are used for a single scan, for example, if the RF coil unit 14 is configured to receive MR signals and the RF body coil unit 15 is configured to transmit RF signals, the T/R switch 20 may direct control signals from the RF driver unit 22 to the RF body coil unit 15 while directing the received MR signals from the RF coil unit 14 to the data acquisition unit 24. The coils of the RF body coil unit 15 may be configured to operate in a transmission-only mode or a transmission-reception mode. The coils of the local RF coil unit 14 may be configured to operate in a transmit-receive mode or a receive-only mode.
The RF driver unit 22 includes a gate modulator (not shown), an RF power amplifier (not shown), and an RF oscillator (not shown) for driving an RF coil (for example, the RF coil unit 15) and forming a high-frequency magnetic field in the imaging space 18. The RF driver unit 22 modulates an RF signal received from the RF oscillator into a signal having a predetermined timing of a predetermined envelope based on a control signal from the controller unit 25 and using a gate modulator. The RF signal modulated by the gate modulator is amplified by an RF power amplifier and then output to the RF coil unit 15.
The gradient coil driver unit 23 drives the gradient coil unit 13 based on a control signal from the controller unit 25, and thereby generates a gradient magnetic field in the imaging space 18. The gradient coil driver unit 23 comprises three driver circuitry (not shown) corresponding to the three gradient coil systems comprised in the gradient coil unit 13.
The data acquisition unit 24 includes a preamplifier (not shown), a phase detector (not shown), and an analog/digital converter (not shown) for acquiring the magnetic resonance signal received by the RF coil unit 14. In the data acquisition unit 24, the phase detector phase detects a magnetic resonance signal received from the RF coil unit 14 and amplified by the preamplifier using the output from the RF oscillator of the RF driver unit 22 as a reference signal, and outputs the phase-detected analog magnetic resonance signal to an analog/digital converter to be converted into a digital signal. The digital signal thus obtained is output to the data processing unit 31.
The MRI apparatus 10 includes a couch 26 for placing the subject 16 thereon. The subject 16 may be moved inside and outside the imaging space 18 by moving the couch 26 based on control signals from the controller unit 25.
The controller unit 25 includes a computer and a recording medium on which a program to be executed by the computer is recorded. The program, when executed by a computer, causes various portions of an apparatus to perform operations corresponding to a predetermined scan. The recording medium may include, for example, a ROM, a floppy disk, a hard disk, an optical disk, a magneto-optical disk, a CD-ROM, or a nonvolatile memory card. The controller unit 25 is connected to the operation console unit 32 and processes operation signals input to the operation console unit 32, and also controls the examination bed 26, the RF driver unit 22, the gradient coil driver unit 23, and the data acquisition unit 24 by outputting control signals thereto. The controller unit 25 also controls the data processing unit 31 and the display unit 33 based on an operation signal received from the operation console unit 32 to obtain a desired image.
The console unit 32 includes user input devices such as a touch screen, a keyboard, and a mouse. The operator uses the operation console unit 32, for example, to input such data as an imaging protocol, and sets a region where an imaging sequence is to be performed. Data on the imaging protocol and the imaging sequence execution region is output to the controller unit 25.
The data processing unit 31 includes a computer and a recording medium on which a program executed by the computer to execute predetermined data processing is recorded. The data processing unit 31 is connected to the controller unit 25, and performs data processing based on a control signal received from the controller unit 25. The data processing unit 31 is also connected to the data acquisition unit 24, and generates spectral data by applying various image processing operations to the magnetic resonance signals output from the data acquisition unit 24.
The display unit 33 includes a display device, and displays an image on a display screen of the display device based on a control signal received from the controller unit 25. The display unit 33 displays, for example, an image regarding an input item for an operator to input operation data from the operation console unit 32. The display unit 33 also displays a two-dimensional (2D) slice image or a three-dimensional (3D) image of the object 16 generated by the data processing unit 31.
During scanning, RF coil cross-over cables (not shown in fig. 1) may be used to transmit signals between the RF coils (e.g., the RF coil unit 14 and the RF body coil unit 15) and other aspects of the processing system (e.g., the data acquisition unit 24, the controller unit 25, etc.), for example, to control the RF coils and/or to receive information from the RF coils. As described previously, the RF body coil unit 15 is a transmission coil that transmits RF signals, and the local surface RF coil unit 14 receives MR signals. More generally, RF coils are used to transmit RF excitation signals ("transmit coils") and to receive MR signals ("receive coils") emitted by an imaging subject. In some embodiments, the transmit and receive coils are a single mechanical and electrical structure or array of structures, and the transmit/receive mode is switchable by auxiliary circuitry. In other examples, the transmit body coil (e.g., RF body coil unit 15) and the surface receive coil (e.g., RF coil unit 14) may be separate components. However, to improve image quality, it may be desirable to provide a receive coil that is mechanically and electrically isolated from the transmit coil. In this case, it is desirable for the receive coil, in its receive mode, to electromagnetically couple to and resonate with the RF "echo" excited by the transmit coil. However, during the transmission mode, it may be desirable for the receive coil to be electromagnetically decoupled from the transmit coil and therefore not resonate with the transmit coil during actual transmission of the RF signal. This decoupling avoids the potential problem of noise generation within the auxiliary circuitry when the receive coil is coupled to full power of the RF signal. Additional details regarding the decoupling of the receive RF coils will be described below.
The RF coil unit 14 may be constituted by a plurality of individual RF coil elements. The individual RF coil elements may be electrically conductive rings (or other shapes) that are each configured to acquire a local RF signal (also referred to as an MR signal) that is emitted when nuclear spins (e.g., nuclear spins of hydrogen nuclei of an imaging subject) relax back to their resting energy state after transmission of an RF pulse. The RF coil elements may be configurable such that a single RF coil assembly may be used to create different RF coil element numbers, sizes, geometries, etc. As will be described in more detail below, the RF coil unit 14 may include a plurality of conductive segments coupled via a plurality of switches. Terminals of the switches may be controlled to be open or closed according to a switch matrix to form one or more active RF coil elements configured to receive MR signals during an MRI scan. For example, the switches may be controlled such that one or more subsets of segments are electrically coupled to form one or more RF coil elements shaped as loops. The switches may be controlled differently for different patients and different scanning protocols to form different configurations of the RF coil elements. For example, during a first scan of a first patient, the switches may be controlled to form 12 RF coil elements, while during a second scan of a second patient, the switches may be controlled to form 24 RF coil elements. The switches may be controlled to form different RF coil element configurations in order to obtain desired scan parameters, such as target field of view, target imaging speed, target imaging depth, and/or target signal-to-noise ratio (SNR), which may vary based on patient size, target anatomy being scanned, diagnostic goals of the scan, or other variables.
In some embodiments, an artificial intelligence based model may select an RF coil element configuration (e.g., number of RF coil elements, size of RF coil elements, overlap of RF coil elements, etc.) for a given MRI scan. The model (referred to as a contour topology model) may be trained using a plurality of training data sets including as inputs RF coil element configurations and patient information and as outputs scan quality parameters (e.g., SNR, acceleration, imaging depth). Thus, in some embodiments, the MRI apparatus 10 may include the contour topology assistant 100. The profile topology assistant 100 can be an artificial intelligence based module that can be stored and/or executed on one or more suitable devices. As shown, the profile topology assistant 100 is stored on a device remote from the controller unit 25 (such as a central server in wired or wireless communication with the controller unit 25). The contour topology assistant 100 is trained to select an RF coil element configuration that best balances the desired scan quality parameters for a given patient and target anatomy being imaged.
The profile topology assistant 100 can be implemented in non-transitory memory and can be executed by one or more processors of a computing system, such as a central server in communication with the controller unit 25 and/or other computing devices (such as a clinician device and/or a medical facility operating system). In some embodiments, the contour topology assistant 100 may be fully or partially implemented on the controller unit 25, or a device included as part of a medical facility operating system (where the medical facility operating system includes one or more computing devices configured to store and/or control various information related to medical facilities, operators, and patients, including but not limited to patient information, and patient care/imaging protocols and workflows). In some embodiments, the profile topology assistant 100 can be implemented in a cloud in communication with the controller unit 25. In some embodiments, portions of the profile topology assistant 100 are implemented on different devices (such as any suitable combination of the controller unit 25, operator device, cloud, and so forth).
The contour topology assistant 100 can be trained using machine learning (e.g., deep learning), such as random forests, neural networks, or other training mechanisms, to select an appropriate RF coil element configuration. For example, the contour topology assistant 100 may be trained using scan parameters for multiple images and one or more results for each image. The scan parameters of the image may include an RF coil element configuration for obtaining: images (e.g., number, size, and geometry of the RF coil elements, and overlap levels of the RF coil elements), the target anatomy being imaged, the field of view being imaged, the region of interest being imaged (if different from the field of view), parameters of the patient being imaged (such as patient age, patient size, etc.), and diagnostic targets being imaged (such as lesion detection). The one or more results for each image may include image quality parameters (e.g., SNR, level of image artifacts) and scan quality parameters (e.g., acceleration, imaging depth). Accordingly, the contour topology assistant 100 can be trained based on training scan parameters and associated known results to select an appropriate RF coil element configuration that will provide the desired image/scan quality parameters for a given patient and scan type. The profile topology assistant 100 can continue to learn from future scans because feedback can be provided to the profile topology assistant 100 after training is complete.
Turning now to fig. 2, a schematic diagram of an
In some embodiments, each segment may be comprised of at least two parallel conductors that form a distributed capacitance along the length of the segment. As used herein, Distributed Capacitance (DCAP) refers to the capacitance present between conductors, which is distributed along the length of the conductors and may be free of discrete or lumped capacitive components and discrete or lumped inductive components. DCAP may also be referred to as integrated capacitance. In some embodiments, the capacitance may be distributed in a uniform manner along the length of the conductor.
In some embodiments, the dielectric material encapsulates and separates the first conductor and the second conductor of each segment. The dielectric material may be selected to achieve the desired distributed capacitance. For example, the dielectric material may be selected based on a desired dielectric constant ∈. In particular, the dielectric material may be air, rubber, plastic or any other suitable dielectric material. In some embodiments, the dielectric material may be polytetrafluoroethylene (pTFE). The dielectric material may surround the parallel conductive elements of the first and second conductors of each segment. Alternatively, the first conductor and the second conductor may be twisted with each other to form a twisted pair cable. As another example, the dielectric material may be a plastic material. The first conductor and the second conductor may form a coaxial structure with a plastic dielectric material separating the first conductor and the second conductor. As another example, the first and second conductors may be configured as planar strips.
The array of
The plurality of segments are arranged in rows and columns. For example, first row 201 includes eight segments aligned along a common axis (as shown, each segment in first row 201 is oriented horizontally such that the longitudinal axis of each segment is aligned along a common horizontal axis). Each section of the first row 201, such as the
The array of
In this manner, the sections of the array of
It should be understood that the number and arrangement of the segments shown in fig. 2 is exemplary, and other configurations are possible. For example, the array may have any number of rows and/or columns of sections, such as more or less than nine columns or more or less than seven rows. Further, while each segment shown in fig. 2 has an equal length and width and is spaced from adjacent segments in a similar manner, other configurations are possible, such as segments having different lengths.
To form one or more RF coil elements capable of receiving MR signals, each section of the array of RF coil sections is coupled to two switches. Each switch may include two movable elements (referred to herein as pointers) that may be positioned to form a desired RF coil element geometry. Fig. 3 shows a configurable
Although each of the plurality of switches includes two pointers, different switches may be coupled to different numbers of segments, and thus may have different numbers of terminal nodes, referred to herein. For example, the plurality of switches may include a first set of two-terminal node switches, such as
Each section is configured to be coupled to two switches. For example, the
As will be explained in more detail below with respect to fig. 5A and 5B, each switch may be controlled to decouple the switch from its associated terminal (referred to as an open switch), or to electrically couple both terminals via the switch (and couple both terminals to corresponding coil interface cables) (referred to as a closed switch). When closed, the switch may electrically couple the two terminals such that each of the two terminals may allow current to flow along the respective segment (assuming that the circuit formed by the closing of the terminals is otherwise closed). When open, the switches may decouple the terminals associated with the switches such that the terminals cannot allow current to flow along the respective segments. By selectively opening some of the terminals while closing others, different sections can be electrically coupled to one another to form an RF coil element (e.g., a loop) configured to receive MR signals.
Fig. 4 shows the configurable
The remaining three RF coil elements are formed similarly to the first RF coil element by coupling two terminals of each of the plurality of switches. The remaining three RF coil elements include: a second RF coil element 422 (formed by coupling two terminals of each of the 12 switches so as to electrically couple 12 segments in a loop), a third RF coil element 424 (formed by coupling two terminals of each of the 14 switches so as to electrically couple 14 segments in a loop), and a fourth RF coil element 426 (formed by coupling two terminals of each of the 12 switches so as to electrically couple 12 segments in a loop).
The RF coil elements formed according to the configuration shown in fig. 4 do not overlap. For example, the first RF coil element 402 and the second RF coil element 422 are spaced apart by a set of decoupling segments (e.g., the segment 428 coupled between the switch 406 and the switch 430 is electrically decoupled and does not form part of the first RF coil element 402 or the second RF coil element 422 because the terminals of the switch 406 and the switch 430 coupled to the segment 428 are open). Likewise, the first RF coil element 402 is spaced apart from the fourth RF coil element 426, the second RF coil element 422 is spaced apart from the third RF coil element 424, and the third RF coil element 424 is spaced apart from the fourth RF coil element 426. By configuring the configurable
Fig. 5A and 5B schematically illustrate two exemplary switches (a
The
In some examples, each of the coil interface cables may be configured to transmit signals between the formed RF coil elements and other aspects of the processing system (e.g., the controller unit 524). Thus, in such an example, the cable may be a 3-conductor triaxial cable having a center conductor, an inner shield, and an outer shield. In some embodiments, the center conductor is connected to an RF signal (RF), the inner shield is connected to Ground (GND), and the outer shield is configured to supply an actuation voltage. For common mode, each coil crossover cable may have a high impedance. Because the RF coil elements may be formed such that current flows through the plurality of switches, and thus a plurality of coil cross-over cables may be electrically coupled to each formed RF coil element, the controller unit 524 (or other element of the MRI processing system) may be configured to select one coil cross-over cable for each formed RF coil element for RF signal transmission in order to prevent RF signals received by the formed RF coil elements from being transmitted to the
The coil array interfacing cables discussed herein may be disposed within a bore or imaging space of an MRI apparatus (such as MRI apparatus 10 of fig. 1) and subjected to electromagnetic fields generated and used by the MRI apparatus. In an MRI system, coil interfacing cables may support transmitter driven common mode currents, which in turn may generate field distortion and/or unpredictable component heating. Typically, common mode currents are blocked by using a balun. The balun or common mode trap provides a high common mode impedance, which in turn reduces the effect of the transmitter drive current. Thus, the
The
The
The
Fig. 5A shows two switches (switch 302 and switch 304) in the open/off position. As such, current does not flow along the
Fig. 5B illustrates a state in which both switches are closed to couple a subset of the segments, such as when the first RF coil element 402 of fig. 4 is formed. In the state shown in fig. 5B, current may flow through the
Fig. 13 shows a side view 1300 of the
In some embodiments, the first pointer 512 may rotate to a specified angular position based on the amount of current or voltage supplied to the first pointer 512. In some embodiments, the first pointer 512 may be rotated to any angular position (e.g., within a tolerance level, such as moving in 1 or 10 degree increments). In other embodiments, the first pointer 512 may be rotated to only a subset of angular positions (e.g., 0 °, 90 °, 180 °, 270 °, and 360 °). Likewise, the second pointer 514 may be rotated to any angular position or may be rotated only to a subset of angular positions.
While the switches shown in fig. 5A, 5B, and 13 have been described as including pointers that rotate to facilitate coupling and decoupling, such a configuration is exemplary and other configurations are possible. For example, the switch may include a plurality of beams each at a fixed angular position, where the beams may move vertically (e.g., into and out of contact with corresponding terminals) in response to an actuation voltage. In other examples, the switch may not be mechanically based (e.g., with a pointer or beam) and may instead be an electronically based switch.
The other switches in the configurable
The two pointer switches described above may be positioned to a number of different states, where the number of different states is based on the number of terminals that may be coupled to the switches. For example, a two-terminal node switch may have two states (decoupled and coupled) while a three-terminal node switch may have four states (decoupled, coupled first and second terminals, coupled first and third terminals, and coupled second and third terminals). The switch connects two of the n terminals by a triaxial cable to a switch driver, which may be comprised in the controller unit, for example. Based on the state of the switch, the switch may be connected to the terminal as an electrical short and also connected to the triaxial cable, or the switch may be disconnected from the terminal.
As given above with reference to figures 3 and 4The RF coil assembly may be configured for receiving MR signals during an MR imaging session. As such, the configurable RF coil assembly of fig. 3 and 4 may be used in the RF coil unit 14 of fig. 1 and may be coupled to downstream components of an MRI system, such as the controller unit 25. The configurable RF coil assembly may be placed in a bore of an MRI system in order to receive MR signals during an imaging session and thus may be close to a transmission RF coil (e.g., the body RF coil unit 15 of fig. 1). The controller unit may store instructions in the non-transitory memory that are executable to generate images from an imaging subject positioned in a bore of the MRI system during an MR imaging session. To generate the images, the controller unit may store instructions to perform a transfer phase of the MR imaging session. During the transmission phase, the controller unit may command (e.g., send a signal) to activate the transmission RF coil in order to transmit one or more RF pulses. To prevent causing B during the transmission phase1Interference from field distortion, the configurable RF coil assembly can be decoupled during the transmission phase. The controller unit may store instructions executable to perform a subsequent receive phase of the MR imaging session. During the receive phase, the controller unit may obtain MR signals from the formed RF coil elements of the configurable RF coil assembly. The MR signals may be used to reconstruct images of an imaging subject positioned in a bore of the MRI system.
As illustrated, a coil interface cable extends between each switch and an RF coil interface connector (e.g., connector 522). Each of the wires coupled to the switch may be housed together (e.g., bundled together) within a coil crossover cable and electrically coupled to the connector. The connector may interface with the MRI system (e.g., by being electrically coupled to the MRI system by being inserted into an input of the MRI system) to output signals from the RF coil elements to the MRI system, and the MRI system may process signals received from the RF coil elements via the connector to produce images of an imaging subject, such as a body of a patient.
Fig. 6-9 illustrate a configurable RF coil assembly according to another embodiment of the present disclosure. The configurable RF coil assembly shown in fig. 6-9 may be a primary array including overlapping conductive segments. For example, such a configuration may allow the RF coil elements to have a more complex geometry than the zero order array shown in fig. 2.
Fig. 6 is a schematic diagram of an
The plurality of segments are arranged in rows and columns. For example, the
The
The
In this manner, the sections of the
It should be understood that the number and arrangement of the segments shown in fig. 6 is exemplary, and other configurations are possible. For example, the array may have any number of rows and/or columns of sections, such as more or less than nine columns or more or less than seven rows. Further, while each segment shown in fig. 6 has an equal length and width and is spaced from adjacent segments in a similar manner, other configurations are possible, such as segments having different lengths. In still further examples, other levels of arrays of segments are possible, such as secondary arrays of segments where there may be a second level of overlap between segments, to provide even more options for the size and geometry of the RF coil elements. However, higher level arrays may utilize switches with a greater number of terminals, which may be limited by cost, power requirements, and the like.
To form one or more RF coil elements capable of receiving MR signals, each section of the RF
The plurality of switches may include a first set of three-terminal node switches, such as
Each segment is coupled to two switches. For example, the
As described above with respect to fig. 5A and 5B, each switch is configured to selectively decouple and couple a terminal to the switch. When the switch is in the closed position, the terminals of the pointer coupled to the switch may allow current to flow along the section coupled to the terminals (assuming that the circuit formed by the closing of the terminals is otherwise closed). Other terminals of the pointer not coupled to the switch that are configured to be coupled to the switch may not cause current to flow. None of the terminals configured to be coupled to the switch may cause current to flow along the respective segment coupled to the terminal when the switch is open. By selectively coupling some of the terminals and not other terminals, different segments can be electrically coupled to one another to form an RF coil element (e.g., a loop) configured to receive MR signals. Each three-terminal node switch and five-terminal node switch of configurable
Fig. 8A shows the configurable
The first
Of the 14 switches having coupled terminals to form the first
The remaining RF coil element (second RF coil element 820) is formed similarly to the first RF coil element by coupling two terminals of each of the plurality of switches. The second
The RF coil elements formed according to the configuration shown in fig. 8A overlap. For example, the first
Fig. 8B and 8C schematically illustrate two exemplary switches (
Fig. 8C shows the
Fig. 14 shows a
In some embodiments, each pointer may be rotated to a specified angular position based on the amount of current or voltage supplied to the pointer. In some embodiments, each pointer may be rotated to any angular position (e.g., within a tolerance level, such as moving in 1 or 10 degree increments). In other embodiments, each pointer may be rotated to only a subset of angular positions (e.g., 0 °, 45 °, 90 °, 135 °, 180 °, 225 °, 270 °, 315 °, and 360 °).
Fig. 9 shows the configurable
The first RF coil element 910 is formed by coupling terminals of a first subset of the plurality of switches. For example, as shown, the first RF coil element 910 is formed by coupling two terminals of a three-terminal switch (e.g., at the top left corner), two terminals of each of a plurality of five-terminal switches, and two terminals of each of a plurality of eight-terminal switches. As shown, the first RF coil element 910 includes 14 switches that facilitate electrical coupling of 14 segments. The 14 segments are electrically coupled in rings. Some switches in the configurable
Of the 14 switches having coupled terminals to form the first RF coil element 910, six switches have terminals coupled together to create turns or corners in the RF coil element to create a geometry similar to a rectangle with two cut-off bottom corners, creating a bottom side of the RF coil element that is shorter than the top side, and includes two beveled edges. To facilitate this shape, some switches have terminals coupled to the overlapping sections (when the terminals are closed).
The remaining RF coil elements are formed similarly to the first RF coil element by coupling two terminals of each of the plurality of switches. The second RF coil element 920 includes 14 switches electrically coupled in a ring with 14 segments, having a rectangular shape. The third RF coil element 930 comprises 16 switches electrically coupled with 16 segments in a ring, having a cut-off rectangular shape. The fourth RF coil element 940 includes 12 switches electrically coupling the 12 segments in a ring, having a cut-off rectangular shape.
The RF coil elements formed according to the configuration shown in fig. 9 overlap. For example, the first RF coil element 910 and the fourth RF coil element 940 include an overlap region where a top of the fourth RF coil element 940 overlaps a bottom of the first RF coil element 910. The first RF coil element 910 also overlaps the second RF coil element 920, but wherein the first and second RF coil elements actually rely on the same segment to form part of the coil element. For example, switch 902 has three terminals closed, which electrically couple section 904 to both section 906 and section 908. The first and second RF coil elements share three sections, namely section 904 and sections 912 and 914. The third RF coil element 930 and the fourth RF coil element 940 also share a section, namely section 916.
By configuring the configurable
In this manner, a single RF coil assembly may be used to provide a plurality of different RF coil configurations, also referred to herein as a profile topology. By doing so, different FOVs can be imaged by one RF coil assembly. Likewise, one RF coil assembly may be used to perform different scans with different scan/image quality priorities (such as SNR, acceleration, image penetration, etc.), which typically depend on different RF coil element configurations (e.g., different coil element overlap, different coil element size, different number of coils, etc.). By an array of conductive segments that can be selectively electrically coupled in different loop formations via a plurality of switches and also selectively decoupled, different RF coil element configurations can be provided between scan sessions.
For example, during a first MRI scan of a first patient, a first profile topology defining a first set of RF coil elements including a first RF coil element may be selected. To form the first set of RF coil elements, some or all of the switches may be selectively activated to electrically couple one or more respective first subsets of conductive segments into RF coil elements. For example, to form the first RF coil element, a first subset of switches (e.g., with at least one terminal closed) may be activated to electrically couple the first subset of conductive segments.
Then, during a second MRI scan of a second different patient, a second different contour topology defining a second set of RF coil elements including a second different RF coil element may be selected. To form the second set of RF coil elements, some or all of the switches may be selectively activated to electrically couple one or more respective second subsets of conductive segments into RF coil elements. For example, to form the second RF coil element, a second subset of switches (e.g., with at least one terminal closed) may be activated to electrically couple the second subset of conductive segments.
The first and second RF coil elements may differ in size, geometry, and/or other characteristics. For example, the first RF coil element may include 12 conductive segments and the second RF coil element may include 14 conductive segments, such that the second RF coil element has a larger diameter than the first RF coil element. In another example, as described above, the first RF coil element may be a standard rectangular shape and the second RF coil element may be a trimmed rectangle.
In some embodiments, the first and second RF coil elements may be constructed of at least some of the same conductive segments. For example, referring to fig. 8A and 9, fig. 8A includes a first
Fig. 10 shows another schematic diagram 1000 of a configurable
As described above, the coil interface cable may be connected to downstream components of the MRI system. As shown in fig. 10, the downstream components may include a controller board. The controller board drives the configurable RF coil assembly (including the switches) and extracts and transmits the signals over a channel to the MRI system. In some examples, only one controller board may be required for the entire configurable RF coil assembly. In such examples, each cable of the assembly may be coupled to a controller board.
However, in some examples, more than one controller board may be used depending on the density of the components. Fig. 10 includes two controller boards, a first controller board 1002 and a second controller board 1013. In some embodiments, the configurable
The first controller board 1002 includes a first switch driver 1004 and four feed boards (feed boards 1006, 1008, 1010, and 1012). Each switch in the subset of switches of the configurable RF coil assembly 700 (each switch in the upper left quadrant) is connected to a switch driver 1004 by a respective coil crossover cable. Switch drivers 1004 control the direction of the fingers of each switch and the contact with the terminals. The second controller board 1013 includes a second switch driver 1014 and four feed boards (feed boards 1016, 1018, 1020, and 1022). Each switch of the subset of switches of the configurable RF coil assembly 700 (e.g., each switch of the lower left quadrant) is connected to the switch driver 1014 by a respective coil crossover cable. The switch driver 1014 controls the direction of the pointer of each switch and the contact with the terminal.
As will be explained in more detail below, the contour topology assistant can select a switch matrix that determines the position of the pointer of each switch, thereby selecting which sections are to be electrically coupled to form a desired set of RF coil elements. The profile topology assistant can also select how many signal channels to generate and which switches to connect to the available feed plates. The feed plate may include preamplifiers and/or other coupling electronics, and may output MR (e.g., RF) signals obtained by the formed RF coil elements to one or more components of the MRI system. One or more components of the MRI system may then reconstruct an image based on the received MR signals. As shown in fig. 10, one RF coil element is formed on the upper left quadrant, and thus only one signal channel is generated via the controller board 1002 (via the feed board 1006). Also, one RF coil element is formed on the lower left quadrant, and therefore only one signal channel is generated via the controller board 1013 (via the feed board 1016). Each switch driver may be operatively coupled to one or more components of the MRI system (such as the controller unit 25 and/or the contour topology assistant 100) to receive, for example, a selected switch matrix. In this manner, the configurable
In some embodiments, the MRI system described herein may store instructions executable by a processor (e.g., via the controller unit 25) to select a profile topology for operating the configurable Radio Frequency (RF) coil assembly in a receive mode of the MRI system, the profile topology defining a configuration of one or more RF coil elements formed on the configurable RF coil assembly. The instructions are executable to determine a switch matrix based on the selected profile topology, the switch matrix defining one or more switch subsets of a plurality of switches of a configurable RF coil assembly to be at least partially activated to form one or more RF coil elements during a receive mode. In such a configuration, the switch matrix may be output to one or more downstream components, such as the controller board described above with respect to fig. 10. The controller board may activate/deactivate the switches defined by the switch matrix. For example, the switch matrix may define switches and thus the controller board may activate the switches accordingly such that at least two terminals of each switch of the one or more subsets of switches is electrically coupled to the one or more subsets of conductive segments of the configurable RF coil assembly to form RF coil elements, wherein each RF coil element is formed by a respective subset of conductive segments and a respective subset of switches. The contour topology may be based on patient information of a patient to be imaged by the MRI system, a scan protocol defining aspects of the MRI system during imaging of the patient, and/or target image quality parameters of one or more images to be obtained by the MRI system. The switch matrix may further define switches, and the control board may further deactivate the switches accordingly, such that each switch of the plurality of switches is deactivated to decouple the configurable RF coil assembly during a transmit mode of the MRI system.
Fig. 11 is a flow chart illustrating a
At 1102, patient information and a scan protocol are received. For example, an operator of the MRI system may enter a patient identifier, such as a code or the patient's name, and/or the operator may enter selected information about the patient (e.g., date of birth, age, sex, weight). Further, the operator may select a predetermined scan protocol from a menu, or the operator may input various scan parameters to set the scan protocol. The scan protocol may indicate the anatomy to be scanned, the diagnostic target of the scan, and/or other parameters that the MRI system may use to identify the table position, which receive RF coil assemblies are to be used during the scan (e.g., head and neck RF coil assemblies, posterior RF coil assemblies, and/or anterior RF coil assemblies), which profile topology is to be used (when the RF coil assemblies include configurable RF coil assemblies that may form different RF coil element profile topologies), and other scan parameters. In particular, the operator may select a protocol based on the anatomy to be scanned. By selecting the protocol, the field of view (FOV) can be determined accordingly. The FOV defines a three-dimensional volume of the patient. In one example, the FOV defines the volume to be scanned. For example, in cardiac imaging, the FOV is a cube with a 20cm long edge to cover the entire heart. In some examples, the FOV may include the MRI bore volume of an entire imaging subject/MRI system that can be imaged without moving a couch in which the imaging subject is placed.
At 1104, a selection of a region of interest (ROI) is received. In some examples, the FOV may be used as the ROI, and no additional ROIs may be selected. In other examples, the operator may wish to shrink the scan area to a smaller ROI than the FOV. In some embodiments, the localizer scan may be performed upon receiving patient information and a scan protocol, wherein the localizer scan may be a low resolution scan of the FOV. In this context, a low resolution scan is a scan with a large voxel volume, which can be done with a reduced measurement time. The localizer scan may be performed using a body RF coil in a receive mode, which may enable reception of MR signals over a large area. In other examples, a localizer scan may be performed in a localizer mode by one or more configurable surface RF coil assemblies, wherein a default configuration of the RF coil elements may be set. In one example, image data acquired during a localizer scan may be used to reconstruct an MR image of the FOV. The localizer scan may generate three 2D images of the subject, for example in the sagittal, coronal, and transverse planes. The operator may enter an input selecting the ROI while viewing the image obtained by the localizer scan.
At 1106, a profile topology is determined using the profile topology model. The contour topology model may utilize the FOV and/or ROI and patient information and scan protocols as inputs to determine the contour topology of the configurable RF coil assembly that will provide the desired image/scan quality parameters. For example, the scan protocol may include specification of certain scan priorities, such as prioritizing SNR, prioritizing scan speed, and/or prioritizing imaging depth. Along with the assigned priorities, the target anatomy and patient information (e.g., patient height and weight) being scanned may be used by the contour topology model to determine which configuration of RF coil elements will be used to receive MR signals during the main imaging scan. In some embodiments, the MRI system stores a predefined lookup table that associates the scan protocol with the corresponding profile topology of the coil. In some embodiments, the profile topology model may be performed by a profile topology assistant, as will be explained in more detail below with respect to fig. 12.
At 1108, a switch matrix that will generate the profile topology is determined. The switch matrix indicates which terminals of which switches of the configurable RF coil assembly are to be decoupled and which terminals of which switches of the configurable RF coil assembly are to be coupled during the receive mode in order to form a profile topology (e.g., RF coil elements) specified by the profile topology model. In some embodiments, the MRI system stores a predefined lookup table that associates profile topologies with corresponding switch matrices. In some embodiments, the contour topology model may output which RF coil elements are to be formed (e.g., number of elements, geometry of elements, size of elements, and location of elements), and the
For example, a profile topology assistant might operate in [ s ]1s2s3s4s5… sn]Outputs a switching vector of the form, where siIs the state of the switch. As described above, each switch may have two or more states depending on the number of terminals to which the switch may be coupled. In addition, as described above, the profile topology assistant can also output the number of signal channels to be generated, which can also be in the form of vectors (referred to as array configuration vectors).
At 1110, a main scan is performed. The main scan is a high resolution 3D scan to generate a high quality image of the ROI. For example, the main scan has a lower voxel volume than the localizer scan. During the main scan, the MRI apparatus may operate by a series of pulse sequences, wherein the pulse sequences comprise, among other elements, a transmission mode followed by a reception mode. As described above, the receive RF coil elements may be decoupled during each transmission mode. Thus, as indicated at 1112, performing the main scan may include deactivating (decoupling) all switches of the configurable RF coil assembly during each transmission mode. During a receive mode, MR signals are received from the formed RF coil elements specified by the contour topology model. Thus, as indicated at 1114, performing the main scan can include activating one or more switches of the configurable RF coil assembly according to a switch matrix. It should be understood that activating the switch may include coupling two or more terminals of the activated switch. During the receive mode, MR signals are received only from sections included in the formed RF coil elements and MR signals are not received from any RF coil assembly sections not included in the selected RF coil elements. In other words, during the main scanning, the sections other than the section forming the RF coil element are turned off (e.g., electrically decoupled) during the transmission mode and the reception mode.
At 1116, one or more images are reconstructed from the MR signals obtained during the main scan. The one or more images may be displayed on a display unit and/or saved in memory (of the MRI apparatus and/or a remote device, such as a hospital Picture Archive and Communication System (PACS)). At 1118, feedback may optionally be generated for the contour topology model. As will be explained in more detail below with respect to fig. 12, the contour topology assistant can execute a model trained to select a contour topology of the configurable RF coil assembly (e.g., where the contour topology is an RF coil element configuration including size, number, location, overlap, etc. of RF coil elements formed on the configurable RF coil assembly) based on various inputs including, but not limited to, a scanning protocol and patient information. After the contour topology model has been trained and executed to select a contour topology for the MRI scan, if feedback is provided to the contour topology assistant, the contour topology assistant can continue to learn the optimal contour topology for various inputs. Thus, in some embodiments, feedback may be generated and sent to the profile topology assistant, or may be generated directly by the controller unit and used to update the profile topology model. The feedback may include the scan protocol and patient information for the current scan, the RF coil element configuration for the current scan, and the image/scan quality parameters for the current scan, including but not limited to SNR, detected image artifacts, imaging depth, imaging acceleration, and the like. The
Accordingly, the
FIG. 12 is a flow diagram illustrating a method 1200 for training and executing a profile topology model via a profile topology assistant, such as the profile topology assistant 100 of FIG. 1. The method 1200 may be performed by a processor of a computing device according to instructions stored on a non-transitory memory of the device (such as one or more processors and memory of a controller unit 25 shown in fig. 1 or one or more processors and memory of a device (such as a central server) in communication with the controller unit 25 of fig. 1). At 1202, a plurality of training data sets is received. A suitable number of training data sets, such as 200 or 500 training data sets, may be received. Each training data set may include a contour topology of the RF coil assembly used to obtain the respective MR image, as indicated at 1204. The profile topology may be an RF coil element configuration of the RF coil assembly, including the number of RF coil elements, the size of each RF coil element, the overlap between the RF coil elements, and the geometry of each RF coil element. It should be understood that the contour topology of the respective MR image included as part of the training data set may be a contour topology for a configurable RF coil assembly, as described herein, or it may be a contour topology for a standard fixed element RF coil assembly.
Each training data set may also include image parameters of the respective MR image, as indicated at 1206. Image parameters may include image/scan quality parameters such as SNR, image uniformity, scan acceleration, image artifacts, imaging depth, and the like. Each training data set may also include scan parameters for the corresponding MR image. The scan parameters may include the target anatomy, FOV, patient information, diagnostic target of the scan, and/or other parameters. Thus, different image "results" may be used to train the contour topology model to be able to determine the contour topology available to a particular patient (e.g., with particular patient parameters) during a particular MRI scan (e.g., which may have particular scan parameters, including results to prioritize), where the results may include SNR, uniformity, artifacts, acceleration, imaging depth, or other parameters that may affect the final MR image.
At 1210, a contour topology model is generated based on the training dataset. The contour topology model may take a suitable form depending on the machine learning method being performed. For example, if a random forest learning algorithm is used to train the contour topology assistant, the contour topology model may include a decision tree. In another example, if an artificial neural network is used to train the contour topology assistant, the contour topology model may include a connected artificial neuron layer. The contour topology model may be configured to output the contour topology (which may be, for example, the number, size, overlap, and geometry of one or more RF coil elements) when patient parameters (such as patient size) and scan parameters (such as prioritized image/scan quality parameters, target anatomy, and FOV) are input as inputs to the contour topology model.
At 1212, when requested by a user or another computing device in communication with the contour topology model, a contour topology is output based on the received patient information, the scanning protocol, and/or the ROI or FOV. For example, during execution of the
At 1214, the profile topology model can be adjusted based on the received feedback. As described above with respect to fig. 11, in performing the main scan, the controller unit 25 may send feedback to the contour topology assistant, where the feedback may include actual image/scan quality parameters of one or more images obtained during the MR scan by the configurable RF coil assembly configured with the selected RF coil elements. The profile topology assistant can learn from the feedback by making changes to the profile topology model. For example, if the SNR of one or more images is below a desired value, the contour topology model can be adjusted to reduce the correlation of RF coil element configurations with high SNR. The method 1200 then ends.
The technical effect of using a configurable RF coil assembly is: different RF coil element configurations can be generated by a single RF coil assembly, thereby improving image quality parameters between scans of different patients and different anatomical structures while reducing costs. Another technical effect of utilizing a configurable RF coil assembly is: over time, it is possible to learn which RF coil element configurations can provide the desired image/scan quality parameters so that imaging quality can be improved.
As used herein, an element or step recited in the singular and proceeded with the word "a" or "an" should be understood as not excluding plural said elements or steps, unless such exclusion is explicitly recited. Furthermore, references to "one embodiment" of the present invention are not intended to be interpreted as excluding the existence of additional embodiments that also incorporate the recited features. Moreover, unless explicitly stated to the contrary, embodiments "comprising," "including," or "having" an element or a plurality of elements having a particular property may include additional such elements not having that property. The terms "including" and "in which" are used as plain language equivalents of the respective terms "comprising" and "in which". Furthermore, the terms "first," "second," and "third," etc. are used merely as labels, and are not intended to impose numerical requirements or a particular positional order on their objects.
This written description uses examples to disclose the invention, including the best mode, and also to enable any person skilled in the relevant art to practice the invention, including making and using any devices or systems and performing any incorporated methods. The patentable scope of the invention is defined by the claims, and may include other examples that occur to those of ordinary skill in the art. Such other examples are intended to be within the scope of the claims if they have structural elements that do not differ from the literal language of the claims, or if they include equivalent structural elements with insubstantial differences from the literal languages of the claims.
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