The invention relates to the field of Radio Frequency, RF, power amplifiers and in particular to advanced RF pulses such as required for multi-band Magnetic Resonance Imaging, MRI, applications. In particular, the invention relates to an RF transmit system for a magnetic resonance examination system, comprising a digital baseband modulator configured for generating a digital baseband signal and an RF amplifier. The invention further relates to a method for linearizing an RF amplifier for a magnetic resonance examination system and to a non-transitory computer-readable medium, comprising instructions stored thereon.
As is generally known in prior art, non-linearity time varying gain and phase of RF power amplifiers severely limit the fidelity of slice selection in pulsed RF applications for MRI. In particular, non-linearity results in poor slice selection profiles and loss of contrast. These limitations are particularly problematic in multi-band applications where non-linearity's result in unwanted excitation of sidebands or additional slices. The effect of non-linearity increases with baseband modulation waveform bandwidth and therefore limits the application of advanced RF pulses in particular for multi-band applications. Time varying gain and phase, also referred to as drift, are due to dynamic changes in RF amplifier operating conditions such as DC power supply voltage, power transistor junction temperature and load impedance.
Prior art approaches for overcoming these drawbacks make use of feedback control based on monitoring the forward power of the RF amplifier by means of a directional coupler. Although these techniques can compensate for drift, they are inherently bandwidth limited due to the signal delay through the RF power amplifier and directional coupler. Often such techniques are implemented internal to the RF amplifier and therefore cannot make use of the baseband modulation demand.
Other prior art approaches have deployed feed forward techniques, which modify the demand waveform to compensate for signal dependent non-linearity but are not capable of adapting to time varying operating conditions. In addition, such techniques are often cumbersome as they typically require off-line software based processing of the RF pulse modulation waveform.
It is an object of the invention to provide a mechanism to compensate for non-linear time varying gain and phase of RF power amplifiers to facilitate the application of advanced RF pulses in particular for multi-band applications for MRI.
According to the invention, this object is addressed by the subject matter of the independent claims. Preferred embodiments of the invention are described in the dependent claims.
Therefore, according to the invention, a radio frequency, RF, transmit system for a magnetic resonance examination system is provided, comprising
a digital baseband modulator configured for generating a digital baseband signal,
a digital feedback control loop configured for injecting a digital pre-distortion signal into the digital baseband signal,
an RF amplifier configured for being driven by the pre-distorted digital base band signal and for providing an analog output signal, wherein
the digital feedback control loop is configured for controlling the digital pre-distortion signal based on the analog output signal to compensate a non-linearity of the RF amplifier.
In this way, by using a digital feed-forward control, to correct baseband modulation, and by using a digital feedback control to respond to dynamic changes in the RF amplifier operating conditions, restrictions on the bandwidth of the baseband signal are removed, which is specifically advantageous when applied to advanced RF pulses such as required for multi-band MRI applications. Therefore, the digital feedback control loop provides a pre-distortion control loop for linearizing output of the RF power amplifier. The pre-distortion control loop combines the use of feed forward control to correct a baseband modulation signal waveform in a signal dependent manner and feedback control to respond to dynamic changes in RF power amplifier operating conditions such as power supply voltage, junction temperature and load impedance. Further, the digital feedback control loop provides continuous and autonomous calibration of the feed forward control due to changed operating conditions. Thus, the invention increases fidelity of slice selection in pulsed RF applications by providing significantly improved slice selection profiles and avoiding loss of contrast, as known from prior art applications.
In other words, the proposed pre-distortion control loop provided by the digital feedback control loop removes the baseband modulation waveform bandwidth limitation associated with traditional RF power amplifier linearization approaches while at the same time maintaining the ability to compensate for time varying RF power amplifier operating conditions. The RF transmit system may additionally consists of an RF transmit antenna, commonly referred to as body coil in MRI systems, which is driven by the RF amplifier with RF energy i.e. the analog output signal to be transmitted. The digital baseband modulator and the digital feedback control loop may be external to the RF amplifier but may also be integrated in the RF amplifier. The latter alternative provides the advantage of being able to monitor both DC power supply voltage and power transistor junction temperature reducing or potentially eliminating the settling time associated with dynamic changes in RF power amplifier operating conditions. The invention is preferably applied to pulsed RF MRI applications, in particular applications that require use of advanced RF pulse modulation waveforms such as required for multi band techniques. The invention is further applicable to other applications that require highly linear RF power.
According to a preferred embodiment of the invention, the digital feedback control loop is configured for controlling the digital pre-distortion signal by mapping an amplitude of the digital baseband signal to a gain and a phase offset of the analog output signal. Thereby, gain and phase errors of the analog output signal can be corrected for, linearizing the analog output signal.
According to another preferred embodiment of the invention, the digital feedback control loop is configured for controlling the digital pre-distortion signal by
determining a difference between the analog output signal and the digital baseband signal,
integrating the determined difference with a pre-defined integration time corresponding to a settling time of dynamic changes of the non-linearity of the RF amplifier,
adjusting the digital pre-distortion signal with a piece-wise linear approximation of the integrated difference and
applying the adjusted digital pre-distortion signal onto the digital baseband signal by indexing the piece-wise linear approximation with a magnitude of the digital baseband signal to a gain and a phase offset of the analog output signal.
Such control loops steps have been proven very advantageous for generating the digital pre-distortion signal such that a non-linearity of the analog output signal is minimized or even completely eliminated. The piece-wise linear approximation could be, for example, a polynomial approximation. In principle, any function that can be expressed with a limited number of coefficients, can be evaluated relatively efficiently and approximates the non-linearity sufficiently well may be used. The feedback loop would then adjust the coefficients of such a function to reflect the dynamic changes in non-linearity.
According to further preferred embodiment of the invention, the digital feedback control loop is configured for calibrating the digital pre-distortion signal in response to a reference digital baseband signal. The proposed digital feedback control loop comprises the advantage that, once calibrated, feedback control provided by the analog output signal fed to the digital feedback control loop ensures that a calibrated gain and phase are maintained. However, for an initial calibration, the digital feedback control loop is preferably calibrated in regard to potential delay arising from analog components of the RF transmit system such as digital-to-analog converters, delay through the RF amplifier and analog-to-digital converters as described in the following. Calibration may consider an attenuation of the analog RF amplifier demand signal, a forward to reflected signal path delay, a feedback signal path delay and/or a feedback gain and phase of the RF transmit system.
According to another preferred embodiment of the invention, the RF amplifier comprises a digital-to-analog converter configured for converting the pre-distorted digital base band signal for driving the RF amplifier, a directional coupler connected to an output of the RF amplifier and an analog-to digital converter configured for converting a control loop feedback signal derived from the directional coupler and for providing the converted loop feedback signal to the digital feedback control loop for controlling the digital pre-distortion signal. By using forward power of the directional coupler as feedback signal the control loop provided by the digital feedback control loop ensures that the forward power of the RF amplifier follows a baseband modulation demand.
According to even another preferred embodiment of the invention, the system comprises a carrier frequency conversion device arranged between the digital feedback control loop thereby receiving the digital pre-distortion signal and the RF amplifier thereby driving the RF amplifier with the pre-distorted digital base band signal and to shift the digital pre-distortion signal up to a carrier frequency. According to a further preferred embodiment of the invention, the carrier frequency conversion device comprises a carrier frequency generator configured for generating the carrier frequency, a carrier single side band modulator configured for shifting the digital baseband signal up to the carrier frequency, a mixer connected to carrier frequency generator and configured for shifting the analog output signal down to a feedback baseband signal and a low pass filter configured for removing unwanted mixer signal from the feedback baseband signal at twice the carrier frequency. Thus, the low pass filter advantageously removes an unwanted mixer product at twice the carrier frequency for receiving a ‘clean’ baseband signal for further processing by the control loop.
According to another preferred embodiment of the invention, the digital feedback control loop comprises a second single side band modulator configured for forming a complex power signal from the analog output signal, a subtraction module configured for subtracting the digital baseband signal from the complex power signal for receiving a complex error power signal, a pre-distortion update module configured for updating a piece wise linear function by adding a proportion of the complex error power signal to associated coefficients and a feed-forward pre-distortion apply module configured for applying an updated piece wise linear function onto the digital baseband signal. Thus, the complex error power signal is advantageously used as a measure to determine the pre-distortion to be applied.
According to a further embodiment of the invention, at least the digital baseband modulator and the digital feedback control loop are implemented in a Field Programmable Gate Array, FPGA, performing digital signal processing of the digital baseband signal and the digital pre-distortion signal. Preferably, the carrier frequency conversion device is also implemented and integrated together with the digital baseband modulator and the digital feedback control loop in the FPGA.
According to another preferred embodiment of the invention the digital feedback control loop comprises a digital self-learning control module for influencing a gain of the RF amplifier, the digital self-learning control module being arranged in a feedback path between the RF amplifier and the digital feedback control loop and configured for self-learning based on a mathematical model having an input power to the RF amplifier, a body-coil load of an RF transmit antenna connected to the RF amplifier, a DC supply voltage provided by the digital baseband modulator to the RF amplifier and/or a temperature of the RF amplifier as input parameters.
According to a further embodiment of the invention, the digital self-learning control module is configured for determining the input parameters of the mathematical model by emitting, via the RF transmit antenna, a number of RF pulses onto the body-coil comprising repeated power sweeps for determining the load of the body-coil and/or by intermittently emitting constant pulses of the pre-distorted digital base band signal for examining a relationship between a pulse history of the pulsed pre-distorted digital base band signal and respectively amended gain curves of the RF amplifier.
According to the invention, also a method for linearizing a RF amplifier for a magnetic resonance examination system is provided, comprising the steps of:
generating a digital baseband signal,
injecting a digital pre-distortion signal into the digital baseband signal,
providing an amplified analog output signal by the RF amplifier, which is driven by the pre-distorted digital base band signal, and
controlling the digital pre-distortion signal based on the analog output signal for compensating non-linearity of the RF amplifier.
The proposed method allows for linearizing the output of the RF power amplifier thereby removing restrictions on the bandwidth of the baseband demand signal i.e. the digital baseband signal such that an application of the method becomes especially advantageous when applied to advanced RF pulses such as required for multi-band MRI applications.
According to a further embodiment of the method, the step of controlling the digital pre-distortion signal comprises the steps:
determining a difference between the analog output signal and the digital baseband signal,
integrating the determined difference with a pre-defined integration time corresponding to the settling time of dynamic changes of the non-linearity of the RF amplifier,
adjusting the digital pre-distortion signal with a piece-wise linear approximation of the integrated difference, and
applying the adjusted digital pre-distortion signal onto the digital baseband signal by indexing the piece-wise linear approximation with a magnitude of the digital baseband signal to a gain and a phase offset of the analog output signal.
According to another embodiment of the invention, the method comprises the step of:
calibrating the digital pre-distortion signal in response to a reference digital baseband signal.
Further preferred embodiments of the method relate to the preferred embodiments of the system described before.
Further, according to the invention, a non-transitory computer-readable medium is provided, comprising instructions stored thereon, that when executed on a processor, perform the steps of the method as described before.
These and other aspects of the invention will be apparent from and elucidated with reference to the embodiments described hereinafter. Such an embodiment does not necessarily represent the full scope of the invention, however, and reference is made therefore to the claims and herein for interpreting the scope of the invention.
In the drawings:
The RF amplifier introduces both signal dependent and time varying gain and phase errors that are compensated for by the control loop resulting in an RF amplifier output that follows its input accurately. The capability of the control loop to actually correct gain and phase errors depends on both their magnitude and dynamic behavior.
A pre-distortion function as digital feedback control loop 200, graph B in
Therefore, the per-distortion function maps an amplitude of an input i.e. the digital baseband signal to a gain and phase offset of the analog output signal that compensates for the non-linear behavior of the RF amplifier 400. The pre-distortion function thus compensates for signal dependent non linearity. As dynamic operating conditions of the RF amplifier 400 change over time, this results in a change in the required pre-distortion function. Thus, feedback control by means of the digital feedback control loop 200 is used to adjust the pre-distortion function to time varying operating conditions.
As can be seen from
The actual control loop provided by the digital feedback control loop 200 consists of the following operations:
Comparing the demand with the feedback signal that monitors the output of the RF amplifier 400. A difference in the RF amplifier 400 output i.e. the analog output signal with the demand i.e. the digital baseband signal results in an error that is subsequently compensated by the pre-distortion function.
Integration of the error allowing the control loop to track dynamic changes in the non-linear behavior of the RF amplifier 400. Thereby, the integration time constant defines the settling time associated with dynamic changes in the non-linearity.
Adjusting coefficients of the pre-distortion function defined through a piece-wise linear approximation with the integrated error.
Applying the pre-distortion function to the demand by indexing the piece-wise linear function with the amplitude of the input and adjusting the gain and phase of the demand accordingly.
Thereby, all baseband operations are performed as a function of the demand amplitude, which includes the integration of the error, the adjustment of the pre-distortion function and its subsequent application. The integration time constant defines the ability of the control loop to adjust to dynamic changes RF amplifier 400 non-linearity due to, for example, power supply voltage, temperature or load impedance. Any mechanism that causes a dynamic change of RF amplifier 400 non-linearity can be compensated as long as it is bandwidth limited with respect to the integration time constant. The modulation bandwidth of the input signal i.e. the digital baseband signal, however, is not limited as the operation of the pre-distortion function is instantaneous.
The typical performance of the digital feedback control loop 200, depicted in
Requirements on dynamic behavior of the RF amplifier 400 controlled by the digital feedback control loop 200 are defined in terms of a step response behavior, which is characterized in terms of rise time ΔtRISE, overshoot ΔOVER and settling time ΔtSET as illustrated in
Now actually turning to
All signal processing in the RF transmit system is performed in complex coordinates allowing accurate control over both the gain and phase of the analog output signal provided by the RF amplifier 400. A pre-distorted digital base band signal received from the digital feedback control loop 200 respectively the carrier frequency conversion device 300 is converted in the RF amplifier 400 to an analog signal by a DAC 401 which is used to drive the actual RF power amplifier device 402. A control loop feedback signal is detected on a forward port of a directional coupler 403 and subsequently converted to a digital signal by an ADC 404. By using forward power of the directional coupler 403 as feedback signal the digital feedback control loop 200, also referred to as control loop in the following, ensures that the forward power of the RF amplifier 400 follows the demand.
The complex carrier frequency is generated in the carrier frequency conversion device 300 by a Numerically Controlled Oscillator, NCO, 301 which is used to shift the complex baseband signal up to the carrier frequency though a Single Side Band, SSB, modulator 302, an entity in the digital design used to impose a complex modulation signal on a single side band of a carrier frequency. This same carrier frequency is used to shift the real valued feedback signal down to baseband with mixer 303. A low pass filter 304 removes the unwanted mixer product at twice the carrier frequency to produce a ‘clean’ baseband signal for further processing by the control loop 200.
The feedback signal is multiplied by original baseband signal with a SSB modulator 204 to form a complex power signal. The power of the original baseband demand is computed 205 and subtracted from the complex feedback power signal by a subtraction module 206 to form the complex error power signal. The complex error power is used as a measure to estimate the pre-distortion function applied by the digital feedback control loop 200 as digital pre-distortion signal. Thereby, the pre-distortion function of the digital feedback control loop 200 is approximated by a piece wise linear function as depicted in
Specifically, the input parameters comprise said input power to the RF amplifier 400, whereby there is both gain increase and gain compression. The body-coil load Γ, and/or the coupling matrix S body coil of the multi-element body coil, i.e. the loading and coupling of the body-coil depends on the patient mass and position. Thereby, Γ is the reflection coefficient per body coil channel and S is the scattering matrix of the connected coil ports (S matrix) describing reflection and coupling. The DC supply voltage Vdc depends on previous pulse history, size of energy storage and dynamic behavior of the digital baseband modulator as power supply. The amplifier temperature T also depends on previous pulse history. For initialization, the self-learning algorithm will perform a self-characterization of the non-linear RF amplifier 400 for determining the input parameters of the mathematical model G(P1, Vdc, T, . . . ), which will consists of a few RF pulses of a few millisecond duration emitted onto the patient-loaded coil Γ. These RF pulses will contain repeated power sweeps to determine G(P1) the gain of the RF amplifier 400 or the given body-coil load Γ, and intermittently emitting constant pulses of the pre-distorted digital base band signal for examining a relationship between a pulse history of the pulsed pre-distorted digital base band signal and respectively amended gain curves G(P1) of the RF amplifier 400. During real imaging pulses, the digital feedback control loop 200 can observe the detected differences, (self-)learn from them, and hence fine-tune the mathematical model parameters to improve from pulse to pulse. Thereby, the digital feedback control loop 200 can be realized by a computer program running on a computer/micro-controller/FPGA/ASIC, requiring A/D-converters for the inputs and D/A-converters for the output as described before and later.
The self-learning control module 210 may comprise a neural network, whereby the input parameters may further or alternatively comprise bias voltage of the individual transistor of the RF transmit system, pick up coils such as RF sensors distributed in the RF transmit chain, past and future RF pulses, lifetime in particular learning about aging of the RD transmit system, potential coupling to other RF coils and/or RF amplifiers, exam conditions such as, for example, patient weight, imaging position, RX coils used, MR sequence parameters, UI parameters taken from patient files etc., information from installed base and/or MR system parameters.
For a particular baseband demand amplitude (X in
The pre-distortion function 202 is indexed by the demand amplitude 201 by a feed-forward pre-distortion apply module 202 and applied to the baseband demand with a SSB modulator 203. The coefficients of the pre-distortion function 208 maintained in the feedback path are passed directly to the feed forward pre-distortion function 202. In this fashion, the pre-distortion function of the digital feedback control loop 200 providing the digital pre-distortion signal is applied as a feed forward control while the pre-distortion function is updated via feedback control.
However, there is a considerable delay (ΔT AB) in the signal path from the input to the DAC 401 at point A to the output of the ADC 404 at point B, see
The control loop can be interfaced to various system components. The clock frequency depends on the component in question. Modulation waveforms are typically generated via time scheduled control with a RF pulse waveform generators running at 10 MHz. The baseband demand signal is generated at the modulation frequency rate FMOD. This is 10 MHz for both 3 T and 7 T TCI variants and is thus well above the Nyquist sampling rate associated with the required baseband bandwidth. In practice the baseband bandwidth is restricted by the limited bandwidth of the RF amplifier 400 and subsequent antenna resonator, typically less than 1 MHz. The carrier frequency demand signal is generated at the DAC sampling frequency FDAC. This is 300 MHz for up to 3 tesla and 400 MHz for the 7 T variant. The feedback control loop operates at the ADC sampling frequency rate FADC. This is 150 MHz for up to 3 tesla and 130 MHz for the 7 T variant. These frequencies conform to the Nyquist sampling rate under bandwidth limited sampling conditions.
The up sampling filters on the clock domain crossings are used to transfer the baseband signal at FMOD to DAC and ADC frequency domains operating at FDAC and FADC respectively. The FDAC and FADC frequencies are both multiples of FMOD in order to simplify clocking and ensure phase coherence between the various clock domains. The choice of FDAC and FADC is limited by component availability and depends strongly on the actual carrier frequencies associated with various nuclei at a particular magnetic resonance, MR, field strength. The limited DAC and ADC sampling frequencies result in aliasing and under sampling for various carrier frequencies. The various components of the FPGA implementation are described in the symbol reference list provided below, which is incorporated by reference.
The DAC 3050 gain follows a sinc function (sin(x)/x) which is compensated via the attenuator 5010 and the modulation waveform amplitude for a nominal gain at the input of the RF amplifier 5020. A certain amount of gain headroom must be allocated at the output of the DAC 3050 for this purpose as well as to enable the control loop to compensate for errors introduced by the RF amplifier 5020. Additional headroom may be required to account for cable losses to the RF amplifier 5020 when the digital control loop logic is not integrated in the RF amplifier 5020. In the forward signal path, a SSB, single side band, also referred to as SBB modulator, 3020 shifts the baseband demand to the carrier frequency to form the carrier demand. SSB 2070 adjusts the baseband demand signal with a correction factor defined by the pre-distortion function. The adjusted baseband demand is equal to the baseband demand when the pre-distortion correction factor is zero and/or when the control loop is open.
While the invention has been illustrated and described in detail in the drawings and foregoing description, such illustration and description are to be considered illustrative or exemplary and not restrictive; the invention is not limited to the disclosed embodiments. Other variations to the disclosed embodiments can be understood and effected by those skilled in the art in practicing the claimed invention, from a study of the drawings, the disclosure, and the appended claims. In the claims, the word “comprising” does not exclude other elements or steps, and the indefinite article “a” or “an” does not exclude a plurality. The mere fact that certain measures are recited in mutually different dependent claims does not indicate that a combination of these measures cannot be used to advantage. Any reference signs in the claims should not be construed as limiting the scope. Further, for the sake of clearness, not all elements in the drawings may have been supplied with reference signs.
Number | Date | Country | Kind |
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17197321.7 | Oct 2017 | EP | regional |
Filing Document | Filing Date | Country | Kind |
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PCT/EP2018/078129 | 10/16/2018 | WO | 00 |
Number | Date | Country | |
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62593488 | Dec 2017 | US |