Vehicle radar system with a shared radar and communication system

Information

  • Patent Grant
  • 10536529
  • Patent Number
    10,536,529
  • Date Filed
    Monday, April 23, 2018
    6 years ago
  • Date Issued
    Tuesday, January 14, 2020
    4 years ago
Abstract
A shared radar and communication system for a vehicle includes capabilities for radar detection and communication with vehicles equipped with similar systems. A transmitter transmits a modulated radio signal that is modulated based upon at least one of a first spreading code and a second spreading code. The second spreading code is defined by a first plurality of information bits. A receiver receives radio signals that include the transmitted radio signals transmitted by the transmitter and reflected from objects in an environment. A control unit is configured to select the first plurality of information bits. The selection of the information bits encodes selected information for transmission via the transmitted modulated radio signal to be received by another radar sensing system.
Description
BACKGROUND OF THE INVENTION

The use of radar to determine range and velocity of objects in an environment is important in a number of applications including automotive radar and gesture detection. A radar system typically transmits radio signals and listens for the reflection of the radio signals from objects in the environment. By comparing the transmitted radio signals with the received radio signals, a radar system can determine the distance to an object. Using multiple transmissions, the velocity of an object can be determined. Using multiple transmitters and receivers, the location (angle) of an object can also be determined.


SUMMARY OF THE INVENTION

Methods and systems of the present invention provide for a shared radar and communication system that simultaneously operates as a radar (for detecting and estimating location and velocity of objects in the environment) as well as a communication system that sends and/or receives information bits to and from other systems with similar capabilities. The system operates under a variety of environments, with a variety of external information, and with a variety of objective functions to modify the transmission and reception processing at a given time to optimize the system with respect to a given objective function. This radar and communication system is designed to act in complimentary fashion. Information available from radar may be used for improving communication performance and vice versa.


A shared radar and communication system for a vehicle in accordance with an embodiment of the present invention includes the use of same signaling schemes for both radar operation and communication of information bits.


In an aspect of the invention, a PMCW-based signaling scheme transmits information by the choice of spreading code used. In accordance with another aspect of the invention, the information bits are modulated on top of the spreading code.


A shared radar and communication system for a vehicle in accordance with an embodiment of the present invention includes at least one transmitter, at least one receiver, at least one antenna, a memory, and a control processor. The at least one transmitter is configured for installation and use on a vehicle. The at least one transmitter is operable to or configured to transmit a radio signal. The transmitted radio signal is generated by up-converting a baseband transmitted signal. The baseband signal is modulated with desired information bits. The at least one receiver is configured for installation and use on the vehicle and is operable to or configured to receive a reflected radio signal. The reflected radio signal is the transmitted radio signal(s) reflected from an object or multiple objects. The at least one receiver is also operable to or configured to receive radio signals transmitted by other similar systems. The radar system includes one or more receivers. In each receiver, the received radio signal is down-converted (with in-phase and quadrature signals), and then sampled and quantized using an analog-to-digital converter (ADC) to produce possibly complex baseband samples. The resulting complex signal from the ADC is processed by a digital processor. The control processor is operable to or configured to change the characteristics of the transmitted signal and to change the way the receiver processes the reflected radio signal to generate estimates of range, velocity, and angle of objects in the environment and at the same time enable communications with other similar systems. The change of the characteristics can be in response to (i) radar detection information, (ii) information received over communications with other similar systems, and (iii) in response to information available from external devices, such as a vision-based system.


These and other objects, advantages, purposes and features of the present invention will become apparent upon review of the following specification in conjunction with the drawings.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 is a plan view of an automobile equipped with a shared radar and communication system, in accordance with the present invention;



FIG. 2A and FIG. 2B are block diagrams of a single transmitter and receiver in a shared radar and communications system, in accordance with the present invention;



FIG. 3 is a block diagram of a plurality of receivers and a plurality of transmitters (MIMO) in a shared radar and communication system, in accordance with the present invention;



FIG. 4 is a block diagram of a single receiver and a single transmitter, in accordance with the present invention;



FIG. 5 is a plan view of an environment illustrating multiple vehicles equipped with shared radar and communications systems operating in that environment, in accordance with the present invention;



FIG. 6 is a graph illustrating an exemplary transmitted signal of a spreading code used in a PMCW radar and used to transmit information bits, in accordance with the present invention;



FIG. 7 is a block diagram illustrating an exemplary spreading code generator that uses information bits to generate a spreading code, in accordance with the present invention;



FIG. 8 is a block diagram illustrating an exemplary bank of correlators used for both radar detection and information bit extraction, in accordance with the present invention;



FIG. 9 is a graph illustrating signal peak of a reflected signal when correlated with a known transmitted spreading code, in accordance with the present invention;



FIG. 10 is a diagram illustrating an exemplary process for tracking and extracting information bits where either the transmitting system or the receiving system, or both are moving, in accordance with the present invention;



FIG. 11 is a block diagram illustrating an exemplary data block structure, in accordance with the present invention; and



FIG. 12 is a plan view of an environment illustrating the exploitation of directionality to focus beams for better communication, in accordance with the present invention.





DESCRIPTION OF THE PREFERRED EMBODIMENTS

The present invention will now be described with reference to the accompanying figures, wherein numbered elements in the following written description correspond to like-numbered elements in the figures. Methods and systems of the present invention achieve radar and communication capabilities on a same system. Radar signaling is based on signals which have good auto and cross correlation properties. Information bits are encoded into these signals while maintaining the same correlation properties.


There are several types of signals used in different types of radar systems. One type of radar signal is known as a frequency-modulated continuous waveform (FMCW). In an FMCW radar system, the transmitter of the radar system sends a continuous signal in which the frequency of the signal varies. This is sometimes called a chirp radar system. Mixing (multiplying) the reflected wave from an object with a replica of the transmitted signal results in a CW signal with a frequency that represents the distance between the radar transmitter/receiver and the object. By sweeping up in frequency and then down in frequency, the Doppler frequency can also be determined.


Another type of radar signal is known as a phase-modulated continuous waveform (PMCW). For this type of radio signal, the phase of the transmitted signal is modulated according to a certain pattern or code, sometimes called the spreading code, known at the PMCW radar receiver. The transmitted signal is phase modulated by mixing a baseband signal (e.g., with two values +1 and −1) with a local oscillator to generate a transmitted signal with a phase that is changing corresponding to the baseband signal (e.g., +1 corresponding to a phase of 0 radians and −1 corresponding to a phase of π radians). For a single transmitter, a sequence of phase values that form the code or spreading code that has good autocorrelation properties is required so that ghost objects are minimized. The rate at which the phase is modulated determines the bandwidth of the transmitted signal and is called the chip rate.


In a PMCW radar system, the receiver performs correlations of the received signal with time-delayed versions of the transmitted signal and looks for peaks in the correlation. The time-delay of the transmitted signal that yields peaks in the correlation corresponds to the delay of the transmitted signal when reflected off an object. The distance to the object is found from that delay and the speed of light.


A radar system utilizes one or more transmitters to transmit signals. These signals are reflected from objects (also known as targets) in the environment and received by one or more receivers of the radar system. A transmitter-receiver pair is called a virtual radar (or sometimes a virtual receiver).


The transmitted radio signal from each radar transmitter consists of a baseband transmitted signal, which is up-converted to an RF signal by an RF upconverter. The up-converted RF signal may be obtained by mixing the baseband transmitted signal with a local oscillator signal at a carrier frequency. The baseband transmitted signal used for transmission by one transmitter of the radar system might be phase modulated using a series of codes. These codes, for example, consist of repeated sequences of random or pseudo-random binary values for one transmitter, e.g., (−1, −1, −1, −1, 1, 1, 1, −1, 1, 1, −1, −1, 1, −1, 1), although any sequence, including non-binary sequences and non-periodic sequences could be used and different sequences could be used for phase modulating the outputs of different transmitters. Each value of the phase modulation code sequence is often called a chip. A chip would last a certain duration called the chip time. The inverse of the chip time is the chip rate. That is, the chip rate is the number of chips per second. In an exemplary aspect of the present invention, the sequences of random binary values may be provided by a truly random number generator. A truly random number generator is explained in more detail in U.S. Pat. No. 9,575,160, which is hereby incorporated by reference herein in its entirety. The random bit stream (with values +1 or −1) from the truly random number generator may be multiplied with an output of pseudorandom binary values from a pseudorandom number generator (PRNG).


The transmitted radio signals are reflected from objects in the environment and are received back at the radar receivers (or virtual receivers). Each object in the environment may reflect the transmitted radio signal. The received radio signal at the radar system would consist of the sum of the radio signals reflected from various objects (targets) in the environment. In addition, a second radar system operating in the vicinity of the first radar system will generate a transmitted radio signal that may be received by the first radar system and interfere with the reflected radio signals from the first radar system. In other words, the first radar system would receive radio signals that include radio signals from transmitters of the first radar system that are reflected from objects in the environment, as well as radio signals transmitted by one or more other radar systems.


At the receiver (receive pipeline) of the radar system, the received radio signal is down-converted by typical amplification, filtering, and mixing with in-phase and quadrature-phase components of an oscillator. The output after down-conversion and sampling is a sequence of complex value digitized samples comprising a mathematical real component and a mathematical imaginary component that are provided to a processor. The baseband signals used at the transmitter and the reflected radio signals after down-conversion in the receiver are provided to correlators. The complex valued digitized samples at the output of the down-converter are correlated with various time-delayed replicas of the baseband transmitted signals for different receivers to produce complex correlation values over a certain duration. That is, a sequence of digitized samples that correspond to a certain time duration of the received signal are correlated with a time-delayed replica of the baseband transmitted signal. The process is repeated for subsequent samples, thus producing a sequence of complex correlation values for a given time-delay. This process is also performed for different transmitter/receiver pairs (virtual receivers).


A selected correlator that has a replica that is matched in delay to the time delay of the reflected radio signal from an object will produce a large magnitude complex correlator output. A single correlator will produce a sequence of correlator outputs that are large if the reflected signal has a delay that matches the delay of the replica of the baseband transmitted signal. If the velocity of the radar system is different from the velocity of the object causing the reflection, there will be a Doppler shift in the frequency of the reflected signal relative to the transmitted signal. A sequence of correlator outputs for one particular delay corresponding to an object moving in the environment will have complex values that rotate at a rate related to the Doppler shift. Using a sequence of correlator outputs (also referred to as a scan), the Doppler shift may be estimated, and thus the velocity of the object in the environment determined. The longer the sequence of correlator outputs used to estimate the Doppler frequency, the greater the accuracy and resolution of the estimation of the Doppler frequency, and thus the greater the accuracy in estimating the velocity of the object.


The correlation values for various time delays and various virtual radars are arranged in two-dimensional arrays known as time slices. A time slice is a two-dimensional array with one dimension corresponding to delay or range bin and the other dimension corresponding to the virtual radar (transmitter-receiver pair). The samples are placed into respective range bins of the two-dimensional array (as used herein, a range bin refers to a distance range corresponding to a particular time delay corresponding to the round-trip time of the radar signal from a transmitter, to the target/object, and back to the receiver). The virtual receivers of the radar system define one axis of the two-dimensional time slice and the range bins define the second axis of the two-dimensional time slice. Another new time slice comprising complex correlation values is generated every 2-30 microseconds. Over a longer time interval, herein referred to as a “scan” (typically, in a duration of 1-60 milliseconds or longer), multiple time slices are accumulated to form a three-dimensional radar data cube. One axis or dimension of the three-dimensional radar data cube is defined by time (of each respective time slice requiring 2-30 microseconds), while the receivers (or virtual radar) define a second axis of the three-dimensional radar data cube, and the range bins and their corresponding time delays define a third axis of the three-dimensional radar data cube. A radar data cube may have a preselected or dynamically defined quantity of time slices. For example, a radar data cube may include 100 time slices or 1000 time slices of data. Similarly, a radar data cube may include different numbers of range bins. The optimized use of radar data cubes is described in detail in U.S. Pat. No. 9,599,702, which is hereby incorporated by reference herein in its entirety.


A single correlator output corresponding to a particular range bin (or delay) is a complex value that corresponds to the sum of products between a time-delayed replica of the baseband transmitted signal—with a time-delayed replica corresponding to each range bin- and the received down-converted complex samples. When a particular time-delayed replica in a particular range bin correlates highly with the received signal, it is an indication of the time delay (i.e., range of the object) for the transmitted radio signal that is received after the transmitted radio signal reflects from an object. Multiple correlators produce multiple complex correlation values corresponding to different range bins or delays. As discussed herein, each time slice contains one correlation value in a time series of correlation values upon which Doppler processing is performed (e.g., Fast Fourier Transform). In other words, a time series of complex correlation values for a given range bin is used to determine the Doppler frequency and thus the velocity of an object in the range bin. The larger the number of correlation values in the time series, the higher the Doppler resolution. A matched filter may also be used to produce a set of outputs that correspond to the correlator outputs for different delays.


There may be scans for different correlators that use replicas of the transmitted signal with different delays. Because there are multiple transmitters and multiple receivers, there may be correlators that process a received radio signal at each receiver that are matched to a particular transmitted radio signal by a particular transmitter. Each transmitter-receiver pair is called a “virtual radar” (a radar system preferably has 4 virtual radars, or more preferably 32 virtual radars, and most preferably 256 or more virtual radars). The receive pipeline of the radar system will thus generate a sequence of correlator outputs (time slices) for each possible delay and for each transmitter-receiver pair. This set of data is called a radar data cube (RDC). The delays are also called range bins. The part of the radar data cube for one point in the sequence of correlator outputs is called a time slice, and it contains one correlator output for each range bin and transmitter-receiver pair combination.


The complex-valued correlation values contained in a three-dimensional radar data cube may be processed, preferably by a processor established as a CMOS processor and coprocessor on a semiconductor substrate, which is typically a silicon substrate. In one embodiment, the processor comprises fixed function and programmable CPUs and/or programmable logic controls (PLCs). Preferably, the system will be established with a radar system architecture (including, for example, analog RF circuitry for the radar, processor(s) for radar processing, memory module(s), and other associated components of the radar system) all on a common semiconductor substrate. The system may preferably incorporate additional processing capabilities (such as, for example, image processing of image data captured by one or more vehicle cameras such as by utilizing aspects of the systems described in U.S. Pat. Nos. 5,877,897; 5,796,094; 6,396,397; 6,690,268 and 5,550,677, which are hereby incorporated herein by reference in their entireties) within the same semiconductor substrate as well.


The ability of a continuous wave radar system to distinguish multiple targets is dependent upon the radar system's range, angle, and Doppler resolutions. Range resolution is limited by a radar's bandwidth (i.e., the chip rate in a phase modulated continuous wave radar), while angle resolution is limited by the size of the antenna array aperture. Meanwhile, increasing Doppler resolution only requires a longer scan. A high Doppler resolution is very valuable because no matter how close two objects or targets are to each other, as long as they have slightly differing radial velocity (their velocity towards or away from the radar system), they can be distinguished by a radar system with a sufficiently high enough Doppler resolution. As discussed herein, the detection of objects with a PMCW radar system may be adversely effected by the nearby operation of one or more frequency modulated continuous wave (FMCW) radar systems.


The radar sensing system of the present invention may utilize aspects of the radar systems described in U.S. Pat. Nos. 9,971,020; 9,945,935; 9,846,228; 9,806,914; 9,791,564; 9,791,551; 9,772,397; 9,753,121; 9,599,702; 9,575,160; 9,689,967; and/or 9,869,762, and/or U.S. Publication No. US-2017-0309997; and/or U.S. patent application Ser. No. 15/496,038, filed Apr. 25, 2017, Ser. No. 15/689,273, filed Aug. 29, 2017, Ser. No. 15/893,021, filed Feb. 9, 2018, and/or Ser. No. 15/892,865, filed Feb. 9, 2018, and/or U.S. provisional applications, Ser. No. 62/486,732, filed Apr. 18, 2017, Ser. No. 62/528,789, filed Jul. 5, 2017, Ser. No. 62/573,880, filed Oct. 18, 2017, Ser. No. 62/598,563, filed Dec. 14, 2017, and/or Ser. No. 62/623,092, filed Jan. 29, 2018, which are all hereby incorporated by reference herein in their entireties.



FIG. 1 illustrates an exemplary radar/communications system 100 configured for use in a vehicle 150. In an aspect of the present invention, a vehicle 150 may be an automobile, truck, or bus, etc. As illustrated in FIG. 1, the radar/communications system 100 may comprise one or more transmitters and one or more receivers 104a-104d for a plurality of virtual receivers. Other configurations are also possible. As illustrated in FIG. 1, the radar/communications system 100 may comprise one or more receivers/transmitters 104a-104d, control and processing module 102 and indicator 106. Other configurations are also possible. FIG. 1 illustrates the receivers/transmitters 104a-104d placed to acquire and provide data for object detection and adaptive cruise control. In addition, these transmitters/receivers can also communicate information bits to other systems mounted on a different vehicle. The radar/communications system 100 (providing such object detection and adaptive cruise control or the like) may be part of an Advanced Driver Assistance System (ADAS) for the automobile 150. The communication with other adjacent vehicles may allow additional information, available to the adjacent vehicle but not to automobile 150, to be available at automobile 150 for better ADAS performance, which is otherwise not visible to it.


There are several ways to implement a shared radar and communication system. One way, shown in FIG. 2A uses a single antenna 202 for transmitting and receiving. The antenna is connected to a duplexer 204 that routes the appropriate signal from the antenna to the receiver 208 or routes the signal from the transmitter 206 to the antenna 202. A control processor 210 controls the operation of the transmitter and receiver and estimates the range and velocity of objects in the environment. The control processor is also responsible for modulating any desired information bit for transmission as well for decoding any information bits transmitted from other similar systems. A second way to implement a radar system is shown in FIG. 2B. In this system, there are separate antennas for transmitting (202A) and receiving (202B). A control processor 210 performs the same basic functions as in FIG. 2A. In each case, there may be a display 212 that receives display information from the control processor 210 to display or visualize the location of objects in the environment and the information obtained from other systems.


An exemplary shared radar and communications system 300 with multiple antennas, transmitters, and receivers (MIMO) is illustrated in FIG. 3. Using multiple antennas allows a MIMO system to determine the angle (azimuth or elevation or both) of targets/objects in the environment. Depending on the geometry of the antenna system, different angles (e.g., azimuth or elevation) can be determined. A MIMO configuration also allows the system to determine the angle of any other system that it is communicating with. The MIMO system can then focus on that particular angle for communicating with the remote system.


The shared radar and communications system 300 may be connected to a network via an Ethernet connection or other types of network connections 314. The system 300 will have memory (310, 312) to store software used for processing the signals in order to determine range, velocity and location of objects. The software also performs necessary operations to modulate the information bits onto the radar signal as well as extracting information bits embedded in the radar signals from other similar systems. Memory can also be used to store information about targets in the environment.


A basic block diagram of a PMCW system with a single transmitter and receiver is illustrated in FIG. 4. The transmitter 400, illustrated in FIG. 4, consists of a digital processing block 410, followed by a digital-to-analog converter (DAC) 420. The digital processing block 410, also known as a digital signal generator 410, is capable of accepting external information bits and modulating them onto the transmitted signal. The output of the DAC 420 is up-converted to a radio frequency (RF) signal and amplified by an analog processing unit 430. The result is then output to the input of the antenna 440. The digital signal generator 410 generates a baseband signal. The receiver 450, illustrated in FIG. 4, consists of a receiving antenna 460, an analog processing unit 470 that down amplifies the signal and mixes the signal to baseband. This is followed by an analog-to-digital converter (ADC) 480 and then digital baseband processing 490. There is also a control processor (illustrated as the control & processing block 210 in FIGS. 2A and 2B) that controls the operation of the transmitter 400 and receiver 450. The baseband processing will process the received signal and may generate data that can be used to determine range, velocity, and angle. The baseband processing will also process any information bits that need to be communicated and/or any signals received from other systems that have information contained in the signals.


It is possible to use the concept described herein with various means for modulating the data onto a transmitted signal. For example, it is possible to use a variety of modulation techniques including Gaussian minimum shift keying (GMSK) modulation scheme which provides better control of the power spectrum of the output signal. In another embodiment, an orthogonal frequency division multiplex (OFDM)-based modulation scheme, which spreads the information into the time-frequency plane can be used for a shared use of radar detection and communication.



FIG. 5 illustrates one way in which vehicles equipped with such a shared radar and communication system can provide better performance than a simple radar system. Vehicles 501-504 are equipped with systems according to the present invention. Vehicle 501 can detect and communicate with vehicles 502-503 but cannot detect nor communicate with vehicle 504 due to an obstacle (such as building 505) at the cross-section. However, vehicle 503 can detect and communicate with vehicle 504. Vehicle 503 can then communicate to vehicle 501 the location and presence of vehicle 504 at the crossroad. This will allow vehicle 501's ADAS system to make a better decision. Other scenarios are easy to imagine. If vehicle 502 is instead directly in front of vehicle 501, vehicle 502 could block the view of vehicle 503 from the radar system in vehicle 501. The information about vehicle 503 could be communicated from vehicle 502 back to vehicle 501.


As mentioned herein, there are various types of signals used in radar systems. One type of continuous wave radar signal is known as phase-modulated continuous-wave (PMCW). The phase of the transmitted signal is varied in PMCW systems. Often, the variation of the phase is according to a spreading code. The spreading code may be binary (e.g., +1 and −1), in which case the phase of the transmitted signal at any time takes on one of two possible values (e.g., 0 and π radians). Spreading codes with more than two levels can also be used. Often, the code repeats after a certain time duration, sometimes called the pulse repetition interval (PRI). Various types of spreading codes can be used. These include pseudorandom binary sequence (PRBS) codes also called m-sequences, almost perfect autocorrelation sequences (APAS), Golay codes, constant amplitude zero autocorrelation codes (CAZAC), also known as Frank-Zadoff-Chu (FZC) sequences, as well as many other codes that can be used. In a radar system with a single antenna, a single spreading code is used. The autocorrelation of this single code determines the capability of the radar to estimate the range (range resolution and maximum unambiguous range).


In a multiple-input, multiple-output (MIMO) system, there are multiple transmitters that operate simultaneously. Each transmitter uses a spreading code and thus multiple codes are needed, one for each transmitter. In this case (multiple transmitters), codes that have good autocorrelation, as well as good cross-correlation properties are desirable. Generally, the better the autocorrelation of codes, the worse the cross-correlation properties.


Systems with multiple transmitters can also be used to transmit the same spreading code. In this case, by controlling the phase of each transmitter, one can transmit more power in a given direction. This is known as phased array beamforming in the industry.


In order to achieve communication shared with radar communication, information bits can be incorporated into the spreading codes (for modulating a transmit signal) in various ways. In one preferred embodiment, information bits are modulated on the transmit signal on a spreading code basis. In this case, one can choose any of the codes mentioned earlier, e.g., almost perfect autocorrelation sequences (APAS), Golay codes, constant amplitude zero autocorrelation codes (CAZAC), or m-sequences. FIG. 6 illustrates an example of such a binary (two-valued) spreading code: an m-sequence with length 31 (601). Five such code sequences are shown. Sequence 602 illustrates the waveform for information bit sequence “11010”. The first two sequences and the fourth sequence are modulated with bit “1” and are thus sent as is. The third and the fifth sequence are modulated with bit “0” and hence sign inversed. After comparing the received signal from a remote radar system and correlating with the corresponding sequence, the system can determine which of the information bits (“0” or “1”) has been used to modulate the spreading code. In this case, the receiver needs knowledge of the codes used at the transmitter.


In a preferred embodiment, the information bits are directly modulated onto the spreading codes. Alternatively, the information bits can themselves be used to generate the spreading code. As illustrated in FIG. 7, the information bits are passed through a scrambler 701. The information bits can be used as the initial state of an m-sequence generator. A typical scrambler uses a linear feedback shift register (LFSR) circuit that generates a sequence depending on the initial state and the feedback connections. The information bits can be used to decide on the initial state or the information bits can be used to decide the feedback connections used. The output has the properties of a PRBS sequence with good auto and cross-correlation properties. If the information bits are directly modulated onto the spreading codes, the information bits can be recovered from the received signal if the initial state and specific properties of the LFSR are known to the receiver. If the information bits are used to select a spreading or scrambling code, then correlators with various possible spreading codes are used to recover the information bits at the receiver. The output of the scrambler 701 can also be used as the spreading code for radar transmission. Another technique that can be used to transmit information is done using orthogonal frequency division multiplexing (OFDM). In this case, multiple carriers are used to transmit information. As is well known, OFDM can use an inverse Fourier transform to generate a time domain signal for transmission and then at the receiver use a Fourier transform to recover the information. Different information can be transmitted on different frequencies, or the information can be encoded with an error control code, and then the coded information can be transmitted on different frequencies.


Before modulation, the information bits can be differentially encoded. This means that instead of sending the bits themselves, the difference of a current bit to a previous bit is sent. Mathematically, this operation is equivalent to dk=bk ⊕bk-1, where ⊕ represents a Boolean XOR operation. This makes the communication system robust to constant phase rotation, such as what might be experienced as the transmitter and the receiver are not moving at a same velocity.


As illustrated in FIG. 4, the received signal is down-converted to a complex baseband signal via an RF front end analog signal processing block 470. The analog signal processing involves amplification, mixing with a local oscillator signal, and filtering. The mixing is with two sinusoidal signals that are 90 degrees out of phase (e.g., cosine and sine, or in-phase and quadrature-phase signals). After down-conversion, the complex analog baseband signal is converted to a complex baseband digital signal using analog-to-digital converters (ADCs) 480. The complex baseband digital signal (output by the ADCs 480) is then the input to a digital processing unit 490.


The complex baseband output consists of two aspects of the signal. A first aspect includes reflections from objects that are copies of the transmitted signal. A second aspect includes information bits that are transmitted by other systems. For example, in FIG. 5, the combined radar and communications system in vehicle 501 receives reflections of its own transmitted signal from vehicle 502-503. In addition, the combined radar and communications system has also received signals transmitted by the combined radar and communications systems in vehicles 502-503.


Referring to FIG. 4, the digital processing block 490 performs correlations or matched filtering. The correlators multiply the received complex baseband signal by a delayed replica of the baseband transmitted signal. The result is accumulated over a certain time interval. As illustrated in FIG. 8, a bank of correlators 810, where each correlator 810 has a different delay used for the replica of the baseband transmitted signal, will produce a set of correlations that correspond to different ranges of objects. In essence, a correlator that has a particular delay of the baseband transmitted signal is looking for the presence of a reflection from an object at a distance corresponding to the particular delay for the particular correlator, and for which the round-trip delay is the delay used for the baseband transmitted signal. Such a peak is illustrated in FIG. 9, where the peak in the matched filter output represents an object at the distance of reflection. The cross correlation between those signals with its own transmitted signal, and those transmitted by others, will be low and thus only reflected signals will show the peak.


In one preferred embodiment, the information bits are transmitted based on the scheme illustrated in FIG. 6. The correlator 810 performs a correlation with a replica of the spreading code used by the remote transmitting system. The value at the peak will correspond to the bit sent (potentially rotated by some phase depending on the channel between the transmitter system and the receiver system). An initial search may be needed to locate the peak across delayed replicas of the spreading code used by the transmitter. Once the peak is found, the receiver will continue to calculate the correlation with +/−1 delay from the peak. This is illustrated in FIG. 10. 1001 is the case when a peak has been found and data is decoded from the peak. However, the two neighboring delays are being monitored. As the vehicles move, the peak will move from one delay to the next. 1002 shows the case during cross-over. The data can be decoded from the larger of the peaks or from an average value on the two peaks. 1003 is the case when data is now recovered for the peak at a new location and the two new neighboring delays are monitored. This embodiment requires that the receiver has knowledge of the spreading code used by the transmitter of the other system.


In another preferred embodiment, the information bits are transmitted based on the scheme illustrated FIG. 7. Here, the data is directly recovered from the ADC samples. In case of a differentially encoded case, the phase differences of the ADC samples are used to recover the data. This embodiment requires a higher SNR than the one described earlier. However, the radar reflection signals cover twice the distance from that of the signal from a remote object at the same distance and hence, the signal with information bits to be decoded is expected to be at a much higher signal level than the reflected own signals used for radar detection.


The information bits can be arranged in blocks as illustrated in FIG. 11. The block size is determined based upon a frequency and timing offset between the transmitter and receiver system. The block of FIG. 11 is prepended with start bits (also known as a preamble) comprising a known bit sequence that can be used to determine the start of the block at the receiver. In the case of a signaling scheme illustrated in FIG. 6, the start bits can be modulated with the same and a known spreading code for easier detection. As an exemplary embodiment, a preamble size of 16 bits and a block size of 100 information bits are used.


The system can be enhanced through the use of various channel coding systems as are known in the industry. The channel coding mechanism can include simple repetition coding, where the same data block is repeated several times, or more advanced channel coding schemes like convolutional coding, block coding, turbo coding, or low density parity check coding.


The description herein includes a shared radar and communication system in which there are NT transmitters and NR receivers. For radar detections, this results in NT×NR virtual radars, one for each transmitter-receiver pair. For example, a radar system with eight transmitters and eight receivers will have 64 pairs or 64 virtual radars (with 64 virtual receivers). This set of virtual receivers can be used to determine the angle of arrival (AOA) of reflection signals. For communication, only the NR receivers can be used to determine the AOA of the received signal. These NR receivers can then be used to focus the signal reception in the given direction to increase a signal level. The NT transmitters can also be used to focus the transmitted signal in any desired direction. This is illustrated in FIG. 12. The information exchanged between vehicle 1201 and 1202 is done with focusing the signal transmission and reception directions in the direction of each other.


If the multiple transmitters and the multiple receivers are used to focus (beam form) information bit transmission and reception in a given direction, the radar detection can only be done in the region covered by the signal transmission. In one preferred embodiment, the shared radar and communication system takes a time division multiplexing approach. In this method, the system alternately uses a broad transmission for radar detection and a narrow focused transmission for communications. In another preferred embodiment, the system allocates a subset of transmitters and receivers for broad transmission used in radar detection and a different subset for narrow focused transmission used for communication. In this case, radar detection and communications can be carried out simultaneously.


The system can analyze the radar detection data to analyze the potential sources of other systems to be communicated with and design transmission parameters such as transmission direction and power, and necessary coding based on location(s) of the remote systems. The system can also take data from external sources, such as: camera based systems, and a GPS map to analyze potential sources to be communicated with and optimize thereof.


The information available from other vehicles received over a communication channel can also be used to optimize operations of the radar in a shared radar and communications system. If an advanced knowledge of locations with vulnerable road users (VRU), such as pedestrians, is available to a vehicle not yet visible in a radar screen, the system can design radar scans optimized to identify the activities of such VRU beforehand.


Changes and modifications in the specifically described embodiments can be carried out without departing from the principles of the present invention, which is intended to be limited only by the scope of the appended claims, as interpreted according to the principles of patent law including the doctrine of equivalents.

Claims
  • 1. A shared radar sensing and communications system for a vehicle, the system comprising: a transmitter configured for installation and use on a vehicle, and configured to modulate radio signals based upon one of a first spreading code and a second spreading code, wherein the second spreading code is defined by a first plurality of information bits;wherein the transmitter is configured to transmit the modulated radio signals;a receiver configured for installation and use on the vehicle, wherein the receiver is configured to receive radio signals that include the transmitted radio signals transmitted by the transmitter and reflected from objects in an environment; anda control unit configured to generate the second spreading code as defined by the first plurality of information bits, wherein the first plurality of information bits encodes selected information in the first plurality of information bits, and wherein a selection of the first plurality of information bits is defined by the selected information.
  • 2. The shared radar sensing and communications system of claim 1, wherein the second spreading code is generated as defined by the first spreading code and the first plurality of information bits.
  • 3. The shared radar sensing and communications system of claim 2, wherein the first plurality of information bits are mapped to +1 or −1, and used to modulate or multiply the first spreading code.
  • 4. The shared radar sensing and communications system of claim 1, wherein the first plurality of information bits are arranged in a block structure with a series of preamble bits followed by a finite quantity of information bits.
  • 5. The shared radar sensing and communications system of claim 1, wherein the selected information comprises one or more of: information related to a particular location known to include pedestrians, and information related to detected vehicles.
  • 6. A shared radar sensing and communications system for a vehicle, the system comprising: a transmitter configured for installation and use on a vehicle, and configured to modulate radio signals based upon one of a first spreading code and a second spreading code, wherein the second spreading code is defined by a first plurality of information bits;wherein the first plurality of information bits are arranged in a block structure with a series of preamble bits followed by a finite quantity of information bits, and wherein a length of the block structure is determined by a frequency and timing offset between the transmitter and another radar sensing system receiving the transmitted radio signals modulated by the second spreading code;wherein the transmitter is configured to transmit the modulated radio signals;a receiver configured for installation and use on the vehicle, wherein the receiver is configured to receive radio signals that include the transmitted radio signals transmitted by the transmitter and reflected from objects in an environment;a control unit configured to generate the second spreading code as defined by the first plurality of information bits, wherein the first plurality of information bits encodes selected information in the first plurality of information bits, and wherein a selection of the first plurality of information bits is defined by the selected information.
  • 7. The shared radar sensing and communications system of claim 1, wherein the first plurality of information bits encodes information related to at least one object that is detected by the receiver and is not detected by the other radar sensing system.
  • 8. A shared radar sensing and communications system for a vehicle, the system comprising: a plurality of transmitters configured for installation and use on a vehicle, and configured to modulate radio signals based upon one of a first spreading code and a second spreading code, wherein the second spreading code is defined by a first plurality of information bits;wherein each of the transmitters is configured to transmit the modulated radio signals, wherein a first subset of transmitters of the plurality of transmitters are used in the detection of objects in the environment, and wherein a second subset of transmitters of the plurality of transmitters are used to communicate information bits to another radar sensing system;a receiver configured for installation and use on the vehicle, wherein the receiver is configured to receive radio signals that include the transmitted radio signals transmitted by the transmitters and reflected from objects in an environment; anda control unit configured to generate the second spreading code as defined by the first plurality of information bits, wherein the first plurality of information bits encodes selected information in the first plurality of information bits, and wherein a selection of the first plurality of information bits is defined by the selected information.
  • 9. The shared radar sensing and communications system of claim 8, wherein the second subset of transmitters of the plurality of transmitters is configured to transmit with a narrowed focus in a direction of the other radar sensing system, and wherein the first subset of transmitters of the plurality of transmitters is configured to transmit with a broad focus away from the equipped vehicle.
  • 10. The shared radar sensing and communications system of claim 8 further comprising a plurality of receivers, wherein a first subset of receivers of the plurality of receivers are used in the detection of objects in the environment, and wherein a second subset of receivers of the plurality of receivers are used to receive information bits from another radar sensing system.
  • 11. A method for managing a shared radar sensing and communications system in a vehicle, the method comprising: providing a plurality of transmitters configured for installation and use on a vehicle, wherein each transmitter of the plurality of transmitters is configured to modulate radio signals based upon one of a first spreading code and a second spreading code, wherein the second spreading code is defined by a first plurality of information bits;providing a plurality of receivers configured for installation and use on the vehicle;generating the second spreading code as defined by the first plurality of information bits, wherein the first plurality of information bits encodes selected information in the first plurality of information bits, and wherein a selection of the first plurality of information bits is defined by the selected information;transmitting the modulated radio signals with a first subset of transmitters of the plurality of transmitters, wherein the first subset of transmitters are configured to modulate the radio signals with the first spreading code;transmitting the modulated radio signals with a second subset of transmitters of the plurality of transmitters, wherein the second subset of transmitters are configured to modulate the radio signals with the second spreading code to encode the selected information for transmission; andreceiving with the plurality receivers first radio signals that include transmitted radio signals transmitted by the first subset of the plurality of transmitters and reflected from objects in an environment.
  • 12. The method of claim 11 further comprising receiving with the plurality of receivers second radio signals transmitted from another radar sensing system, wherein the second radio signals are modulated as defined by a second plurality of information bits, and wherein each receiver of the plurality of receivers receives both the first radio signals and the second radio signals as defined by a time division sequence.
  • 13. The method of claim 12, wherein the second plurality of information bits were selected to encode selected information into the second plurality of information bits, and wherein a selection of the second plurality of information bits is defined by the selected information.
  • 14. The method of claim 11, wherein the second subset of transmitters are configured to transmit with a narrowed focus in a direction of another radar sensing system.
  • 15. The method of claim 11, wherein the first subset of transmitters are configured to transmit with a broad focus away from the equipped vehicle.
  • 16. The method of claim 11, wherein the first plurality of information bits carries information related to at least one object that is detected by the plurality of receivers and is not detected by the other radar sensing system.
  • 17. A shared radar sensing and communications system for a vehicle, the system comprising: a plurality of transmitters configured for installation and use on a vehicle, and configured to modulate radio signals based upon one of a first spreading code and a second spreading code, wherein the second spreading code is defined by a first plurality of information bits;wherein the transmitters are configured to transmit the modulated radio signals;wherein a first subset of transmitters of the plurality of transmitters is configured to modulate radio signals with the first spreading code;wherein a second subset of transmitters of the plurality of transmitters is configured to modulate radio signals with the second spreading code;a plurality of receivers configured for installation and use on the vehicle, wherein a first subset of receivers of the plurality of receivers is configured to receive radio signals that include the transmitted radio signals transmitted by the first subset of transmitters and reflected from objects in an environment; anda control unit configured to generate the second spreading code as defined by the first plurality of information bits, wherein the first plurality of information bits encodes selected information in the first plurality of information bits, and wherein a selection of the first plurality of information bits is defined by the selected information.
  • 18. The shared radar sensing and communications system of claim 17, wherein a second subset of receivers of the plurality of receivers is configured to receive radio signals transmitted from another radar sensing system, wherein the radio signals received by the second subset of receivers are modulated as defined by a second plurality of information bits as defined by the other radar sensing system.
  • 19. The shared radar sensing and communications system of claim 17, wherein the second subset of transmitters is configured to transmit with a narrowed focus in a direction of another radar sensing system, and wherein the first subset of transmitters is configured to transmit with a broad focus away from the equipped vehicle.
  • 20. The shared radar sensing and communications system of claim 19, wherein the first plurality of information bits encodes information related to at least one object that is detected by the plurality of receivers and is not detected by the other radar sensing system.
CROSS REFERENCE TO RELATED APPLICATION

This application is a continuation of U.S. patent application Ser. No. 15/496,039, filed Apr. 25, 2017, now U.S. Pat. No. 9,954,955, which claims the filing benefits of U.S. provisional application, Ser. No. 62/327,017, filed Apr. 25, 2016, which is hereby incorporated by reference herein in its entirety. The present invention is directed to radar systems, and more particularly to radar systems for vehicles.

US Referenced Citations (324)
Number Name Date Kind
1882128 Fearing Oct 1932 A
3374478 Blau Mar 1968 A
3735398 Ross May 1973 A
3750169 Strenglein Jul 1973 A
3896434 Sirven Jul 1975 A
4078234 Fishbein et al. Mar 1978 A
4176351 De Vita et al. Nov 1979 A
4566010 Collins Jan 1986 A
4882668 Schmid et al. Nov 1989 A
4910464 Trett et al. Mar 1990 A
4939685 Feintuch Jul 1990 A
5001486 Bächtiger Mar 1991 A
5034906 Chang Jul 1991 A
5087918 May et al. Feb 1992 A
5151702 Urkowitz Sep 1992 A
5175710 Hutson Dec 1992 A
5218619 Dent Jun 1993 A
5272663 Jones et al. Dec 1993 A
5280288 Sherry et al. Jan 1994 A
5302956 Asbury et al. Apr 1994 A
5341141 Frazier et al. Aug 1994 A
5345470 Alexander Sep 1994 A
5376939 Urkowitz Dec 1994 A
5379322 Kosaka et al. Jan 1995 A
5497162 Kaiser Mar 1996 A
5508706 Tsou et al. Apr 1996 A
5581464 Woll et al. Dec 1996 A
5654715 Hayashikura et al. Aug 1997 A
5657021 Ehsani-Nategh et al. Aug 1997 A
5657023 Lewis et al. Aug 1997 A
5691724 Aker et al. Nov 1997 A
5712640 Andou Jan 1998 A
5724041 Inoue et al. Mar 1998 A
5847661 Ricci Dec 1998 A
5892477 Wehling Apr 1999 A
5917430 Greneker, III et al. Jun 1999 A
5920285 Benjamin Jul 1999 A
5931893 Dent et al. Aug 1999 A
5959571 Aoyagi et al. Sep 1999 A
5970400 Dwyer Oct 1999 A
6067314 Azuma May 2000 A
6069581 Bell et al. May 2000 A
6121872 Weishaupt Sep 2000 A
6121918 Tullsson Sep 2000 A
6151366 Yip Nov 2000 A
6163252 Nishiwaki Dec 2000 A
6184829 Stilp Feb 2001 B1
6191726 Tullsson Feb 2001 B1
6288672 Asano et al. Sep 2001 B1
6307622 Lewis Oct 2001 B1
6335700 Ashihara Jan 2002 B1
6347264 Nicosia et al. Feb 2002 B2
6400308 Bell et al. Jun 2002 B1
6411250 Oswald et al. Jun 2002 B1
6417796 Bowlds Jul 2002 B1
6424289 Fukae et al. Jul 2002 B2
6583753 Reed Jun 2003 B1
6614387 Deadman Sep 2003 B1
6624784 Yamaguchi Sep 2003 B1
6674908 Aronov Jan 2004 B1
6683560 Bauhahn Jan 2004 B2
6714956 Liu et al. Mar 2004 B1
6747595 Hirabe Jun 2004 B2
6768391 Dent et al. Jul 2004 B1
6865218 Sourour Mar 2005 B1
6888491 Richter May 2005 B2
6975246 Trudeau Dec 2005 B1
7119739 Struckman Oct 2006 B1
7289058 Shima Oct 2007 B2
7299251 Skidmore et al. Nov 2007 B2
7338450 Kristofferson et al. Mar 2008 B2
7395084 Anttila Jul 2008 B2
7460055 Nishijima et al. Dec 2008 B2
7474258 Arikan et al. Jan 2009 B1
7545310 Matsuoka Jun 2009 B2
7545321 Kawasaki Jun 2009 B2
7564400 Fukuda Jul 2009 B2
7567204 Sakamoto Jul 2009 B2
7609198 Chang Oct 2009 B2
7642952 Fukuda Jan 2010 B2
7663533 Toennesen Feb 2010 B2
7728762 Sakamoto Jun 2010 B2
7791528 Klotzbuecher Sep 2010 B2
7847731 Wiesbeck et al. Dec 2010 B2
7855677 Negoro et al. Dec 2010 B2
7859450 Shirakawa et al. Dec 2010 B2
8019352 Rappaport et al. Sep 2011 B2
8044845 Saunders Oct 2011 B2
8049663 Frank et al. Nov 2011 B2
8059026 Nunez Nov 2011 B1
8102306 Smith, Jr. et al. Jan 2012 B2
8154436 Szajnowski Apr 2012 B2
8212713 Aiga et al. Jul 2012 B2
8330650 Goldman Dec 2012 B2
8390507 Wintermantel Mar 2013 B2
8471760 Szajnowski Jun 2013 B2
8532159 Kagawa et al. Sep 2013 B2
8547988 Hadani et al. Oct 2013 B2
8686894 Fukuda et al. Apr 2014 B2
8694306 Short et al. Apr 2014 B1
8994581 Brown Mar 2015 B1
9121943 Stirlin-Gallacher et al. Sep 2015 B2
9239378 Kishigami et al. Jan 2016 B2
9239379 Burgio et al. Jan 2016 B2
9282945 Smith et al. Mar 2016 B2
9335402 Maeno et al. May 2016 B2
9400328 Hsiao et al. Jul 2016 B2
9541639 Searcy et al. Jan 2017 B2
9568600 Alland Feb 2017 B2
9575160 Davis et al. Feb 2017 B1
9599702 Bordes et al. Mar 2017 B1
9689967 Stark et al. Jun 2017 B1
9720073 Davis et al. Aug 2017 B1
9720080 Rodenbeck Sep 2017 B1
9753121 Davis Sep 2017 B1
9753132 Bordes et al. Sep 2017 B1
9772397 Bordes et al. Sep 2017 B1
9791551 Eshraghi et al. Oct 2017 B1
9791564 Harris et al. Oct 2017 B1
9806914 Bordes et al. Oct 2017 B1
9829567 Davis et al. Nov 2017 B1
9846228 Davis et al. Dec 2017 B2
9869762 Alland et al. Jan 2018 B1
20010002919 Sourour et al. Jun 2001 A1
20020004692 Nicosia et al. Jan 2002 A1
20020044082 Woodington et al. Apr 2002 A1
20020075178 Woodington et al. Jun 2002 A1
20020118522 Ho et al. Aug 2002 A1
20020130811 Voigtaender Sep 2002 A1
20020147534 Delcheccolo et al. Oct 2002 A1
20020155811 Prismantas Oct 2002 A1
20030001772 Woodington et al. Jan 2003 A1
20030011519 Breglia et al. Jan 2003 A1
20030058166 Hirabe Mar 2003 A1
20030080713 Kirmuss May 2003 A1
20030102997 Levin et al. Jun 2003 A1
20030235244 Pessoa et al. Dec 2003 A1
20040012516 Schiffmann Jan 2004 A1
20040015529 Tanrikulu et al. Jan 2004 A1
20040066323 Richter Apr 2004 A1
20040107030 Nishira et al. Jun 2004 A1
20040138802 Kuragaki et al. Jul 2004 A1
20040215373 Won et al. Oct 2004 A1
20050069162 Haykin Mar 2005 A1
20050090274 Miyashita Apr 2005 A1
20050156780 Bonthron et al. Jul 2005 A1
20050201457 Allred et al. Sep 2005 A1
20050225476 Hoetzel et al. Oct 2005 A1
20050273480 Pugh et al. Dec 2005 A1
20060012511 Dooi et al. Jan 2006 A1
20060036353 Wintermantel Feb 2006 A1
20060050707 Sterin Mar 2006 A1
20060093078 Lewis et al. May 2006 A1
20060109170 Voigtlaender et al. May 2006 A1
20060109931 Asai May 2006 A1
20060114324 Farmer et al. Jun 2006 A1
20060140249 Kohno Jun 2006 A1
20060181448 Natsume et al. Aug 2006 A1
20060244653 Szajnowski Nov 2006 A1
20060262007 Bonthron Nov 2006 A1
20060262009 Watanabe Nov 2006 A1
20070018884 Adams Jan 2007 A1
20070018886 Watanabe et al. Jan 2007 A1
20070096885 Cheng May 2007 A1
20070109175 Fukuda May 2007 A1
20070115869 Lakkis May 2007 A1
20070120731 Kelly, Jr. et al. May 2007 A1
20070132633 Uchino Jun 2007 A1
20070152870 Woodington et al. Jul 2007 A1
20070152871 Puglia Jul 2007 A1
20070152872 Woodington Jul 2007 A1
20070164896 Suzuki et al. Jul 2007 A1
20070171122 Nakano Jul 2007 A1
20070182619 Honda et al. Aug 2007 A1
20070182623 Zeng Aug 2007 A1
20070188373 Shirakawa et al. Aug 2007 A1
20070200747 Okai Aug 2007 A1
20070263748 Mesecher Nov 2007 A1
20070279303 Schoebel Dec 2007 A1
20080094274 Nakanishi Apr 2008 A1
20080150790 Voigtlaender et al. Jun 2008 A1
20080208472 Morcom Aug 2008 A1
20080218406 Nakanishi Sep 2008 A1
20080272955 Yonak et al. Nov 2008 A1
20090003412 Negoro et al. Jan 2009 A1
20090015459 Mahler et al. Jan 2009 A1
20090015464 Fukuda Jan 2009 A1
20090027257 Arikan Jan 2009 A1
20090046000 Matsuoka Feb 2009 A1
20090051581 Hatono Feb 2009 A1
20090072957 Wu et al. Mar 2009 A1
20090073025 Inoue Mar 2009 A1
20090074031 Fukuda Mar 2009 A1
20090079617 Shirakawa et al. Mar 2009 A1
20090085827 Orime et al. Apr 2009 A1
20090103593 Bergamo Apr 2009 A1
20090121918 Shirai et al. May 2009 A1
20090212998 Szajnowski Aug 2009 A1
20090237293 Sakuma Sep 2009 A1
20090254260 Nix et al. Oct 2009 A1
20090267822 Shinoda et al. Oct 2009 A1
20090289831 Akita Nov 2009 A1
20090295623 Falk Dec 2009 A1
20100001897 Lyman Jan 2010 A1
20100019950 Yamano et al. Jan 2010 A1
20100039311 Woodington et al. Feb 2010 A1
20100116365 McCarty May 2010 A1
20100156690 Kim et al. Jun 2010 A1
20100198513 Zeng et al. Aug 2010 A1
20100253573 Holzheimer et al. Oct 2010 A1
20100277359 Ando Nov 2010 A1
20100289692 Winkler Nov 2010 A1
20110006944 Goldman Jan 2011 A1
20110032138 Krapf Feb 2011 A1
20110074620 Wintermantel Mar 2011 A1
20110187600 Landt Aug 2011 A1
20110196568 Nickolaou Aug 2011 A1
20110248796 Pozgay Oct 2011 A1
20110279303 Smith, Jr. et al. Nov 2011 A1
20110279307 Song Nov 2011 A1
20110285576 Lynam Nov 2011 A1
20110291874 De Mersseman Dec 2011 A1
20110291875 Szajnowski Dec 2011 A1
20110292971 Hadani et al. Dec 2011 A1
20110298653 Mizutani Dec 2011 A1
20120001791 Wintermantel Jan 2012 A1
20120050093 Heilmann et al. Mar 2012 A1
20120105268 Smits et al. May 2012 A1
20120112957 Nguyen et al. May 2012 A1
20120133547 MacDonald et al. May 2012 A1
20120173246 Choi et al. Jul 2012 A1
20120195349 Lakkis Aug 2012 A1
20120249356 Shope Oct 2012 A1
20120257643 Wu et al. Oct 2012 A1
20120314799 In De Betou et al. Dec 2012 A1
20120319900 Johansson et al. Dec 2012 A1
20130016761 Nentwig Jan 2013 A1
20130021196 Himmelstoss Jan 2013 A1
20130027240 Chowdhury Jan 2013 A1
20130069818 Shirakawa et al. Mar 2013 A1
20130102254 Cyzs Apr 2013 A1
20130113647 Sentelle et al. May 2013 A1
20130113652 Smits et al. May 2013 A1
20130113653 Kishigami et al. May 2013 A1
20130135140 Kishigami May 2013 A1
20130169468 Johnson et al. Jul 2013 A1
20130169485 Lynch Jul 2013 A1
20130176154 Bonaccio et al. Jul 2013 A1
20130214961 Lee et al. Aug 2013 A1
20130229301 Kanamoto Sep 2013 A1
20130244710 Nguyen et al. Sep 2013 A1
20130249730 Adcook Sep 2013 A1
20130314271 Braswell et al. Nov 2013 A1
20130321196 Binzer et al. Dec 2013 A1
20140022108 Alberth, Jr. et al. Jan 2014 A1
20140028491 Ferguson Jan 2014 A1
20140035774 Khlifi Feb 2014 A1
20140070985 Vacanti Mar 2014 A1
20140085128 Kishigami et al. Mar 2014 A1
20140097987 Worl et al. Apr 2014 A1
20140111367 Kishigami et al. Apr 2014 A1
20140111372 Wu Apr 2014 A1
20140139322 Wang et al. May 2014 A1
20140159948 Ishimori et al. Jun 2014 A1
20140220903 Schulz et al. Aug 2014 A1
20140253345 Breed Sep 2014 A1
20140253364 Lee et al. Sep 2014 A1
20140285373 Kuwahara et al. Sep 2014 A1
20140316261 Lux et al. Oct 2014 A1
20140327566 Burgio et al. Nov 2014 A1
20140340254 Hesse Nov 2014 A1
20140348253 Mobasher et al. Nov 2014 A1
20150002329 Murad et al. Jan 2015 A1
20150002357 Sanford et al. Jan 2015 A1
20150035662 Bowers et al. Feb 2015 A1
20150061922 Kishigami Mar 2015 A1
20150103745 Negus et al. Apr 2015 A1
20150198709 Inoue Jul 2015 A1
20150204966 Kishigami Jul 2015 A1
20150204971 Kuehnle Jul 2015 A1
20150204972 Kuehnle et al. Jul 2015 A1
20150226848 Park Aug 2015 A1
20150234045 Rosenblum Aug 2015 A1
20150247924 Kishigami Sep 2015 A1
20150255867 Inoue Sep 2015 A1
20150301172 Ossowska Oct 2015 A1
20150323660 Hampikian Nov 2015 A1
20150331090 Jeong et al. Nov 2015 A1
20150369912 Kishigami et al. Dec 2015 A1
20160003938 Gazit et al. Jan 2016 A1
20160003939 Stainvas Olshansky et al. Jan 2016 A1
20160018511 Nayyar et al. Jan 2016 A1
20160033631 Searcy et al. Feb 2016 A1
20160033632 Searcy et al. Feb 2016 A1
20160041260 Cao et al. Feb 2016 A1
20160054441 Kuo et al. Feb 2016 A1
20160061935 McCloskey et al. Mar 2016 A1
20160084941 Arage Mar 2016 A1
20160084943 Arage Mar 2016 A1
20160091595 Alcalde Mar 2016 A1
20160103206 Pavao-Moreira et al. Apr 2016 A1
20160124075 Vogt et al. May 2016 A1
20160124086 Jansen et al. May 2016 A1
20160131752 Jansen et al. May 2016 A1
20160139254 Wittenberg May 2016 A1
20160146931 Rao et al. May 2016 A1
20160154103 Moriuchi Jun 2016 A1
20160178732 Oka et al. Jun 2016 A1
20160213258 Lashkari et al. Jul 2016 A1
20160238694 Kishigami Aug 2016 A1
20160349365 Ling Dec 2016 A1
20170010361 Tanaka Jan 2017 A1
20170023661 Richert Jan 2017 A1
20170023663 Subburaj et al. Jan 2017 A1
20170074980 Adib Mar 2017 A1
20170153316 Wintermantel Jun 2017 A1
20170219689 Hung et al. Aug 2017 A1
20170234968 Roger et al. Aug 2017 A1
20170293025 Davis et al. Oct 2017 A1
20170293027 Stark et al. Oct 2017 A1
20170307728 Eshraghi et al. Oct 2017 A1
20170309997 Alland et al. Oct 2017 A1
20170310758 Davis et al. Oct 2017 A1
20170336495 Davis et al. Nov 2017 A1
Foreign Referenced Citations (10)
Number Date Country
0725480 Nov 2011 EP
2374217 Apr 2013 EP
2821808 Jul 2015 EP
2751086 Jan 1998 FR
WO2015175078 Nov 2015 WO
WO2015185058 Dec 2015 WO
WO2016011407 Jan 2016 WO
WO2016030656 Mar 2016 WO
WO2017175190 Oct 2017 WO
WO2017187330 Nov 2017 WO
Non-Patent Literature Citations (5)
Entry
Chambers et al., An article entitled “Real-Time Vehicle Mounted Multistatic Ground Penetrating Radar Imaging System for Buried Object Detection,” Lawrence Livermore National Laboratory Reports (LLNL-TR-615452), Feb. 4, 2013; Retrieved from the Internet from https://e-reports-ext.llnl.gov/pdf/711892.pdf.
Fraser, “Design and simulation of a coded sequence ground penetrating radar,” In: Diss. University of British Columbia, Dec. 3, 2015.
Zhou et al., “Linear extractors for extracting randomness from noisy sources,” In: Information Theory Proceedings (ISIT), 2011 IEEE International Symposium on Oct. 3, 2011.
V. Giannini et al., “A 79 GHz Phase-Modulated 4 GHz-BW CW Radar Transmitter in 28 nm CMOS,” in IEEE Journal of Solid-State Circuits, vol. 49, No. 12, pp. 2925-2937, Dec. 2014. (Year: 2014).
Óscar Faus García, “Signal Processing for mm Wave MIMO Radar,” University of Gavle, Faculty of Engineering and Sustainable Development, Jun. 2015; Retrieved from the Internet from http://www.diva-portal.se/smash/get/diva2:826028/FULLTEXT01.pdf.
Related Publications (1)
Number Date Country
20180241822 A1 Aug 2018 US
Provisional Applications (1)
Number Date Country
62327017 Apr 2016 US
Continuations (1)
Number Date Country
Parent 15496039 Apr 2017 US
Child 15959524 US