Radar sensor
11300656 · 2022-04-12
Assignee
Inventors
- Karthik Thothathri Chandrasekaran (Singapore, SG)
- Arokiaswami Alphones (Singapore, SG)
- Muhammad Faeyz Karim (Singapore, SG)
- Ashita Priya Thomas (Singapore, SG)
Cpc classification
G01S13/88
PHYSICS
H01Q13/28
ELECTRICITY
H01Q3/22
ELECTRICITY
H01P5/18
ELECTRICITY
H01Q13/20
ELECTRICITY
G01S7/023
PHYSICS
International classification
H01Q13/20
ELECTRICITY
G01S7/03
PHYSICS
Abstract
Example embodiments describe a radar sensor, whereby the radar sensor comprises a pair of continuous wave (CW) radar transceivers that each has a leaky wave antenna that are provided adjacent to each other. Each CW radar transceiver comprises a microwave frequency transmission circuit configured to transmit and receive signals reflected off a nearby object. The transmitted and received signals are then processed by the radar sensor to determine a relative displacement between the detected object and the radar sensor. This determined relative displacement may then be used with machine learning techniques to identify dynamic gestures made within the radar sensor's range of detection.
Claims
1. A radar sensor comprising: a first and a second continuous wave (CW) radar transceiver, whereby each CW radar transceiver comprises: a voltage-controlled oscillator (VCO) configured to generate an output signal having a specific frequency; a divider circuit configured to divide the output signal from the VCO into a reference signal and a transmission signal; a double periodic composite right/left hand (CRLH) substrate integrated waveguide (SIW) leaky wave antenna configured to: receive the transmission signal from the divider circuit; transmit a backward or forward main beam, wherein a direction of the transmitted main beam is determined by the specific frequency of the received transmission signal, and when the main beam is reflected back to the antenna by an object adjacent the sensor, the antenna is further configured to generate a backscattered signal based on the reflected main beam; the divider circuit is further configured to divide the backscattered signal received from the antenna; a six-port interferometer configured to receive, by input ports of the six-port interferometer, the reference signal and the divided-backscattered signal from the divider circuit, whereby the six-port interferometer is configured to generate, based on the received reference and divided-backscattered signals, power signals at output ports of the six-port interferometer, the power signals being used for computing relative displacement L between the object and the radar sensor, whereby the double periodic CRLH SIW leaky wave antenna of the first CW radar transceiver is positioned adjacent the double periodic CRLH SIW leaky wave antenna of the second CW radar transceiver and, whereby the VCOs of the first and second CW radar transceivers are each tuned to generate output signals that each have a different specific frequency such that a direction of a main beam of the double periodic CRLH SIW leaky wave antenna of the first CW radar transceiver and a direction of a main beam of the double periodic CRLH SIW leaky wave antenna of the second CW radar transceiver are the same.
2. The radar sensor according to claim 1 wherein each six-port interferometer comprises: a first power divider having an input port coupled to the divider circuit to receive the reference signal; a first directional coupler having an input port coupled to an output port of the first power divider and having two output ports; a second directional coupler having an input port coupled to another output port of the first power divider and having two output ports; a second power divider having an input port coupled to the divider circuit to receive the divided-backscattered signal, and having an output port coupled to an input port of a wideband phase shifter, and having another output port coupled to another input port of the second directional coupler, wherein an output port of the wideband phase shifter is coupled to another input port of the first directional coupler.
3. The radar sensor according to claim 2 wherein gradient index (GRIN) substrates are provided at each coupling region of the first and second directional couplers.
4. The radar sensor according to claim 1, wherein each divider circuit comprises: a power divider configured to divide the output signal from the VCO equally into the reference signal and a divided output signal, and to provide the reference signal to one of the input ports of the six-port interferometer; a rat race coupler configured to receive the divided output signal at a sum port of the rat race coupler and to generate the transmission signal at a first port of the rat race coupler; and the rat race coupler is further configured to receive, from the antenna, the backscattered signal at the first port of the rat race coupler and to produce the backscattered signal at a difference port of the rat race coupler, whereby the difference port is coupled to another one of the input ports of the six-port interferometer.
5. The radar sensor according to claim 4, wherein a central coupling region of each rat race coupler comprises regions having varying values of permittivity.
6. The radar sensor according to claim 1 wherein the double periodic CRLH SIW leaky wave antenna of the first CW radar transceiver is positioned back-to-back with the double periodic CRLH SIW leaky wave antenna of the second CW radar transceiver.
7. The radar sensor according to claim 1 further comprising: a computing module coupled to the output ports of the six-port interferometers of the first and second CW radar transceivers, the computing module being configured to use the power signals from the first and second CW radar transceivers to compute the relative displacement L between the object and the radar sensor.
8. A method for determining relative displacement L between an object and a radar sensor using a first and a second continuous wave (CW) radar transceiver provided within the radar sensor, whereby the method comprises: generating, by a voltage-controlled oscillator (VCO) provided within each CW radar transceiver, an output signal having a specific frequency; dividing, by a divider circuit provided within each CW radar transceiver, the output signal from the VCO into a reference signal and a transmission signal; receiving, by a double periodic composite right/left hand (CRLH) substrate integrated waveguide (SIW) leaky wave antenna provided within each CW radar transceiver, the transmission signal from the divider circuit and transmitting a backward or forward main beam, wherein a direction of the transmitted main beam is determined by the specific frequency of the received transmission signal, and when the main beam is reflected back to the antenna by an object adjacent the sensor, generating, by each CRLH SIW leaky wave antenna, a backscattered signal based on the reflected main beam; dividing, by each divider circuit, the backscattered signal received from the antenna; receiving, by input ports of a six-port interferometer provided within each CW radar transceiver, the reference signal and the divided-backscattered signal from the divider circuit, whereby the six-port interferometer generates power signals at output ports of the six-port interferometer based on the received reference and divided-backscattered signals, the power signals being used for computing relative displacement L between the object and the radar sensor, whereby the double periodic CRLH SIW leaky wave antenna of the first CW radar transceiver is positioned adjacent the double periodic CRLH SIW leaky wave antenna of the second CW radar transceiver and, whereby the VCOs of the first and second CW radar transceivers are each tuned to generate output signals that each have a different specific frequency such that the main beam of the double periodic CRLH SIW leaky wave antenna of the first CW radar transceiver and the main beam of the double periodic CRLH SIW leaky wave antenna of the second CW radar transceiver are pointing at a same direction.
9. The method according to claim 8 wherein each six-port interferometer comprises: a first power divider having an input port coupled to the divider circuit to receive the reference signal; a first directional coupler having an input port coupled to an output port of the first power divider and two output ports; a second directional coupler having an input port coupled to the output port of the first power divider and two output ports; a second power divider having an input port coupled to the divider circuit to receive the divided-backscattered signal, and having an output port that is coupled to an input port of a wideband phase shifter, and another output port that is coupled to another input port of the second directional coupler, wherein an output port of the wideband phase shifter is coupled to another input port of the first directional coupler.
10. The method according to claim 9 wherein gradient index (GRIN) substrates are provided at each coupling region of the first and second directional couplers.
11. The method according to claim 8, wherein dividing by each divider circuit comprises: dividing, by a power divider provided within each CW radar transceiver, the output signal from the VCO equally into the reference signal and a divided output signal, and providing the reference signal to one of the input ports of the six-port interferometer; receiving, by a rat race coupler provided within each CW radar transceiver, the divided output signal at a sum port of the rat race coupler and generating the transmission signal at a first port of the rat race coupler; and receiving from the antenna, by the rat race coupler, the backscattered signal at the first port of the rat race coupler and producing the backscattered signal at a difference port of the rat race coupler, whereby the difference port is coupled to another one of the input ports of the six-port interferometer.
12. The method according to claim 11, wherein a central coupling region of each rat race coupler comprises regions having varying values of permittivity.
13. The method according to claim 8 wherein the double periodic CRLH SIW leaky wave antenna of the first CW radar transceiver is positioned back-to-back with the double periodic CRLH SIW leaky wave antenna of the second CW radar transceiver.
14. The method according to claim 8 further comprising: computing, by a computing module that is provided within each of the first and second CW radar transceivers and that is coupled to the output ports of the six-port interferometer provided within each of the first and second CW radar transceivers, the relative displacement L between the object and the radar sensor based on the power signals received from the six-port interferometers of the first and second CW radar transceivers.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
(1) The above advantages and features in accordance with this invention are described in the following detailed description and are shown in the following drawings:
(2)
(3)
(4)
(5)
(6)
(7)
(8)
(9)
(10)
(11)
(12)
(13)
(14)
(15)
(16)
(17)
(18)
(19)
(20)
(21)
(22)
(23)
(24)
(25)
(26)
(27)
(28)
(29)
(30)
(31)
(32)
(33)
(34)
(35)
(36)
(37)
DETAILED DESCRIPTION
(38) This invention relates to a radar sensor and a method for using the radar sensor for detecting nearby objects and in embodiments of the invention, the radar sensor may be used for dynamic gesture recognition and one skilled in the art will recognize that the radar sensor may be used for other similar applications without departing from this invention. In particular, the radar sensor comprises a pair of continuous wave (CW) radar transceivers that each has a leaky wave antenna that are provided adjacent to each other.
(39) In a more particular embodiment, each CW radar transceiver in the radar sensor comprises a voltage-controlled oscillator (VCO), a divider circuit, a double periodic composite right/left hand (CRLH) substrate integrated waveguide (SIW) leaky wave antenna, and a six-port interferometer whereby the double periodic CRLH SIW leaky wave antenna of the first CW radar transceiver is positioned adjacent the double periodic CRLH SIW leaky wave antenna of the second CW radar transceiver.
(40) In operation, the VCOs of the first and second CW radar transceivers are each tuned by varying its input voltage to generate output signals that each have a different specific frequency such that a direction of a main beam of the double periodic CRLH SIW leaky wave antenna of the first CW radar transceiver and a direction of a main beam of the double periodic CRLH SIW leaky wave antenna of the second CW radar transceiver are the same. In each CW radar transceiver, the signal from the VCO is provided to the divider circuit which is configured to divide the signal into a reference signal and a transmission signal. The double periodic CRLH SIW leaky wave antenna is then used to transmit the transmission signal and subsequently used to receive a signal reflected off a nearby object.
(41) The six-port interferometer is then used to compare the reflected signal received by the leaky wave antenna with the reference signal provided by the divider circuit to determine a phase difference between the reflected signal and the reference signal. The phase difference obtained from each CW radar transceiver is then used to compute the relative displacement between the detected object and the radar sensor. This determined relative displacement may then be used with machine learning techniques to identify dynamic gestures made within the radar sensor's range of detection or any other similar types of movements or moving objects.
(42)
(43)
(44) In embodiments of the invention, VCO 105 is configured to generate a microwave frequency output signal. In further embodiments of this invention, the output signal generated by VCO 105 has a frequency range between 8 GHz and 14 GHz. The output signal generated by VCO 105 is then provided to divider circuit 110. One skilled in the art will recognize that VCO 105 may be configured to generate signals having other frequency values without departing from this invention.
(45) In accordance with embodiments of the invention, divider circuit 110 comprises any combination of components or logic circuits that are configured to equally divide the output signal from VCO 105 into a reference signal and a transmission signal. The transmission signal from divider circuit 110 is then provided to double periodic CRLH-SIW leaky wave antenna 115 while the reference signal is provided to six-port interferometer 120. The detailed working of double periodic CRLH-SIW leaky wave antenna 115 will be described in greater detail in the later part of this description. Upon receiving the transmission signal, leaky wave antenna 115 will emit a radiation pattern whereby the main beam of the radiated pattern may be in a forward, broadside, or backward direction relative to leaky wave antenna 115. In accordance with embodiments of the invention, the direction of the radiated main beam is determined by the frequency of the transmission signal received by leaky wave antenna 115.
(46) When the radiated main beam is reflected by object 130, which is located adjacent CW radar transceiver 101/102, the reflected main beam will be detected by leaky wave antenna 115. Leaky wave antenna 115 will then generate a backscattered signal based on the detected reflected main beam and this backscattered signal will be provided to six-port interferometer 120 through divider circuit 110.
(47) Six-port interferometer 120 will then utilize the reference signal and the backscattered signal to generate power signals at each of its four output ports. The detailed configuration of six-port interferometer 120 will be described later on in the description. The four output ports of interferometer 120 are coupled to computing module 125, and computing module 125 is configured to compute the phase difference between the reference signal and the backscattered signal and the relative displacement L between object 130 and CW radar transceiver 101/102 using the received power signals.
(48) In embodiments of the invention, in order to enhance the detectable range of radar sensor 100, when leaky wave antenna 115 of CW radar transceiver 101 radiates a first signal having a first resonance frequency along a specific direction, a corresponding leaky wave antenna 115 of CW radar transceiver 102 will also be configured to radiate a second signal having a second resonance frequency along the same specific direction. It should be noted that the first resonance frequency of the first signal radiated by CW radar transceiver 101 is not equal to the second resonance frequency of the second signal radiated by CW radar transceiver 102 (a frequency-spacing of f.sub.space exists between these two radiated signals) even though both first and second signals are radiated along the same direction.
(49) The phase difference between the radiated signals and the received backscattered signals for the first and second signals are then computed by computing modules 125 of CW radar transceivers 101 and 102 respectively. The measurements obtained from computing modules 125 of CW radar transceivers 101 and 102 are then used to compute the phase of the beat frequency or the phase of frequency-spacing f.sub.space. A distance calculation is then carried out using the computed phase of the beat frequency by computing module 125 in either CW radar transceiver 101 or 102. By doing so, radar sensor 100 is able to effectively address the phase ambiguity problem that is commonly faced by CW transceivers thereby effectively increasing its range of detection beyond one wavelength of the radiated signal.
(50)
(51) As illustrated in
(52) Rat-race coupler 210 is also configured to receive via port three (3) a backscattered signal from leaky wave antenna 115 whereby the backscattered signal is generated based on the reflected signal that was detected by leaky wave antenna 115. The backscattered signal is then produced at the difference Δ port and subsequently provided to the input port of six-port interferometer 120 to be further processed as previously described. In embodiments of the invention, a central coupling region of the rat race coupler comprises regions having varying values of permittivity and this allows the rat race coupler to achieve a wide bandwidth or arbitrary power splitting ratio.
(53) The Double Periodic Composite Right/Left Hand (CRLH) Substrate Integrated Waveguide (SIW) Leaky Wave Antenna (LWA)
(54) The detailed working of double periodic CRLH-SIW leaky wave antenna 115 is described in greater detail in this section. As known to one skilled in the art, a leaky wave antenna (LWA) is a travelling wave structure embedded periodically with resonators (such as slots). The arrangement, periodicity and the orientation of the resonators determine the radiation characteristics of the LWA and as such, LWAs are able to specify the direction of radiation of their main beam by changing the frequency of the signal provided to the LWAs.
(55) Composite Right/Left Hand (CRLH) transmission lines are structures that exhibit left-handed radiation behaviour over a specific input frequency range and right-handed radiation behaviour over a specific input frequency range. The left-handed radiation behaviour is achieved by incorporating a series capacitance and a shunt inductance in the right handed host medium. Hence, CRLH structures have been integrated in Substrate Integrated Waveguide (SIW) based leaky wave antennas to achieve backward to forward beam scanning. In embodiments of the invention, Double Periodic (DP) CRLH SIW based leaky wave antennas have been designed. DPCRLH SIW leaky wave antennas possess an additional right handed leaky wave region at a lower frequency range in addition to the left handed leaky wave region and the right handed leaky wave region of a conventional CRLH-SIW leaky wave structure. In embodiments of the invention, leaky wave antenna 115 comprises such a DPCRLH SIW leaky wave antenna whereby the direction of radiation of this antenna's main beam may be specified by changing the frequency of the signal provided to leaky wave antenna 115.
(56) Leaky wave antenna 115 in accordance with embodiments above is designed by loading a guided wave structure such as a Substrate Integrated Waveguide (SIW) periodically with resonating structures. Leaky wave antenna 115 is made up of a number of unit cells whereby the orientation and the total number of unit cells determine the properties of leaky wave antenna 115 such as its main beam angle, gain, polarization, etc. The unit cell of the DPCRLH-SIW structure is a single-layered SIW structure with longitudinal and transverse slots whereby the size of the slots are modulated to achieve double periodic characteristics.
(57) The layout of a unit cell proposed in this work comprises two sub-unit cells and this is shown as sub-unit cell 325 and sub-unit cell 340 in
(58) An equivalent circuit of the double periodic CRLH unit cell is illustrated in
(59) In embodiments of the invention, the double periodic CRLH-SIW leaky wave antenna 115 used in CW radar transceivers 101 and 102 comprises eight cascaded unit cells. The antenna measures 5.16λ.sub.0×0.8λ.sub.0×0.0271λ.sub.0, where λ.sub.0 represents the free space wavelength. In this embodiment of the invention, the free space wavelength, λ.sub.0 may be computed for a resonant frequency at 10 GHz and the fabricated prototype 305 is shown in
(60)
(61) The simulated far-field radiation patterns for various input frequencies are illustrated in
(62) Table 1 below shows the various frequencies of signals at leaky way antennas 115 of CW radar transceiver 101 and 102 respectively for various main beam directions.
(63) TABLE-US-00001 TABLE 1 Frequency of Signal Frequency of Signal Provided to Leaky Wave Provided to Leaky Wave ϕ.sub.m Antenna 115 of CW radar Antenna 115 of CW radar (Degrees) transceiver 101 (GHz) transceiver 102 (GHz) −45 8 14 −30 8.6 13 −20 9.1 12.2 0 10.3 10.3 20 12.2 9.1 30 13 8.6 45 14 8
From Table 1, it can be seen that although the frequency of a signal provided to leaky wave antenna 115 of CW radar transceiver 101 is different from the frequency of a signal provided to leaky wave antenna 115 of CW radar transceiver 102, it is possible for the main beams of both leaky wave antennas 115 to be along the same direction, provided that the two antennas are arranged back-to-back or alternatively in a forward-to-forward arrangement. One skilled in the art will recognize that the leaky wave antennas may be arranged in other configurations or arrangements or may be configured to transmit signals having other resonance frequencies without departing from this invention, as long as there exists a frequency difference between the signals that are being transmitted by the respective leaky wave antennas and as long as the main beams of both antennas are radiated along the same direction.
(64)
(65) Alternatively, the leaky wave antennas may also be configured to radiate beams along a general broadside direction.
(66) The leaky wave antennas may also be configured to radiate beams along a general broadside forward direction, thereby showing that such an arrangement of leaky wave antennas 115 greatly increases its overall detection range.
(67) A dispersion diagram for a single double periodic CRLH unit cell as shown previously in
(68)
where α is the attenuation constant, β is the phase constant, and parameters A and D are transmission parameters.
(69) It can be seen from the dispersion diagram illustrated in
(70)
(71) The radiation cone of the leaky wave antenna is determined using the air-line equation (k.sub.0=ω.sub.0√{square root over (ε.sub.0μ.sub.0)}, where the region inside the radiation cone is the fast wave region/leaky wave region that determines the frequency range in which double periodic CRLH transmission line structure radiates. In other words, as illustrated in
(72) Based on the above parameters, the simulated |S.sub.11| plot 611 and measured |S.sub.11| plot 610 of a double periodic CRLH-SIW leaky wave antenna in accordance with embodiments of the invention are plotted in
(73) The simulated broadband gain and the measured broadband gain of the double periodic CRLH-SIW leaky wave antenna in accordance with embodiments of the invention are plotted in
(74) The simulated main beam direction and the measured main beam direction of a double periodic CRLH-SIW leaky wave antenna in accordance with embodiments of the invention are plotted in
(75)
(76)
(77) The double periodic CRLH-SIW leaky wave antenna described in this section may then be utilized in CW transceivers 101 and 102 of radar sensor 100 in accordance with embodiments of the invention.
(78) A Six-Port Interferometer
(79) The detailed working of an embodiment of six-port interferometer 120 is described in greater detail in this section. A six-port interferometer or a six-port receiver is able to discriminate the phase difference between two signals directly. This is due to the continuous wave interferometry property of the six-port receiver in the microwave domain, as the six-port interferometer is configured to perform multiple phase shifted superposition of received signals at microwave frequencies.
(80)
(81) With reference to
Out.sub.1_715=0.5(In.sub.705+j*In.sub.710) Equation (5)
Out.sub.2_715=0.5(In.sub.710+j*In.sub.705) Equation (6)
Out.sub.1_720=0.5(In.sub.705−In.sub.710) Equation (7)
Out.sub.2_720=0.5(In.sub.705+In.sub.710) Equation (8)
(82) These four different output signals may subsequently be down converted to baseband signals by diode-based power detectors (not shown) delivering voltages P.sub.1_715, P.sub.2_715, P.sub.1_720, and P2_.sub.720 which are directly related to the relative phase shift between the input signals In.sub.705 and In.sub.710. Due to the quadrature relationship of the baseband outputs, a complex number will be formed in a differential form and the argument of this number will be equivalent to the phase shift Δφ between input signals In.sub.705 and In.sub.710. Once the phase difference Δφ has been obtained, the relative distance displacement, L can then be calculated relative to the microwave signal wavelength, λ. The phase difference, Δφ and the relative distance displacement L may then be obtained from the following equations:
(83)
(84)
(85) Hence, once the output signals from six-port interferometer 120 have been obtained and down converted to baseband power signals, computing module 125 may then compute the phase difference, Δφ between the reference signal and the backscattered signal (i.e. In.sub.705 and In.sub.710) and the relative displacement L between object 130 and CW radar transceiver 101/102 using equations (5)-(10).
(86) Graded Index (GRIN) Directional Coupler
(87) In accordance with embodiments of the invention, directional couplers 715 and 720 in
(88) As illustrated in
(89) TABLE-US-00002 TABLE 2 Permittivity r (mm) g (mm) 3.55 — — 2.96 0.4 1.5 2.47 0.72 2.5 2.05 0.95 2.5 2.47 0.72 2.5 2.96 0.4 1.6 3.55 — —
Graded Index (GRIN) Rat Race Coupler
(90) Based on the same concept as the GRIN region in the directional coupler, in accordance with embodiments of the invention, rat race coupler 210 in
(91) Compact Wideband Phase Shifter with Square Complementary Omega (SCO) Array Loaded Substrate Integrated Waveguide (SIW)
(92) In embodiments of the invention, phase shifter 725 may comprise a wideband phase shifter that include square complementary omega (SCO) structures that are etched in the ground plane of the substrate integrated waveguide (SIW) of the phase shifter. The dimensions of the individual SCOs may be determined by dispersion diagrams that are plotted for the respective SCOs and are selected based on the amount of phase shift that is required. An exemplary dispersion diagram is plotted in
(93) A SCO array loaded SIW phase shifter is then fabricated based on plots 770-772, and the resulting phase shifter is illustrated in
(94) A top view of a fabricated six-port interferometer 120 in accordance with embodiments of the invention is illustrated in
(95)
(96) As mentioned in the earlier sections, with reference to
(97) To illustrate this point, it is assumed that CW radar transceiver 101 is configured to transmit a signal at 9.9 GHz and this results in a main beam being radiated along a particular direction and that CW radar transceiver 102 is configured to transmit a signal at 11 GHz which results in a main beam also being radiated along the same particular direction as the main beam of CW radar transceiver 101. When equations (5)-(10) are used to plot the phase difference between the radiated signals and the received backscattered signals for CW radar transceivers 101 and 102 respectively, the phase difference from both transceivers may then be plotted in
(98) A top view of a fabricated six-port interferometer 120 in accordance with another embodiment of the invention is illustrated in
(99)
(100) In order to evaluate the usefulness of radar sensor 100 for gesture recognition, 25 repetitions of a single gesture were recorded and duplicated 4 times by adding additive white Gaussian noise, making it 125 times for each gesture class. Hence, 500 sets of data may be obtained from all the four gestures. Machine learning algorithms were run in WEKA as well as Python. Based on this approach, the supervised learning classifier was trained using the 360 instances of gesture data obtained from a user and the trained model was validated using three different test sets of same size. The accuracy scores obtained for three test sets 1, 2 and 3 using Random Forest classifier were found to be 92.86%, 96.43% and 100% respectively. The accuracy scores obtained for test sets 1, 2 and 3 using support vector classifiers were found to be 89.29%, 95.71% and 97.14% respectively and the accuracy scores obtained for test sets 1, 2 and 3 using Linear support vector classifier were 99.29%, 93.57% and 96.43% respectively. The results achieved using the various classifiers are tabulated in Table 3 below.
(101) TABLE-US-00003 TABLE 3 Accuracy % Random Forest SVM LinearSVM Test Set 1 92.86 89.29 99.29 Test Set 2 96.43 95.71 93.57 Test Set 3 100 97.14 96.43
(102) From the table above, it can be seen that a classification accuracy of 96% was achieved for the four static gestures when 500 data sets were used to train the classifier of each gesture. This shows the suitability of radar sensor 100 being used as the sensing mechanism for a dynamic gesture recognition system.
(103) The above is a description of embodiments of a system and process in accordance with the present invention as set forth in the following claims. It is envisioned that others may and will design alternatives that fall within the scope of the following claims.