EP3935625A1 - System and method for noise cancellation in emergency response vehicles - Google Patents
System and method for noise cancellation in emergency response vehiclesInfo
- Publication number
- EP3935625A1 EP3935625A1 EP19713258.2A EP19713258A EP3935625A1 EP 3935625 A1 EP3935625 A1 EP 3935625A1 EP 19713258 A EP19713258 A EP 19713258A EP 3935625 A1 EP3935625 A1 EP 3935625A1
- Authority
- EP
- European Patent Office
- Prior art keywords
- location
- sound wave
- waveform
- vehicle
- control signal
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
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Classifications
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10K—SOUND-PRODUCING DEVICES; METHODS OR DEVICES FOR PROTECTING AGAINST, OR FOR DAMPING, NOISE OR OTHER ACOUSTIC WAVES IN GENERAL; ACOUSTICS NOT OTHERWISE PROVIDED FOR
- G10K11/00—Methods or devices for transmitting, conducting or directing sound in general; Methods or devices for protecting against, or for damping, noise or other acoustic waves in general
- G10K11/16—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general
- G10K11/175—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general using interference effects; Masking sound
- G10K11/178—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general using interference effects; Masking sound by electro-acoustically regenerating the original acoustic waves in anti-phase
- G10K11/1781—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general using interference effects; Masking sound by electro-acoustically regenerating the original acoustic waves in anti-phase characterised by the analysis of input or output signals, e.g. frequency range, modes, transfer functions
- G10K11/17813—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general using interference effects; Masking sound by electro-acoustically regenerating the original acoustic waves in anti-phase characterised by the analysis of input or output signals, e.g. frequency range, modes, transfer functions characterised by the analysis of the acoustic paths, e.g. estimating, calibrating or testing of transfer functions or cross-terms
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10K—SOUND-PRODUCING DEVICES; METHODS OR DEVICES FOR PROTECTING AGAINST, OR FOR DAMPING, NOISE OR OTHER ACOUSTIC WAVES IN GENERAL; ACOUSTICS NOT OTHERWISE PROVIDED FOR
- G10K11/00—Methods or devices for transmitting, conducting or directing sound in general; Methods or devices for protecting against, or for damping, noise or other acoustic waves in general
- G10K11/16—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general
- G10K11/175—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general using interference effects; Masking sound
- G10K11/178—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general using interference effects; Masking sound by electro-acoustically regenerating the original acoustic waves in anti-phase
- G10K11/1785—Methods, e.g. algorithms; Devices
- G10K11/17853—Methods, e.g. algorithms; Devices of the filter
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10K—SOUND-PRODUCING DEVICES; METHODS OR DEVICES FOR PROTECTING AGAINST, OR FOR DAMPING, NOISE OR OTHER ACOUSTIC WAVES IN GENERAL; ACOUSTICS NOT OTHERWISE PROVIDED FOR
- G10K11/00—Methods or devices for transmitting, conducting or directing sound in general; Methods or devices for protecting against, or for damping, noise or other acoustic waves in general
- G10K11/16—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general
- G10K11/175—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general using interference effects; Masking sound
- G10K11/178—Methods or devices for protecting against, or for damping, noise or other acoustic waves in general using interference effects; Masking sound by electro-acoustically regenerating the original acoustic waves in anti-phase
- G10K11/1787—General system configurations
- G10K11/17873—General system configurations using a reference signal without an error signal, e.g. pure feedforward
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10K—SOUND-PRODUCING DEVICES; METHODS OR DEVICES FOR PROTECTING AGAINST, OR FOR DAMPING, NOISE OR OTHER ACOUSTIC WAVES IN GENERAL; ACOUSTICS NOT OTHERWISE PROVIDED FOR
- G10K2210/00—Details of active noise control [ANC] covered by G10K11/178 but not provided for in any of its subgroups
- G10K2210/10—Applications
- G10K2210/128—Vehicles
- G10K2210/1282—Automobiles
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10K—SOUND-PRODUCING DEVICES; METHODS OR DEVICES FOR PROTECTING AGAINST, OR FOR DAMPING, NOISE OR OTHER ACOUSTIC WAVES IN GENERAL; ACOUSTICS NOT OTHERWISE PROVIDED FOR
- G10K2210/00—Details of active noise control [ANC] covered by G10K11/178 but not provided for in any of its subgroups
- G10K2210/30—Means
- G10K2210/301—Computational
- G10K2210/3055—Transfer function of the acoustic system
Definitions
- This application relates to a system and method for noise cancellation in emergency response vehicles.
- the objective of the present disclosure is to provide a system and method for effectively reducing or cancelling out a noise generated from the siren in an emergency vehicle.
- Aspects of the present disclosure are a system, method and storage medium for reducing or cancelling out a noise in an emergency vehicle.
- a system for noise cancellation in a vehicle includes a controller and a sound generator.
- the controller is configured to determine a waveform of a first sound wave at a first location.
- the first sound wave is a noise sound generated from a noise source such as a siren attached to the vehicle. Based on the waveform of the first sound wave at the first location and a first distance between the first location and the second location, the controller is configured to calculate another waveform of the first sound wave which will arrive a second location where an operator is located. Further, the controller is configured to generate at least one control signal based on the determined another waveform of the first sound wave at the second location.
- the at least one sound generator is positioned at a third location and is configured to generate a second sound wave based on the at least one control signal.
- the second sound wave when being super-positioned with the first sound wave, acts to cancel out the first sound wave at the second location.
- the amplitude and the frequency of the second sound wave are substantially the same as the amplitude and the frequency of the first sound wave, respectively, and the phase of the second sound wave is opposite to the first sound wave.
- the sound generator is embodied with a speaker.
- the first location is where the noise source is located or in vicinity of the noise source.
- the waveform of the first sound wave at the first location i.e., location of the noise source
- the controller is configured to read the information of the waveform of the first sound wave at the first location to determine the waveform of the first sound wave at the first location.
- the noise cancellation system further includes at least one sound receiver configured to detect the first sound wave at the first location as well as other measured locations throughout the vehicle and transmit the detected first sound wave to the controller.
- the sound receiver is embodied with a microphone.
- the waveform of the second sound wave generated from the sound generator is adapted in a manner to cancel out the first sound wave at the second location.
- the first sound wave can be a noise that should be reduced or cancelled out that is generated by the noise source.
- the noise source is positioned outside the vehicle (e.g., on top of the vehicle’s roof), and the noise source is positioned at the first location which the controller determines the waveform of the first sound wave.
- no sound receiver e.g., microphone
- the noise source is positioned at the first location which the controller determines the waveform of the first sound wave.
- the system may include one or more optional sound receivers to detect the first sound wave at various locations to make it easier to determine the waveform of the first sound wave.
- a sound receiver can be positioned at the location which the noise source is positioned or in the vicinity of the noise source to detect the first sound wave output from the noise source.
- the location at which the noise source is positioned at is not the same as the first location at which the controller determines the waveform of the first sound wave; for example, the noise source is positioned outside the vehicle, and the sound receiver is positioned at the first location inside the vehicle.
- the first sound wave generated from the noise source positioned outside the vehicle travels to the second location via the first location at which the waveform of the first sound wave are determined by the controller.
- the first location of the sound detector is positioned on a direct path of the first sound wave from the location of the noise source to the second location.
- the controller is configured to calculate the required waveform of the second sound wave at the third location of the sound generator.
- the second sound wave generated from the sound generator travels along a path from the third location to the second location, experiencing changes in at least amplitude, frequency, and/or phase over the path.
- the amount of the changes in amplitude, frequency, and/or phase of the second sound wave depends on a distance between the third location and the second location. Given that at the second location which the operator is positioned, the second sound wave is required to have the waveform to cancel out the first sound wave (as described above), the waveform of the second sound wave at the third location can be reversely calculated back from the target waveform of the second sound wave at the second location.
- the noise cancellation system further includes one or more sensors configured to scan a layout an interior of the vehicle and transmit information of the scanned layout to the controller.
- the controller is configured to determine the second location, the third location, and the fourth location based on the information of the scanned layout.
- the controller is configured to determine an angle at which the first sound wave generated from the noise source enters into a cabin of the vehicle through a surface (e.g., roof surface of the vehicle) and calculate the another waveform of the first sound wave at the second location based on the determined angle.
- the angle is an angle at which a direction extending along a direct path between the location of the noise source and the second location of the operator crosses the surface of the vehicle which the first sound wave passes through.
- information regarding the angle may be stored in the memory, so that the controller reads the information of the angle from the memory.
- the controller reads the information of the angle from the memory.
- the amplitude of the first sound wave after passing through the surface of the vehicle becomes decreased and the frequency of the first sound wave perceived by the operator after passing through the surface becomes decreased.
- the frequency of the first sound wave perceived by the operator after passing through the surface of the vehicle is determined by a following equation:
- f perceived f actua l os ⁇ Q), wherein f perceived is the frequency of the first sound wave perceived by the operator after passing through the surface, f ac tuai is an actual frequency of the first sound wave before entering the surface, and Q is the determined angle.
- the first sound wave at the second location includes a directly transmitted portion and at least one reflected portion.
- the directly transmitted portion corresponds to the first sound wave transmitted directly from the first location without being reflected off a surface of the vehicle.
- the at least one reflected portion corresponds to the first sound wave reflected off at least one surface of the vehicle.
- the at least one control signal generated by the controller includes a first control signal and a second control signal. A portion of the second sound wave is generated based on the first control signal to cancel out the directly transmitted portion, and another portion of the second sound wave is generated based on the second control signal to cancel out the reflected portion.
- the first control signal is generated based on the first distance
- the second control signal is generated based on a distance of the travel path of the reflected portion of the second sound wave.
- a noise cancellation method for a vehicle includes determining, by a controller, a waveform of a first sound wave at a first location; calculating, by the controller, another waveform of the first sound wave at a second location of an operator based on the waveform of the first sound wave at the first location and a first distance between the first location and the second location; generating, by the controller, at least one control signal based on the determined another waveform of the first sound wave at the second location; and generating, by a sound generator positioned at a third location, a second sound wave based on the at least one control signal.
- a computer-readable storage medium having computer readable program instructions.
- the computer readable program instructions can be read and executed by at least one processor for performing a method for noise cancellation in a vehicle.
- the method includes determining a waveform of a first sound wave at a first location; calculating another waveform of the first sound wave at a second location of an operator based on the waveform of the first sound wave at the first location and a first distance between the first location and the second location; generating at least one control signal based on the determined another waveform of the first sound wave at the second location; and generating, using a sound generator positioned at a third location, a second sound wave based on the at least one control signal.
- the waveform of the second sound wave are formed to cancel out the first sound wave at the second location, and the first sound wave is generated by a noise source.
- FIG. 1 is a block diagram of an example emergency vehicle having a noise cancellation system according to an embodiment of the present disclosure
- FIG. 2 is a view illustrating an example travel path of a sound wave between a reference location and a target location according to an embodiment of the present disclosure
- FIG. 3A is a view illustrating example travel paths of a noise sound wave and a compensation sound wave when a reference location is outside a vehicle according to an embodiment of the present disclosure
- FIG. 3B is a view illustrating an example channel model of a noise sound wave in case of a reference location being outside a vehicle according to an embodiment of the present disclosure
- FIG. 4A is a view illustrating example travel paths of a noise sound wave and a compensation sound wave in case of a reference location being inside a vehicle according to an embodiment of the present disclosure
- FIG. 4B is a view illustrating an example channel model of a noise sound wave in case of a reference location being inside a vehicle according to an embodiment of the present disclosure
- FIG. 6A is a view illustrating an example channel model of a noise sound wave in case of a reference location being outside a vehicle according to an embodiment of the present disclosure
- FIG. 6B is a view illustrating an example channel model of a noise sound wave in case of a reference location being inside a vehicle according to an embodiment of the present disclosure
- FIG. 7 is a flow chart illustrating a noise cancellation method according to an
- FIG. 8 is a block diagram of a computing system according to an embodiment of the present disclosure.
- FIG. 9 is a view illustrating an example neural network with hidden layers used for training an artificial intelligence according to an embodiment of the present disclosure.
- another embodiment includes from the one particular value and/or to the other particular value.
- each of the expressions“at least one of A, B and C”,“at least one of A, B, or C”,“one or more of A, B, and C”,“one or more of A, B, or C” and“A, B, and/or C” means A alone, B alone, C alone, A and B together, A and C together, B and C together, or A, B and C together.
- the present disclosure will be described with reference to a case where the noise cancellation system is used for an emergency vehicle as only an example.
- embodiments of the present disclosure are not limited thereto. It will be apparent that the noise cancellation system can be applied to any other vehicles or any space where the waveform of a noise sound wave is estimated.
- FIG. 1 is a block diagram of an example emergency vehicle (EV) 10 having a noise cancellation system 150 according to an embodiment of the present disclosure.
- the noise cancellation system 150 can be installed to be attached on an emergency vehicle 10 or in the vicinity thereof.
- the noise cancelation system 150 is configured to cancel out or reduce a noise (or noise sound wave) generated from a noise source 100 attached to a surface 12 of the vehicle 10 or in the vicinity thereof.
- the noise source 100 can be a siren and attached on a top surface 12 of the vehicle 10, as exemplary depicted in FIG. 1.
- the noise source 100 can be an engine or any other elements generating noises.
- the noise cancellation system 150 can include a control unit 200 and at least one speaker 300 in communication with the control unit 200.
- the control unit 200 includes at least one processor 210 (e.g., central processing unit (CPU)), a memory 220 coupled to the processor 210, and a communication interface 230.
- the control unit 200 is implemented using an arm cortex m4 microcontroller for the floating-point calculations, which allows increase of the calculation speed and reduce latency of the compensation sound wave being outputted from the speaker 300 to match the phase better.
- a real time operating system will also be used to manage the different tasks involved in this calculation and manage the required deterministic timing of the calculations.
- the control unit 200 estimates a waveform of the noise sound wave 110 arriving a target location L T .
- the noise sound wave 110 at the target location L T is a wave which has been generated by the noise source 100 and transmitted over a certain path between the noise source 100 and the target location L T, experiencing changes in amplitude, phase and/or frequency over the path.
- the control unit 200 generates a control signal 201 based on the estimated waveform of the noise sound wave 110 at the target location L T and transmit the control signal 201 to the speaker 300.
- the speaker 300 is configured to generate a compensation sound wave 310 based on the control signal 201 and transmit the compensation sound wave 310 to the target location L T .
- the target location L T is a location at which the system 150 wants to have the noise cancelled out.
- the target location L T can be at an operator (e.g., driver’s ears or in the vicinity thereof.
- the target location L T can be set on a headrest of the operator’s seat.
- the compensation sound wave 310 has to have a waveform which acts to reduce or cancel out the noise sound wave thereat.
- the compensation sound wave 310 that has to be generated from the speaker 300 can be calculated back based on a target waveform at the target location L T and a distance Ds t of the speaker 300 positioned at a location Ls away from the target location L T .
- the target waveform of the compensation sound wave 310 can have substantially the same amplitude and frequency as the estimated waveform of the noise sound wave 110, and the target waveform of the compensation sound wave 310 has an opposite phase to the estimated waveform of the noise sound wave 110 in order for the noise sound wave at the target location L T to be cancelled out or reduced.
- the noise sound wave 110 arriving the target location L T may include a directly transmitted portion and one or more reflected portions.
- the directly transmitted wave corresponds to the noise sound wave transmitted directly from the noise source 100 to the target location L T without being reflected off any internal surface of the vehicle 10, and the reflected portion(s) correspond(s) to the noise sound wave reflected off at least one internal surface of the vehicle 10.
- the waveform of the noise sound wave 110 arriving the target location L T have to be determined in order to allow the speaker 300 to generate a compensation sound wave which acts to reduce or cancel out the noise sound wave 110 at the target location
- the noise sound wave 110 at the target location L T can be calculated back by using a reference waveform of the noise sound wave 110 and a distance D RF T between a location L RF and the target location L T .
- the reference location L RF is a location where the reference waveform is determined.
- the reference waveform of the noise sound wave can hereinafter be referred to as a“reference waveform”.
- the reference waveform may be a waveform of the noise sound wave at the location LNS of the noise source 100.
- the noise sound wave 110 may experience changes in amplitudes, frequencies and/or phases over a travel path from the location LNS to the target location LT, a corresponding channel model of which is as conceptually depicted in FIG. 3B.
- a channel element 1310 is taken into account for a loss which the noise sound wave 110 undergoes when passing through a surface 12.
- a channel element 1320 is taken into account for a frequency change due to an angle Q at which the noise sound wave 110 enters into the cabin of the vehicle 10 through the surface 12.
- Channel elements 1330 and 1340 are taken into account for a loss and a phase change, respectively, during the noise sound wave traveling over a path with a distance (e.g., Dn r).
- the loss of energy in a sound wave through a surface is due primarily to the reflection of said sound wave when crossing between materials of varying acoustic impedances.
- Equation (1) a percentage R of energy reflected back
- Zi and Z2 are impedances of the mediums that the sound waves are traveling through.
- Zi represents an impedance of air
- Z2 represents an impedance of a surface (e.g., door) of the vehicle 10 that the sound wave will have to pass through in order to enter the cabin.
- the equation (1) is called Fresnel's equation.
- this reflection accounts for greater than 99 percent of the sound energy being reflected back to the source instead of being transmitted into the cabin.
- material 12 which may be made of e.g., metal.
- the entering angle Q of the noise sound wave may be measured by using locations of the noise source 100, an operator (e.g., target location L T ), the surface 12 of the vehicle 10, etc.
- the angle Q gets closer to 90 degrees with respect to the surface 12 of the vehicle, the amplitude of the noise sound wave after passing through the surface 12 will become increased.
- the angle Q gets farther from 90 degrees with respect to the surface 12 of the vehicle, the amplitude of the noise sound wave after passing through the surface 12 will become decreased.
- S NS A(ci)cos(w NS t— p NS ) can be used to find the actual amplitude of the sound wave S NS at a point with attenuation being accounted for.
- a NS is an amplitude
- w NS is an angular frequency
- ⁇ p NS is the measured or known output phase.
- the amplitude A T at the target location L T will be given by abA N5 , here a and b are losses corresponding to the channel elements 1310 and 1330, respectively.
- the frequency w T at the target location L T will be given by w NS cos9.
- the phase f t at the target location L T will be given by ⁇ p NS + kD 12 j , here k is a wave number.
- the wave number is given by l/s, here l is a wavelength and s is a speed of a sound wave (e.g., 340 meters/second).
- the compensation sound wave 310 at the target location L T has to be given by:
- the control unit 200 calculates the compensation sound wave 310 that has to be generated from the speaker 300 based on the target waveform and a distance D S I_ T of the speaker 300 away from the target location L T , generates the control signal 201 based on the calculation, and transmits the control signal 201 to the speaker 300.
- the reference waveform of the noise sound wave at the location L NS may be known to the system 150.
- information of the noise sound waveform regarding amplitude, frequency and phase at the location L NS are stored in the memory 220 of the control unit 200.
- the control unit 200 may read such information of the reference waveform at the location L NS from the memory 220 and calculate the waveform change of the noise sound wave 110 over the path from the noise source 100 to the target location L T , e.g., based on the channel model shown in FIG. 3B.
- the reference waveform of the noise sound wave at the location L NS can be measured by using at least one microphone.
- one or more microphones can be attached to the noise source 100, or positioned around the location L NS of the noise source 100.
- the measured reference waveform of the noise sound wave may be transmitted to the control unit 200 via the communication interfaces 230.
- the control unit 200 may have a sound analyzing module 240 for determining the characteristics (e.g., amplitude, frequency, and phase) of the noise sound wave transmitted from the microphone(s).
- the reference waveform can be a waveform at a location positioned inside the vehicle 10.
- the reference waveform is measured by using at least one microphone positioned at a location L M I inside the vehicle 10.
- microphone can be positioned in a direct path 122 from the noise source 100 to the target location L T .
- FIG. 4B Depicted in FIG. 4B is an example channel model from the location L M I to the target location L T .
- channel elements 1410 and 1420 are taken into account for a loss and a phase change, respectively, during the noise sound wave traveling over a path from the location L M I to the target location L T having a distance D M I_ T .
- AS the microphone is positioned inside the vehicle 10, no consideration is made with regard to loss and frequency shift through the surface 12 which correspond to the channel elements 1310 and 1320, respectively.
- the noise cancellation system 150 may further include at least one space scanner such as a time of flight sensor, sonar module, or camera’s tracking for facial features located at specific positions to measure a layout of the interior of the vehicle and the position of the drivers ears 10 which allows the system 150 to be aware of positions of the microphone(s) (e.g., 400), the speaker 300, the target location L T , the surfaces (e.g., 12 and 14), etc.
- the measured layout information of the interior of the vehicle 10 may be transmitted to the control unit 200 and/or stored in the memory 220.
- the noise sound wave 110 may travel over different paths than the direct path 122 toward the target location LT, being reflected off one or more internal surfaces of the vehicle. Since the cabin of a vehicle is typically less than tens of meters (e.g., less than 17 meters) long, the reflections of the noise sound wave off cabin’s internal surface(s) may create a perceived lengthening of tones to the operator instead of an echo.
- the waveform of the reflected noise sound wave at the target location LT can be estimated by taking into account the paths over which the noise sound wave has to travel to reach the target location LT.
- the speaker 300 or at least one another speaker may be used to generate a compensation sound wave to cancel out the estimated waveform of the reflected noise sound wave, as described above. Duplicate description will be omitted for the sake of simplicity.
- a channel model that has to be considered may vary.
- the channel model may have to consider at least a loss through the surface 12 (see e.g., 1610 of FIG 6A), a frequency shift through the surface 12 (see e.g., 1620 of FIG 6A), a loss through the air path Di2_i4 between the surface 12 and the surface 14 (see e.g., 1630 of FIG 6A), a phase shift through the air path Dn_i4 (see e.g., 1640 of FIG 6A), an effect of reflection off the surface 14 (see e.g., 1650 of FIG 6A), a loss through the air path D M T between the surface 14 and the target location LT (see e.g., 1660 of FIG 6A) , and a phase shift through the air path DI4_T (see
- an angle at which the sound wave is reflected off the surface 14 and a material which the surface 14 is made of can be considered to determine the waveform change in e.g., amplitude, frequency and phase.
- the channel model may only consider the loss through the air path DI4_T between the surface 14 and the target location LT (see e.g., 1680 of FIG 6B) and the phase shift through the air path D M J (see e.g., 1690 of FIG 6B), as depicted in FIG. 6B.
- the noise cancellation system 150 can use at least one space scanner 500 such as a time of flight sensor or sonar module to map out a layout of the interior of the vehicle 10 which allows the system 150 to be aware of positions of the microphones (e.g., 400), the speaker 300, the target location LT, the surface (e.g., 12 and 14), etc.
- the measured information of the interior of the vehicle 10 can be used to estimate distances among the locations at interest or amount of time which it will take for the reflected sound to reach the target location LT.
- one or more internal surfaces (e.g., 12 and 14) of the vehicle 10 can be made of a sound absorbing or dampening material such as porous material which is outfitted in the vehicle.
- the use of the sound absorbing or dampening material for the internal surfaces of the vehicle may make the estimation of the waveform of noise sound at the target location more predictable.
- the at least one speaker 300 can be provided as a stand-alone, or a part of the OEM sound system built in the vehicle.
- the speaker(s) can have the ability to outfit the vehicle interior with a noise absorbing material to reduce the reflections of the wave off itself.
- the waveform of the noise sound wave 110 arriving the target location LT can be determined by leveraging an artificial intelligence (AI) platform based on machine learning algorithms.
- AI artificial intelligence
- an AI-powered platform for testing different vehicle types with different placements of speakers and a range of frequencies outputted by the noise source can be used, so that various parameters of the AI platform such as weights of the equations between the nodes in a neural network can be trained so as to reduce the measured volume at a known distance from the noise source by a greatest amount throughout a range of frequencies.
- FIG. 9 An example of a neural network with hidden layers used for training the AI platform is depicted in FIG. 9.
- electronics e.g., Omron Electronics B5T-007001-020
- a camera can be used to detect a person’s face as well as its pitch.
- a second camera at a known distance and angle from the first this can be used to triangulate the position of the driver and each of their ears.
- This is one variable that can be plugged into the input layer 910 of the neural network of FIG. 9 along with the frequency amplitude phase and distance from the noise source as well as the vehicle the air is being trained on itself.
- the output layer 930 would then consist of only one output which is the decibel level within a narrow frequency around the outputted frequency of the siren at that time at the drivers ears which can be measured using a microphone.
- the hidden layer 920 of the AI then will vary the weights of the equations contained within it to minimize the decibel level within this narrow frequency band.
- At least one microphone can be placed around the vehicle 10 for measuring ambient noise.
- the ambient noise can be amplified and provided to the control unit 200.
- the information of the ambient noise can be used by the control unit 200 to allow the operator (e.g., police officer) monitor the surroundings of the vehicle or patrol for someone on foot.
- FIG. 7 is a flow chart illustrating a noise cancellation method according to an
- step S710 of the control unit 200 determines the reference waveform of the noise sound wave 100 at a reference location LRF.
- step S720 the control unit calculates a waveform of the noise sound wave at the target location based on the determined reference waveform and a distance between the reference location and the target location.
- step S730 the control unit generates the control signal 201 based on the waveform of the noise sound wave at the target location to transmit the control signal to at least one speaker 300.
- step S740 the speaker 300 generates the compensation sound wave based on the control signal to transmit the compensation sound wave to the target location.
- FIG. 8 is a block diagram of a computing system 4000 according to an exemplary embodiment of the present disclosure.
- the computing system 4000 may be used as a platform for performing: the functions or operations described hereinabove with respect to at least one of the noise cancellation system 150 of FIG. 1 and/or the method described with reference to FIG. 7.
- the computing system 4000 may include a processor 4010, I/O devices 4020, a memory system 4030, a display device 4040, and/or a network adaptor 4050.
- the processor 4010 may drive the I/O devices 4020, the memory system 4030, the display device 4040, and/or the network adaptor 4050 through a bus 4060.
- the computing system 4000 may include a variety of computing system readable media. Such media may be any available media that is accessible by the computer system (e.g., 4000), and it may include both volatile and non-volatile media, removable and non-removable media.
- the memory system e.g., 4030
- the computer system e.g., 4000
- TDMA time division multiple access
- LTE long term evolution
- wireless LAN wireless local area network
- Bluetooth wireless personal area network
- Zig Bee wireless personal area network
- Exemplary embodiments of the present disclosure may include a system, a method, and/or a non-transitory computer readable storage medium.
- the non-transitory computer readable storage medium e.g., the memory system 4030
- the computer readable storage medium can be a tangible device that can retain and store instructions for use by an instruction execution device.
- the computer readable storage medium may be, for example, but not limited to, an electronic storage device, a magnetic storage device, an optical storage device, an electromagnetic storage device, a semiconductor storage device, or any suitable combination of the foregoing.
- a non-exhaustive list of more specific examples of the computer readable storage medium includes the following: a portable computer diskette, a hard disk, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EEPROM or Flash memory), a static random access memory (SRAM), a portable compact disc read-only memory (CD-ROM), a digital versatile disk (DVD), a memory stick, a floppy disk, or the like, a mechanically encoded device such as punch-cards or raised structures in a groove having instructions recorded thereon, and any suitable combination of the foregoing.
- RAM random access memory
- ROM read-only memory
- EEPROM or Flash memory erasable programmable read-only memory
- SRAM static random access memory
- CD-ROM compact disc read-only memory
- DVD digital versatile disk
- memory stick a floppy disk, or the like
- a mechanically encoded device such as punch-cards or raised structures in a groove having instructions recorded thereon
- a computer readable storage medium is not to be construed as being transitory signals per se, such as radio waves or other freely propagating electromagnetic waves, electromagnetic waves propagating through a waveguide or other transmission media (e.g., light pulses passing through a fiber-optic cable), or electrical signals transmitted through a wrre.
- Computer readable program instructions described herein can be downloaded to the computing system 4000 from the computer readable storage medium or to an external computer or external storage device via a network.
- the network may include copper transmission cables, optical transmission fibers, wireless transmission, routers, firewalls, switches, gateway computers and/or edge servers.
- a network adapter card e.g., 4050 or network interface in each computing/processing device receives computer readable program instructions from the network and forwards the computer readable program instructions for storage in a computer readable storage medium within the computing system.
- Computer readable program instructions for carrying out operations of the present disclosure may be assembler instructions, instruction-set-architecture (ISA) instructions, machine instructions, machine dependent instructions, microcode, firmware instructions, state setting data, or either source code or object code written in any combination of one or more programming languages, including an object oriented programming language such as Smalltalk, C++ or the like, and conventional procedural programming languages, such as the "C" programming language or similar programming languages.
- the computer readable program instructions may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server.
- the remote computer may be connected to the computing system (e.g., 4000) through any type of network, including a LAN or a WAN, or the connection may be made to an external computer (for example, through the Internet using an Internet Service Provider).
- electronic circuitry including, for example, programmable logic circuitry, field-programmable gate arrays (FPGA), or programmable logic arrays (PLA) may execute the computer readable program instructions by utilizing state information of the computer readable program instructions to personalize the electronic circuitry, in order to perform aspects of the present disclosure.
- These computer readable program instructions may also be stored in a computer readable storage medium that can direct a computer, a programmable data processing apparatus, and/or other devices to function in a particular manner, such that the computer readable storage medium having instructions stored therein comprises an article of manufacture including instructions which implement aspects of the function/act specified in the flowchart and/or block diagram block or blocks.
- the computer readable program instructions may also be loaded onto a computer, other programmable data processing apparatus, or other device to cause a series of operational steps to be performed on the computer, other programmable apparatus or other device to produce a computer implemented process, such that the instructions which execute on the computer, other programmable apparatus, or other device implement the functions/acts specified in the flowchart and/or block diagram block or blocks.
- each block in the flowchart or block diagrams may represent a module, segment, or portion of instructions, which comprises one or more executable instructions for implementing the specified logical function(s).
- the functions noted in the block may occur out of the order noted in the figures.
- two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved.
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Abstract
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PCT/US2019/021124 WO2020180326A1 (en) | 2019-03-07 | 2019-03-07 | System and method for noise cancellation in emergency response vehicles |
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EP3935625A1 true EP3935625A1 (en) | 2022-01-12 |
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EP19713258.2A Pending EP3935625A1 (en) | 2019-03-07 | 2019-03-07 | System and method for noise cancellation in emergency response vehicles |
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EP (1) | EP3935625A1 (en) |
CA (1) | CA3120372A1 (en) |
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US20050254664A1 (en) * | 2004-05-13 | 2005-11-17 | Kwong Wah Y | Noise cancellation methodology for electronic devices |
KR101018783B1 (en) * | 2009-07-24 | 2011-03-03 | 한국과학기술원 | Apparatus and method for noise control |
WO2015054661A1 (en) * | 2013-10-11 | 2015-04-16 | Turtle Beach Corporation | Parametric emitter system with noise cancelation |
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2019
- 2019-03-07 EP EP19713258.2A patent/EP3935625A1/en active Pending
- 2019-03-07 CA CA3120372A patent/CA3120372A1/en active Pending
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