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33results about How to "Flexible tuning" patented technology

Reconfigurable single-band-pass microwave photon filtering system and method

The invention discloses a reconfigurable single-band-pass microwave photon filtering system and method and belongs to the technical field of microwave photons. A device comprises a laser, an optical divider, an electro-optic phase modulator, an optical isolator, a first polarization controller, a high-nonlinearity medium, a pumping microwave source, an electro-optic intensity modulator, an optical amplifier, a second polarization controller, an optical circulator and a photoelectric detector. According to the microwave photon filtering system, single-band-pass photon filtering is conducted by utilizing a stimulated brillouin scattering effect in the high-nonlinearity medium, and a function of filtering reconfiguration is achieved by controlling the frequency spectrum of pumping microwave. The system and method solves the problem that the existing periodical microwave photon filtering system is limited in filtering range and the filtering waveform is not easy to reconfigure, and has the advantages of being high in stability and convenient to operate.
Owner:DALIAN UNIV OF TECH

Rolling bearing remaining life prediction method based on long-short term memory network

The invention provides a rolling bearing remaining life prediction method based on a long-short term memory network. The rolling bearing remaining life prediction method comprises the steps that characteristics of abrasion signals of the rolling bearing is extracted; principle component analysis is conducted on the extracted characteristics to obtain fusion characteristics; normalization processing is conducted on the fusion characteristics; cyclic overlapped interception is conducted on fusion characteristic data in a set step-size to obtain short sequences; the short sequences are divided into a training set and a prediction set; an LSTM deep learning network is constructed; the LSTM deep learning network is trained through the training set; the LSTM deep learning network is verified through the prediction set; and training results and prediction results are subjected to inverse normalization processing and output. According to the rolling bearing remaining life prediction method based on the long-short term memory network, an LSTM prediction model is provided based on the field of deep learning and has high applicability and accuracy in fault time sequence analysis, and the problem of long-term dependence in time sequence is solved.
Owner:UNIV OF SHANGHAI FOR SCI & TECH

KVM video coding quantization parameter range control method

The invention relates to a KVM video coding quantization parameter range control method comprising the following steps: inputting a frame of KVM video image and the target bit rate and target frame rate of video coding; setting the coding quantization parameter mode QpMode of the current frame; calculating the coding quantization parameter range of the current frame according to the coding quantization parameter mode of the current frame; performing H.264 and H.265 coding on the current frame of video image according to the coding quantization parameter range, and getting the number of frame bits of the current frame; and repeating the steps to code a next frame of video image. The system delay is ensured in a basically static scene. The video stream of a KVM scene is clearer at image details. Smooth stream output is ensured during scene switching. The quality convergence of video images is accelerated. A typical value range of each parameter is given so users can perform adjustment and optimization flexibly according to such factors as coder type, video resolution and system delay.
Owner:杭州比特瑞旺电脑有限公司

Impedance matching adjustable broadband rectification antenna based on resonance structure

The invention provides a matching adjustable broadband rectification antenna based on a resonance structure. The antenna comprises a receiving antenna and a rectification circuit based on adjustable branches of the resonance structure, the rectification circuit sequentially comprises a pre-capacitor, a rectification topological structure, a matching circuit, an output filter and a load in the energy flowing direction. The resonance structure and a matching branch knot are connected in series and then inserted between the front capacitor and the rectification topological structure. The impedance of the matching branch knot is adjusted through the impedance change of the resonance structure under different frequencies, so that the impedance of the rectification circuit under each frequency in the whole broadband is adjusted; and the impedance comprises a real part and an imaginary part of the impedance of the rectification circuit. According to the invention, an inductance-capacitance series-parallel resonance structure is adopted; the on or off state of the adjustable switching device and the impedance adjustable characteristic of the variable capacitance adjustable diode are simulated along with the change of the frequency, and the matching branch knot is converted into an adjustable matching branch knot, so that the impedance of the rectifying circuit is changed along with thechange of the frequency, and good impedance conjugate matching with the receiving antenna is adaptively realized.
Owner:SICHUAN UNIV

Central wavelength and channel interval tunable optical-comb-shaped interferometer

The invention provides a central wavelength and channel interval tunable optical-comb-shaped interferometer, which belongs to the field of fiber communication, and solves the problems of a present optical-comb-shaped interferometer including incapability of tuning the central wavelength and channel interval, high cost and limited application. In the optical-comb-shaped interferometer, the two ends of a doped fiber (1) are respectively connected in-line ports of a first 2*1 optical coupler (21) and a second 2*1 optical coupler (22), bifurcated ports (211, 221) of the first and second 2*1 optical couplers are respectively connected with a first long period grating (11) and a second long period grating (12) via a first optical isolator (61) and a second optical isolator (62), and the second long period grating is connected with an optical band-stop filter (7); and input ports of a first light modulator (41) and a second light modulator (42) are respectively connected with a first pump light source (31) and a second pump light source (32), modulation ports of the first and second light modulators are connected with a signal generator (5), and output ports of the first and second modulators are respectively connected with bifurcated ports (212, 222) of the first and second 2*1 optical couplers.
Owner:NORTH CHINA UNIVERSITY OF TECHNOLOGY

Tunable microwave pulse signal precise generation method and device by adopting polarization quadrature modulation

ActiveCN103532632APrecise carrier frequencyPrecise center frequencyElectromagnetic transmissionContinuous lightFrequency modulation
The invention discloses a tunable microwave pulse signal precise generation method and a tunable microwave pulse signal precise generation device by adopting polarization quadrature modulation. After a single-wavelength continuous light source is processed by a polarization quadrature dual-wavelength light source generation module, two light wavelengths with polarization states in quadrature and certain wavelength difference are output. The two wavelength components with the polarization states in quadrature respectively and simultaneously complete phase modulation for phase reversal on two quadrature polarization axes of a polarization modulator; then different frequency modulation areas of light signals at the two modulated light wavelengths are selected by using an intensity-modulated periodic time domain switch; finally, constant carrier frequency / chirped microwave pulse signals with designated pulse rate, pulse width and center carrier frequency are generated through frequency beating of a photoelectric detector. The tunable microwave pulse signal precise generation method and the tunable microwave pulse signal precise generation device by adopting polarization quadrature modulation have the advantages that on the premise that the generated microwave pulse signals are ensured to have high-frequency advantages and a large time-bandwidth product, the high-precision control and the flexible tuning of the pulse rate, the pulse width and the center carrier frequency of the generated pulse signals are further realized, the optional output of constant carry frequency / frequency chirped microwave pulse signals is also realized and the application scope is very wide.
Owner:SOUTHWEST JIAOTONG UNIV

Micro-electro-mechanical system (MEMS)-based multi-channel tunable fiber laser and control method for same

The invention discloses a micro-electro-mechanical system (MEMS)-based multi-channel tunable fiber laser and a control method for the same. The awkward scheme that a plurality of independent lasers are simply combined in a common multi-channel fiber laser structure is abandoned, and an integrated optical module is ingeniously shared by a plurality of fiber optical modules, so that the aim of simultaneously and independently tuning a plurality of paths of laser output by utilizing an MEMS processor is fulfilled, and the development of the multi-channel tunable fiber laser towards integration, miniaturization, high accuracy and multifunction are facilitated. A plurality of wavelength channels of laser can be simultaneously output, and the wavelength of the laser in each channel is continuously tunable within the waveband of an optical fiber amplifier, and the connection and disconnection of each channel are independently controlled; and the output wavelength and output power of each channel can be simultaneously and independently tuned locally or remotely through software. The whole experiment has low requirements on the environment, and is easy to operate and productize.
Owner:MINZU UNIVERSITY OF CHINA

Broadband continuous tuning optical carrier microwave filtering device

ActiveCN105811053AFlexible tuningEasy to achieve single passband frequency responseWaveguide type devicesSpectral hole burningCarrier signal
The invention discloses a broadband continuous tuning optical carrier microwave filtering device, which comprises spectral hole-burning crystal, a low-temperature thermostat, an electrooptical modulator, a carrier wave laser, an optical fiber collimator, a frequency accurate-tuning laser, an arbitrary signal generator, a converging lens and an extender lens, wherein the frequency accurate-tuning laser emits a hole-burning preset laser light to irradiate the crystal; ions with a corresponding frequency are excited to an upper energy level; within the lifetime of the upper energy level, a spectral burnt hole with a corresponding laser light frequency is left in the crystal; a microwave signal is loaded to a carrier wave laser light through the electrooptical modulator; and when to-be-filtered optical carrier microwave signals irradiate the same position of the crystal, the optical carrier microwave signal with the corresponding spectral hole-burning frequency passes through the crystal and the signals with other frequencies are absorbed by the crystal, so that reconfigurable and tunable optical carrier microwave signal filtering is achieved. The broadband continuous tuning optical carrier microwave filtering device has the characteristics of being flexible, tunable, reconfigurable and the like within a broad frequency range on the basis of transient spectral hole burning; and the single-passband frequency response is easy to achieve.
Owner:TECHNICAL INST OF PHYSICS & CHEMISTRY - CHINESE ACAD OF SCI

Optical wavelength interlacing filter with bandwidth allocation characteristics adjustable

The invention discloses an optical wavelength interlacing filter with the bandwidth allocation characteristics adjustable and belongs to the field of optical fiber communication. The optical wavelength interlacing filter with the bandwidth allocation characteristics adjustable overcomes the defects that the bandwidth of channels with the serial number being odd numbers and even numbers is not adjustable, loss is large and cost is high. According to the interlacing filter, the first port of a 1*2 optical coupler (20) is connected with an input wavelength division multiplexing signal (10), the second port of the 1*2 optical coupler (20) is connected with the first port of a first 2*2 optical coupler (1), and the third port of the 1*2 optical coupler (20) is connected with the first port of a second 2*2 optical coupler (2) through an optical phase modulator (6); the second port and the third port of the first 2*2 optical coupler are connected with the second port and the third port of a third 2*2 optical coupler (3) through a first doped optical fiber (11) and a second doped optical fiber (12) respectively, and the fourth port of the first 2*2 optical coupler is connected with the second port of the second 2*2 optical coupler; the third port and the fourth port of the second 2*2 optical coupler are connected with an odd-number output channel (7) and an even-number output channel (8) respectively; the first port and the fourth port of the third 2*2 optical coupler are connected with a first pump light source (91) and a second pump light source (92) respectively.
Owner:NORTH CHINA UNIVERSITY OF TECHNOLOGY

Femtosecond laser programmed type pixel-level long-period fiber grating manufacturing device

The invention relates to a femtosecond laser programmed type pixel-level long-period fiber grating manufacturing device. A designed programmed type control system realizes the writing of femtosecond laser to long-period fiber grating fixed on optical fiber of a high-precision three-dimensional displacement platform, and the manufactured long-period fiber grating has uniform modulated refractive index, the writing of the long-period fiber grating with tunable resonant wavelength and resonant peak can be realized by controlling the mobile distance and reciprocating times of the three-dimensional displacement platform, and the femtosecond laser programmed type pixel-level long-period fiber grating manufacturing device has the characteristics of small writing loss and high femtosecond laser utilization rate. Through the design of the programmed type system, the writing of the long-period fiber grating with tunable resonant wavelength and resonant peak can be realized by utilizing femtosecond. The manufactured femtosecond laser programmed type pixel-level long-period fiber grating manufacturing device has the advantages of low noise, no backward reflection, long resonant wavelength, easiness in tuning, controllability on the depth of resonant peak, and the like, thus providing an efficient preparation method with tunable parameters for applications in the fields of scientific research, fiber-optical communication and optical fiber sensing technology.
Owner:SHANDONG UNIV

Reconfigurable integrated microwave photonic band-pass filter

The invention discloses a reconfigurable integrated microwave photon band-pass filter, and belongs to the field of microwave photon signal processing. The reconfigurable integrated microwave photon band-pass filter comprises a semiconductor laser for outputting a continuous optical carrier signal; an optical beam splitter is used for splitting the continuous optical carrier signal into two paths of light beams; a microwave optical signal generation module is used for generating a microwave modulation signal and modulating the microwave modulation signal and one path of light beam output by the optical beam splitter to generate a microwave optical signal; a multi-stage cascaded second-order micro-ring filter is integrated, and bandwidth reconstruction and rejection ratio and center frequency tuning are carried out on the generated microwave optical signal; an optical coupler is used for combining the microwave optical signal with the other path of light beam output by the optical beam splitter; a microwave electric signal receiving module is used for converting the combined microwave optical signal into an electric signal and receiving the microwave electric signal. According to the invention, narrow-band filtering can be realized on the basis of a high radio frequency out-of-band rejection ratio, and bandwidth reconstruction of a microwave optical signal in a wide range and flexible tuning of a center frequency are realized.
Owner:HUAZHONG UNIV OF SCI & TECH

Distributed Bragg reflection laser-based chirp microwave generating device

The invention provides a distributed Bragg reflection laser-based chirp microwave generating device, which comprises an arbitrary waveform generator used for providing an electric signal which is changed along with the time; a distributed Bragg reflection laser electrically connected with the arbitrary waveform generator and used for generating a chirp laser according to the electric signal which is changed along with the time; a tunable single-mode laser used for generating a tunable single-mode laser; a coupler connected with the distributed Brag reflection laser and the tunable single-mode laser and used for coupling the chirp laser generated by the distributed Bragg reflection laser to the tunable single-mode laser generated by the tunable single-mode laser; and a photoelectric detector used for receiving the coupled laser and then generating a chirp microwave. The chirp microwave generating device can generate chirp microwaves adjustable in shape, period and bandwidth, and super-high in time-bandwidth product and compression ratio.
Owner:INST OF SEMICONDUCTORS - CHINESE ACAD OF SCI

Cavity Device and Its Elliptic Function Low-pass Filter

The invention relates to an elliptic function type low-pass filter, which comprises a longitudinal cavity body and a cover plate which are covered with each other. The two ends of the cavity body along the longitudinal direction are provided with two ports for external signal connection. A transmission rod for conducting signals between the two ports is provided in the cavity, and a number of resonant units are spaced above the transmission rod along its longitudinal direction, wherein the resonant unit includes an inductance element formed by twisting a wire and a dielectric plate printed with a tuning disc, the dielectric plate is arranged across the top of the elongated cavity, one end of the inductance element is in contact with the tuning disc of the dielectric plate, and the other end is connected to the The transmission rod contacts the connection. Furthermore, it relates to a cavity device, which adopts the aforementioned elliptic function type low-pass filter. The invention has the advantages of small insertion loss, high out-of-band suppression, wide suppression frequency band, good intermodulation suppression and the like.
Owner:COMBA TELECOM TECH (GUANGZHOU) CO LTD +1

A Rational Number Resonant Multi-Wavelength Coding Method Based on Dynamic Q-switching

ActiveCN110620324BAchieve simultaneous resonanceImplement codingLaser detailsTime domainResonance
The invention discloses a rational number resonant multi-wavelength encoding method of dynamic Q-switching, which includes sequentially connected pump sources, frequency selectors, 1*(n+1) wavelength division multiplexers, parameter conversion media, 1*( n+1) output coupler, n adjustable delayers and n Q-switching devices form n-way feedback parametric oscillation cavity and encoder. In the present invention, under the condition of not changing the cavity length of the oscillator, the stable oscillation of the parametric oscillator can still be realized only by selecting the frequency of the pump light output by the pump source through the frequency selector. In addition, the feedback signal light is divided into n channels of feedback according to different wavelengths, so that n wavelengths oscillate in the oscillation cavity at the same time, thereby obtaining multi-wavelength output. A Q-switching device is added to each of the n channels of feedback in the oscillator cavity. By changing the loss and resonance threshold in each cavity, various modulation waveforms in the time domain are realized, and then the rational number resonance multi-wavelength encoding of dynamic Q-switching is realized.
Owner:CHONGQING INST OF EAST CHINA NORMAL UNIV +3

Microwave photon imaging and identification integrated radar system based on semiconductor laser

The invention discloses a microwave photon imaging and identification integrated radar system based on a semiconductor laser, and the system comprises an injection light module, a slave laser, a first photoelectric detector, a power divider, a transmitting and receiving module, a microwave photon frequency mixing module, a target identification input module, a storage pool calculation system, and a target identification output module. A reserve computing system includes a driver module and a response module. Based on the semiconductor laser, the training cost of the system is reduced by utilizing the incomparable advantages of the high-speed propagation characteristic of laser in the calculation rate; based on the photon technology, not only is high-resolution radar imaging realized, but also integration of radar imaging and recognition is realized, the training time and cost are greatly reduced, and meanwhile, the method has the advantages of simple construction, high processing speed and high accuracy. Wherein the slave laser works in a single-period oscillation state, so that the generated radar emission signal has the advantages of large sweep bandwidth, high imaging resolution and flexible tuning.
Owner:SUZHOU UNIV

Ultraviolet broadband tuning frequency conversion method, device and laser

PendingCN114336259AAchieving Broadband Tunable Frequency ConversionEasy to integrateLaser detailsNonlinear optical crystalPhase grating
The invention discloses an ultraviolet broadband tuning frequency conversion method, an ultraviolet broadband tuning frequency conversion device and an ultraviolet broadband tuning frequency conversion laser, which are characterized in that a nonlinear optical crystal through which ultraviolet penetrates is cut along a certain direction, and phase gratings periodically arranged in an ordered region and a disordered region are processed in the crystal in an ultrafast laser photoetching form; the effective period length of the phase grating is changed by controlling the incident angle of the fundamental frequency light or the temperature of the nonlinear optical crystal, so that the phase difference between the fundamental frequency light and the frequency doubling light or the sum frequency light is adjusted to provide tunable phase compensation, the phase matching condition is met, phase matching in multiple polarization forms can be achieved at the same time, and the polarization effect is improved. Therefore, the ultraviolet broadband tuning frequency conversion is realized, and wavelength and power detection is facilitated; the invention provides a new way for ultraviolet broadband optical frequency conversion, gets rid of the limitation that traditional phase matching depends on a specific polarization direction, makes full use of the pump light source, and has the advantages of high output power, wide tunable wavelength range, no polarization limitation and the like.
Owner:SHANDONG UNIV

Optical comb interferometer with adjustable center wavelength and channel spacing

The invention provides a central wavelength and channel interval tunable optical-comb-shaped interferometer, which belongs to the field of fiber communication, and solves the problems of a present optical-comb-shaped interferometer including incapability of tuning the central wavelength and channel interval, high cost and limited application. In the optical-comb-shaped interferometer, the two ends of a doped fiber (1) are respectively connected in-line ports of a first 2*1 optical coupler (21) and a second 2*1 optical coupler (22), bifurcated ports (211, 221) of the first and second 2*1 optical couplers are respectively connected with a first long period grating (11) and a second long period grating (12) via a first optical isolator (61) and a second optical isolator (62), and the second long period grating is connected with an optical band-stop filter (7); and input ports of a first light modulator (41) and a second light modulator (42) are respectively connected with a first pump light source (31) and a second pump light source (32), modulation ports of the first and second light modulators are connected with a signal generator (5), and output ports of the first and second modulators are respectively connected with bifurcated ports (212, 222) of the first and second 2*1 optical couplers.
Owner:NORTH CHINA UNIVERSITY OF TECHNOLOGY

Tunable active filter

The invention provides a tunable active filter which comprises a light polarization input control unit, a magnetic filter body and a magnetic field loading unit, wherein the light polarization input control unit is used for converting input light into TM-mode polarized light which incomes in the K direction, the magnetic filter body is arranged at the rear end of an optical path of the light polarization input control unit and prepared through magnetic materials and dielectric substances, the magnetic filter body is of a periodic Bragg structure which has defects, extends in the K direction and is used for filtering the polarized light which incomes from the light polarized input control unit by means of a transmission peak generated by the defects of the periodic Bragg structure, and the magnetic loading unit is used for generating a magnetic field which is perpendicular to the K direction and the incident polarized light electric field direction and modulating the position of the transmission peak generated by the defects of the Bragg structure. The tunable active filter is easy to manufacture, quick in response, flexible in tuning process and high in tuning precision.
Owner:INST OF SEMICONDUCTORS - CHINESE ACAD OF SCI

Millimeter wave generator based on cascaded space-time symmetric optical fiber F-P resonant cavity

The invention discloses a millimeter wave generator based on a cascaded space-time symmetric optical fiber F-P resonant cavity. The generator comprises a dual-wavelength laser based on the cascaded space-time symmetric optical fiber F-P resonant cavity, an erbium-doped optical fiber amplifier and a photoelectric detector. The dual-wavelength laser comprises a 980nm pump light source, a wavelength division multiplexing coupler, a Bragg grating, a quartz capillary tube, a soft micro-flow conduit and a common single-mode fiber, wherein the end face of the Bragg grating is spin-coated with an erbium-doped ion sol-gel thin film and an erbium-free ion sol-gel thin film. A gain and loss thin film is used for constructing an F-P resonant cavity structure in space-time symmetry, dual-wavelength laser output can be obtained near a singular point, output laser is amplified by an erbium-doped optical fiber amplifier and then input into a photoelectric detector for frequency mixing, millimeter wave output can be obtained, and the millimeter wave output frequency can be tuned by filling a functional material and adjusting the refractive index of the functional material. The millimeter wave generator has the advantages of wide output frequency range, continuous frequency tuning, easiness in integration, high compatibility with an optical fiber system and the like.
Owner:NANKAI UNIV

A broadband continuous tuning optical carrier microwave filter device

ActiveCN105811053BFlexible tuningEasy to achieve single passband frequency responseWaveguide type devicesSpectral hole burningCarrier signal
The invention discloses a broadband continuous tuning optical carrier microwave filtering device, which comprises spectral hole-burning crystal, a low-temperature thermostat, an electrooptical modulator, a carrier wave laser, an optical fiber collimator, a frequency accurate-tuning laser, an arbitrary signal generator, a converging lens and an extender lens, wherein the frequency accurate-tuning laser emits a hole-burning preset laser light to irradiate the crystal; ions with a corresponding frequency are excited to an upper energy level; within the lifetime of the upper energy level, a spectral burnt hole with a corresponding laser light frequency is left in the crystal; a microwave signal is loaded to a carrier wave laser light through the electrooptical modulator; and when to-be-filtered optical carrier microwave signals irradiate the same position of the crystal, the optical carrier microwave signal with the corresponding spectral hole-burning frequency passes through the crystal and the signals with other frequencies are absorbed by the crystal, so that reconfigurable and tunable optical carrier microwave signal filtering is achieved. The broadband continuous tuning optical carrier microwave filtering device has the characteristics of being flexible, tunable, reconfigurable and the like within a broad frequency range on the basis of transient spectral hole burning; and the single-passband frequency response is easy to achieve.
Owner:TECHNICAL INST OF PHYSICS & CHEMISTRY - CHINESE ACAD OF SCI

Impedance Matching Adjustable Broadband Rectenna Based on Resonant Structure

The invention provides a broadband rectifying antenna with adjustable matching based on a resonant structure, including a receiving antenna and a rectifying circuit based on an adjustable branch of a resonant structure; the rectifying circuit is sequentially composed of a front capacitor, a rectifying topology, a matching circuit, Output filter and load; the resonant structure and the matching branch are inserted in series between the precapacitor and the rectification topology; through the impedance change of the resonant structure at different frequencies, the impedance of the matching branch is adjusted, thereby adjusting the rectification circuit in the entire broadband. The impedance at a frequency includes the real and imaginary parts of the rectifier circuit impedance. The invention adopts the series-parallel resonance structure of inductance and capacitance, and simulates the closed or disconnected state of the adjustable switching device and the impedance adjustable characteristic of the varactor adjustable diode as the frequency changes, and converts the matching branch into an adjustable matching branch, so that the rectifier circuit The impedance is changed as the frequency changes, and a good impedance conjugate matching with the receiving antenna is realized adaptively.
Owner:SICHUAN UNIV

Micro-electro-mechanical system (MEMS)-based multi-channel tunable fiber laser and control method for same

The invention discloses a micro-electro-mechanical system (MEMS)-based multi-channel tunable fiber laser and a control method for the same. The awkward scheme that a plurality of independent lasers are simply combined in a common multi-channel fiber laser structure is abandoned, and an integrated optical module is ingeniously shared by a plurality of fiber optical modules, so that the aim of simultaneously and independently tuning a plurality of paths of laser output by utilizing an MEMS processor is fulfilled, and the development of the multi-channel tunable fiber laser towards integration, miniaturization, high accuracy and multifunction are facilitated. A plurality of wavelength channels of laser can be simultaneously output, and the wavelength of the laser in each channel is continuously tunable within the waveband of an optical fiber amplifier, and the connection and disconnection of each channel are independently controlled; and the output wavelength and output power of each channel can be simultaneously and independently tuned locally or remotely through software. The whole experiment has low requirements on the environment, and is easy to operate and productize.
Owner:MINZU UNIVERSITY OF CHINA

Electric vehicle speed reducer remaining service life prediction method based on LSTM

The invention discloses an electric vehicle speed reducer remaining service life prediction method based on LSTM. The method comprises the steps of: preprocessing full-life-cycle vibration data of an electric vehicle speed reducer; constructing degradation characteristics of reducer vibration signals on a time domain, a frequency domain and a time-frequency domain, thereby constructing a degradation characteristic data set of each electric vehicle reducer, and constructing a residual life prediction model by using an LSTM neural network; normalizing the degradation characteristic data set input into the prediction model; carrying out segmentation processing on the normalized data; dividing the degradation characteristic data set into a training set and a test set, and taking training data as the input of the whole prediction network model; and performing network parameter adjustment by using a single variable method, and outputting an optimal life prediction result. The prediction method which is more reliable and higher in generalization is provided for analysis of the remaining service life of the speed reducer of the electric vehicle.
Owner:ZHEJIANG UNIV OF TECH

Graphene and nano antenna array-based tunable directional coupler

The invention provides a graphene and nano antenna array-based tunable directional coupler, which comprises a nano antenna array, a first graphene layer and a waveguide, wherein the nano antenna arrayis arranged on the upper surface of the first graphene layer; the first graphene layer is arranged above the waveguide; the nano antenna array is used for highly and directionally coupling an opticalsignal component meeting a preset polarization direction in free space and in a tunable directional coupler working band to a specific mode in the waveguide; and the first graphene layer is used forchanging the working wavelength of the tunable directional coupler under effects of external voltage. According to the graphene and nano antenna array-based tunable directional coupler provided in theinvention, as the first graphene layer is used for changing the working wavelength of the tunable directional coupler under effects of external voltage, high-speed and real-time tuning on the workingwavelength of the tunable directional coupler can be realized.
Owner:TSINGHUA UNIV
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