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Acoustic Sensor Array Data Acquisition And Processing System Research Based On FPGA

Posted on:2024-09-26Degree:MasterType:Thesis
Country:ChinaCandidate:W M XiangFull Text:PDF
GTID:2568307079464574Subject:Electronic information
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The acoustic signal processing system modeled by acoustic array has been widely applied to various fields,such as smart conference,smart home,smart driving and diverse smart devices.“Directional Sound-Sensing” is a multi-channel speech enhancement technique which uses acoustic array as the implementation carrier,broadband beamforming as the implementation algorithm,and smart devices as the application target,aiming at providing high-quality audio input for the terminal smart applications.The system based on Field Programmable Gate Array(FPGA)can meet the technical requirements of complex computing,precise control,stable interaction,high throughput and low latency of acoustic-array oriented embedded systems,and is flexibly applied in different acoustic array systems.The goal of this research is to design an FPGA-based acoustic array system using ZYNQ-So C to achieve the function of Directional Sound-Sensing and apply it to different acoustic environments in real time to complete the established performance tests.The main innovative work of this work is that: In order to solve the key technical difficulties of “Directional Sound-Sensing”,including the “algorithm-level” breakthrough: short sound-capture distance,poor suppression of non-stationary speech interferers and inaccurate estimation of direction of arrival in complex acoustic environments,as well as the “system-level” breakthrough: low throughput,weak real-time,poor compactness,and high power consumption due to conventional DAQ+DSP/GPU/x86 Hardware schemes,two on-chip FPGA-based integrated acquisition-processing-transmission schemes for acoustic array systems and on-chip Directional Sound-Sensing processing algorithms implemented to each acoustic array system are designed.The proposed systems optimize the performance of Directional Sound-Sensing and show potential for applications in Directional Sound-Sensing and terminal intelligent voice interaction in complex environments.The research includes:1.Hardware system design: To address the above limitations of existing systemlevel hardware solution,design two sets of acoustic array systems based on FPGA,a 48-element microelectromechanical system(MEMS)digital microphone array system and a4-element fiber optic distributed acoustic sensing array system,respectively.This research will implement FPGA-based digital customization and on-chip design of acquisition-processing-transmission.Also,complete the hardware circuit design of the corresponding system,including PCB fabrication,peripheral configuration,and prototype assembly.2.Hardware accelerated algorithm design: To address the above performance limitations of the existing algorithm level,design FPGA-based hardware pipelined acceleration design for the two types of acoustic array systems respectively to achieve high-quality Directional Sound-Sensing.For the digital MEMS microphone array system,the hardware acceleration focuses on on-chip design of acquisition-processingtransmission and Audio-Visual-based broadband acoustic beamforming algorithm;for the fiber optic distributed acoustic array system,the hardware acceleration focuses on,in addition to the above,finite-point periodic trigger acquisition based on high-speed ADC,Trace stream to temporal series transposition operation,and 3×3 coupler differentiate and cross-multiply demodulation algorithm based on time division multiplexing optimization.3.Performance test experimentations: For the digital MEMS microphone array system,it satisfies real-time and stable operation,as well as achieves segmental SINR improvement of 12.7 d B,extensive short-time objective intelligibility(ESTOI)of 0.96,sound-capture distance of 15 m,and beam angle resolution within 20° in the given test environment.For the fiber optic distributed acoustic array system,it satisfies real-time and stable operation with an RMSE of 2.4° in sound source localization,4.3 d B for segmental SINR improvement,and 0.92 for ESTOI.
Keywords/Search Tags:Acoustic Array, FPGA, Directional Sound-Sensing, Audio-Visual, Fiber Optic Distributed Acoustic Sensing
PDF Full Text Request
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