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Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering最新文献

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Modelling and simulation of suspension system based on topological structure 基于拓扑结构的悬挂系统建模与仿真
Jiangpeng Ren, Huijie Zhang, Huirong Hao, Dong Zhou, Jiawei Wang, Wenchao Zhao
The traditional approach of longitudinal cutting in suspension system simplification introduces redundant degrees of freedom, leading to increased system errors. This study focused on a seven degrees of freedom (7DOF) car model and constructed a suspension system topology model based on an across-cutting approach. To emulate road surface excitation, the filtered white noise method was employed. MATLAB/Simulink was used to create simulation models for the across-cutting, traditional longitudinal cutting and the whole car structure. Comparative analysis of these three topologies was conducted in both the time and frequency domains. Simulation results demonstrated that the performance curve of the across-cutting simplified suspension system closely matched that of the whole car model, validating the accuracy of the proposed across-cutting topology. Furthermore, when compared to traditional longitudinal cutting, the across-cutting simplification method reduced the natural frequency error of body pitch vibration by 25% and decreased the root mean square error of body acceleration by 27%. The suspension topology based on across-cutting more closely resembled the actual car structure, offering a theoretical foundation for enhancing overall ride comfort in automobiles.
在悬架系统简化过程中,传统的纵向切割方法会引入多余的自由度,导致系统误差增大。本研究以七自由度(7DOF)汽车模型为重点,基于横切法构建了悬架系统拓扑模型。为了模拟路面激励,采用了滤波白噪声方法。使用 MATLAB/Simulink 创建了横切、传统纵切和整车结构的仿真模型。在时域和频域对这三种拓扑结构进行了比较分析。仿真结果表明,横切式简化悬架系统的性能曲线与整车模型的性能曲线非常吻合,验证了所提出的横切式拓扑结构的准确性。此外,与传统的纵向切割相比,横切简化方法将车身俯仰振动的固有频率误差降低了 25%,将车身加速度的均方根误差降低了 27%。基于横切的悬架拓扑结构更接近实际汽车结构,为提高汽车的整体乘坐舒适性提供了理论基础。
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引用次数: 0
Research on trajectory tracking control of driverless cars based on game theory 基于博弈论的无人驾驶汽车轨迹跟踪控制研究
Gang Li, Tian Tian, Jialin Song, Ning Li, Hongfei Bai
The purpose of this game theory-based trajectory tracking control study of driverless cars is to resolve the conflicting problems of trajectory precision in tracking and drive stability for driverless cars in lane change situations. The general plan for control is made. The lateral control is based on the theory of evolutionary games, and the linear quadratic regulator (LQR) is a method for linear quadratic control with predictive feedforward. When it comes to dynamic systems that vary over time, trajectory tracking precision and drive stability are both sides of the same coin. The payoff matrix is first constructed to determine the utility function, followed by the dynamical replication system to evolve the weights of both sides, and finally the optimal an equilibrium strategy for weight allocation between the two sides of the game to achieve the optimal objective function is determined. The longitudinal dual PID controller has been designed based on proportional, differential, and integral theory. The results reveal that the developed controller outperforms the LQR controller in terms of tracking outcomes, as well as path tracking precision and drive stability.
这项基于博弈论的无人驾驶汽车轨迹跟踪控制研究旨在解决无人驾驶汽车在变道情况下的轨迹跟踪精度和驾驶稳定性这两个相互矛盾的问题。控制的总体方案已经制定。横向控制以进化博弈理论为基础,线性二次调节器(LQR)是一种带预测前馈的线性二次控制方法。对于随时间变化的动态系统,轨迹跟踪精度和驱动稳定性是一个问题的两个方面。首先构建报酬矩阵以确定效用函数,然后通过动态复制系统演化双方的权重,最后确定博弈双方权重分配的最优均衡策略,以实现最优目标函数。基于比例、微分和积分理论,设计了纵向双 PID 控制器。结果表明,所开发的控制器在跟踪结果、路径跟踪精度和驱动稳定性方面均优于 LQR 控制器。
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引用次数: 0
Development of a novel multi-fidelity meta modeling approach for robust multi-objective optimization of a natural gas-hydrogen/diesel dual fuel engine 为天然气-氢气-柴油双燃料发动机的稳健多目标优化开发新型多保真元建模方法
Youcef Sehili, Mahfoudh Cerdoun, L. Tarabet, Khaled Loubar, Clément Lacroix
Multi-fidelity modeling (MFM) is an evolving field that matches low-fidelity models (LFM) and high-fidelity models (HFM) to get better solutions with low computational cost. However, improving the duality between accuracy and computational cost remain challenging, particularly for complex problems such as dual fuel engines. This paper contributes to the MF modeling cost-effectiveness improvement by proposing a new approach to solve large-dimensional multi-objective optimization problems. The first step is to build a meta-model based on the LF model, which will be subjected to a comet-governed analysis to detect potential areas where the uncertainty on the LF model is relatively high. Then, a design of experiment (DOE) will be developed based on the results of this analysis to construct an initial HF model. Finally, an iterative loop will be activated to improve the accuracy of the MF model using a well-weighed combination of the details delivered by the LF model correction via the HF model and the HF meta-model. The developed approach is validated on four different mathematical benchmarks with different difficulties, compared with four different MF modeling strategies. This validation shows that the proposed MF modeling is competitive and can produce solutions as accurate as the HF model while reducing significantly the overall computation time by up to 50%. As an engineering application, the operating conditions in a natural gas-hydrogen/diesel dual fuel engine in terms of compression ratio, pilot injection timing, and EGR are optimized. A reduction of 46%, 68%, and 96% was achieved for HC, NOx, and the knocking index, respectively, while an increase in thermal efficiency of about 5% was obtained.
多保真度建模(MFM)是一个不断发展的领域,它将低保真度模型(LFM)和高保真度模型(HFM)相匹配,从而以较低的计算成本获得更好的解决方案。然而,提高精确度和计算成本之间的二元性仍然具有挑战性,特别是对于双燃料发动机等复杂问题。本文提出了一种解决大维度多目标优化问题的新方法,有助于提高 MF 建模的成本效益。第一步是在 LF 模型的基础上建立元模型,并对其进行彗星控制分析,以检测 LF 模型不确定性相对较高的潜在区域。然后,根据分析结果制定实验设计(DOE),构建初始高频模型。最后,将启动一个迭代循环,通过高频模型和高频元模型对低频模型修正所提供的细节进行综合权衡,从而提高高频模型的准确性。所开发的方法在四个不同难度的数学基准上进行了验证,并与四个不同的中频建模策略进行了比较。验证结果表明,所提出的 MF 建模具有竞争力,可以生成与高频模型一样精确的解决方案,同时将总体计算时间大幅减少 50%。在工程应用中,对天然气-氢气/柴油双燃料发动机的压缩比、先导喷射正时和 EGR 等运行条件进行了优化。HC、NOx 和爆震指数分别降低了 46%、68% 和 96%,热效率提高了约 5%。
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引用次数: 0
Study on multi-objective adaptive cruise control of intelligent vehicle based on multi-mode switching 基于多模式切换的智能车辆多目标自适应巡航控制研究
Qiping Chen, Lu Gan, Zhiqiang Jiang, Zhao Xu, Xiaobo Zhang
Aiming at the problems of slow response, poor comfort and high fuel consumption of the existing adaptive cruise control system under complex operating conditions, a multi-objective adaptive cruise control method of intelligent vehicles based on multi-mode switching is proposed. Firstly, the overall scheme of the adaptive cruise control system is designed by using the hierarchical control structure, and the multi-mode switching strategy is designed by using the fuzzy control theory to realize the division and switching of the working modes during vehicle cruise. Secondly, based on the variable spacing strategy and longitudinal kinematics model, the multi-objective of safety, following performance, fuel economy and comfort is analyzed and carried out, and a quadratic multi-objective optimization function based on multi constraints is obtained. Then, the model predictive control algorithm based on particle swarm optimization (PSO) is used to transform multi-objective function into a standard form with predictive control increment as the optimization variable, and the optimal control rate is solved. Finally, the simulation experiment is carried out by setting three complex working conditions: the preceding vehicle uniform speed change, the preceding vehicle rapid speed change and the adjacent vehicle cut in. The results show that the proposed method can meet the requirements of safety, comfort and fuel economy, and can improve the adaptability and friendliness of intelligent vehicle cruise control system.
针对现有自适应巡航控制系统在复杂工况下存在的响应速度慢、舒适性差、油耗高等问题,提出了一种基于多模式切换的智能汽车多目标自适应巡航控制方法。首先,利用分层控制结构设计了自适应巡航控制系统的总体方案,并利用模糊控制理论设计了多模式切换策略,实现了车辆巡航过程中工作模式的划分与切换。其次,基于变间距策略和纵向运动学模型,对安全性、跟随性能、燃油经济性和舒适性等多目标进行了分析和运算,得到了基于多约束条件的二次多目标优化函数。然后,利用基于粒子群优化(PSO)的模型预测控制算法,将多目标函数转化为以预测控制增量为优化变量的标准形式,求解最优控制率。最后,通过设置前车匀速变速、前车快速变速和邻车切入三种复杂工况进行了仿真实验。结果表明,所提出的方法能满足安全性、舒适性和燃油经济性的要求,并能提高智能车辆巡航控制系统的适应性和友好性。
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引用次数: 0
Development of combined simulation device for vehicle lateral acceleration and yaw 开发车辆横向加速度和偏航组合模拟装置
Fuwei Sun, Kunkun Li, Guoqiang Chen, De-Sheng Guo, Jincan Kang, Chaorui Ren
When driving, the handling stability and active safety of the vehicle are influenced by the Electronic Stability Program (ESP). The ESP electrical performance test is crucial to the research and development of the whole vehicle. Considering the available space and the safety of the road test, today, the static electrical performance test can only be carried out for the ESP, and the dynamic electrical performance test method is lacked. During driving, the vehicle generated lateral acceleration and yaw angle can activate the ESP, however it is difficult to collect these dynamic signals. Therefore, a combined simulation device for lateral acceleration and yaw is designed in the study. The lateral acceleration is calculated by controlling the motor rotation speed of based on the principle of centrifugal acceleration in circular motion. The yaw angle is obtained by adjusting the motor rotation position. Integrated signal combines two simulation principles to simulate two physical signals at the same time. The practical application in the testing field, it is necessary to reasonably design the combined simulation device structure. The device mainly consists of a power device, a transmission mechanism, an actuator, an angle generator and a signal transmission unit. In the process of study, stress analysis is carried out on key components, and the fatigue strength is checked based on the third strength theory. Then the finite element analysis method is applied to verify the component. Finally, the feasibility of the combined simulation device is verified. In the paper, the simulation device can collect the physical signals of various working conditions, which it transmits the signals to the ESP in real time and the vehicle responds according to the signals. The developed device has extremely important practical value for the vehicle electrical performance test.
驾驶时,车辆的操控稳定性和主动安全性受到电子稳定程序(ESP)的影响。ESP 电气性能测试对整车的研发至关重要。考虑到可用空间和路试的安全性,目前只能对 ESP 进行静态电气性能测试,缺乏动态电气性能测试方法。在行驶过程中,车辆产生的横向加速度和偏航角会激活 ESP,但这些动态信号很难采集。因此,本研究设计了一个横向加速度和偏航的组合模拟装置。横向加速度是根据圆周运动中离心加速度的原理,通过控制电机转速计算得出的。偏航角通过调整电机旋转位置获得。集成信号结合了两种模拟原理,可同时模拟两种物理信号。在试验现场的实际应用中,需要合理设计组合仿真装置结构。该装置主要由动力装置、传动机构、执行器、角度发生器和信号传输单元组成。在研究过程中,对关键部件进行了应力分析,并根据第三强度理论检验了疲劳强度。然后采用有限元分析方法对部件进行验证。最后,验证了组合仿真装置的可行性。在本文中,模拟装置可以采集各种工况的物理信号,并将信号实时传输给 ESP,车辆根据信号做出响应。所开发的装置对于车辆电气性能测试具有极其重要的实用价值。
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引用次数: 0
Research on speed predictive control system of intelligent connected vehicle based on V2X 基于 V2X 的智能网联汽车速度预测控制系统研究
Aijuan Li, Chuanhu Niu, Xueyong Sun, Yuanshuai Jiang, Gang Liu
To enhance the efficiency of urban road traffic and reduce waiting time at traffic lights, this paper proposes a V2X based speed prediction control method for intelligent connected vehicles. Firstly, this paper uses PreScan to build an intelligent network environment model based on V2X communication technology. Then, the traffic signal and target vehicle information transmitted by V2X are analyzed and processed, leading to the design of an intelligent connected vehicle speed prediction control system. Finally, comparative experiments were conducted using HIL between the conventional vehicle speed decision control system and the V2X-based intelligent connected vehicle speed prediction control system under various operating conditions. The experimental results demonstrate that the proposed speed prediction control system can reduce waiting time for traffic lights and enhance road traffic efficiency. Therefore, this paper’s designed speed prediction control system is both effective and feasible, providing a reference for future research on intelligent connected vehicle speed decision control.
为提高城市道路交通效率,减少红绿灯等待时间,本文提出了一种基于 V2X 的智能网联汽车速度预测控制方法。首先,本文利用 PreScan 建立了基于 V2X 通信技术的智能网络环境模型。然后,对 V2X 传输的交通信号和目标车辆信息进行分析和处理,从而设计出智能网联汽车速度预测控制系统。最后,使用 HIL 对传统车辆速度决策控制系统和基于 V2X 的智能互联车辆速度预测控制系统在各种运行条件下进行了对比实验。实验结果表明,所提出的车速预测控制系统可以减少交通信号灯的等待时间,提高道路交通效率。因此,本文设计的车速预测控制系统既有效又可行,为未来智能网联汽车车速决策控制研究提供了参考。
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引用次数: 0
Nonstationary time-frequency characteristics of vehicle suspension systems based on evolutionary power spectral density 基于进化功率谱密度的车辆悬架系统非稳态时频特性
Buyun Zhang, Chin-An Tan, Zhiqiang Liu, Zhenglin Hu
Improving the ride comfort for vehicles that travel at varying speeds is a nonstationary problem and has been an increasingly important topic for suspension system research. Accurate identification of frequencies associated with the resonant responses is needed for effective design of active suspension control strategies. However, traditional time-frequency (TF) methods have resolution limitations in either the time domain or the frequency domain. This paper proposes a new methodology to employ the evolutionary power spectral density (EPSD) to describe the responses of vehicles in the time-frequency domain. The key to calculate the responses in nonstationary cases is to derive the nonuniform modulation function which is obtained by the pseudo excitation method. To illustrate the applicability of the proposed method, an example of a seven-degree-of-freedom vehicle model is investigated in which the nonstationary excitations acting on the wheels are computed by the nonuniform modulation function and a precise integration method. Results show that resolutions obtained by the EPSD are more precise than the traditional TF methods with less than 0.2 Hz of bandwidth in both the lower frequency range at the first natural frequency of 1 Hz and in the higher frequency around 10 Hz. Moreover, the changing of the resonant frequency with varying speeds provides the insights, from the perspective of human body’s sensitivity to frequencies of vibration, to improve the ride comfort for vehicles under nonstationary driving conditions.
改善以不同速度行驶的车辆的乘坐舒适性是一个非稳态问题,也是悬架系统研究中一个日益重要的课题。要有效设计主动悬架控制策略,就必须准确识别与共振响应相关的频率。然而,传统的时频 (TF) 方法在时域或频域上都存在分辨率限制。本文提出了一种新方法,采用演化功率谱密度 (EPSD) 来描述车辆在时频域的响应。计算非稳态情况下响应的关键是推导出非均匀调制函数,该函数通过伪激励方法获得。为了说明所提方法的适用性,我们以一个七自由度车辆模型为例进行了研究,通过非均匀调制函数和精确积分法计算了作用在车轮上的非稳态激励。结果表明,在第一固有频率为 1 Hz 的低频范围和 10 Hz 左右的高频范围内,EPSD 得到的分辨率比传统的 TF 方法更精确,带宽小于 0.2 Hz。此外,从人体对振动频率敏感性的角度来看,共振频率随车速变化而变化的情况为改善非稳态驾驶条件下车辆的乘坐舒适性提供了启示。
{"title":"Nonstationary time-frequency characteristics of vehicle suspension systems based on evolutionary power spectral density","authors":"Buyun Zhang, Chin-An Tan, Zhiqiang Liu, Zhenglin Hu","doi":"10.1177/09544070231225503","DOIUrl":"https://doi.org/10.1177/09544070231225503","url":null,"abstract":"Improving the ride comfort for vehicles that travel at varying speeds is a nonstationary problem and has been an increasingly important topic for suspension system research. Accurate identification of frequencies associated with the resonant responses is needed for effective design of active suspension control strategies. However, traditional time-frequency (TF) methods have resolution limitations in either the time domain or the frequency domain. This paper proposes a new methodology to employ the evolutionary power spectral density (EPSD) to describe the responses of vehicles in the time-frequency domain. The key to calculate the responses in nonstationary cases is to derive the nonuniform modulation function which is obtained by the pseudo excitation method. To illustrate the applicability of the proposed method, an example of a seven-degree-of-freedom vehicle model is investigated in which the nonstationary excitations acting on the wheels are computed by the nonuniform modulation function and a precise integration method. Results show that resolutions obtained by the EPSD are more precise than the traditional TF methods with less than 0.2 Hz of bandwidth in both the lower frequency range at the first natural frequency of 1 Hz and in the higher frequency around 10 Hz. Moreover, the changing of the resonant frequency with varying speeds provides the insights, from the perspective of human body’s sensitivity to frequencies of vibration, to improve the ride comfort for vehicles under nonstationary driving conditions.","PeriodicalId":509770,"journal":{"name":"Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139607216","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Path tracking fault-tolerant control of intelligent distributed drive electric vehicle based on sliding mode observer 基于滑模观测器的智能分布式驱动电动汽车路径跟踪容错控制
Linfeng Zhao, Ruiteng Wang, Ting Fang, Shengshan Liu, Kaiqi Hu, Jinfang Hu, Dingzhi Zhang
In this paper, an intelligent distributed drive electric vehicle is used as the research object. The research aims to solve the problem of path-tracking control of intelligent vehicles when the single-side in-wheel motor of the front axle fails. A fault-tolerant control method based on sliding mode observer is proposed. Firstly, an overall vehicle dynamics model considering the failure factor is established, and the failure of the in-wheel motor is monitored by the sliding mode observer. Torque coordination compensation control is activated according to the observed failure. The control system mainly consists of two parts: the torque-coordinated lateral stability controller and the prediction fault tolerant deviation compensation controller. The torque-coordinated lateral stability controller controls the torque of the other wheels to balance the front wheel torque, and the prediction tolerant deviation compensation controller uses Model Predictive Control (MPC) to control the front wheel angle and rear wheel torque of the vehicle to reduce the lateral deviation. Finally, under double-lane change conditions, dynamics simulations and hardware-in-loop experiments are performed to validate the effectiveness of the proposed control method.
本文以智能分布式驱动电动汽车为研究对象。研究旨在解决前轴单侧轮内电机故障时智能车辆的路径跟踪控制问题。研究提出了一种基于滑模观测器的容错控制方法。首先,建立考虑故障因素的整车动力学模型,并通过滑模观测器监测轮内电机的故障情况。根据观察到的故障激活扭矩协调补偿控制。控制系统主要由两部分组成:扭矩协调横向稳定性控制器和预测容错偏差补偿控制器。扭矩协调横向稳定性控制器控制其他车轮的扭矩,以平衡前轮扭矩;预测容错偏差补偿控制器使用模型预测控制(MPC)来控制车辆的前轮角度和后轮扭矩,以减少横向偏差。最后,在双车道变化条件下,进行了动力学仿真和硬件在环实验,以验证所提控制方法的有效性。
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引用次数: 0
Steering collision avoidance and lateral stability coordinated control based on vehicle lateral stability region 基于车辆横向稳定区域的转向防撞和横向稳定协调控制
Qianxi Pan, Bing Zhou, Xiaojian Wu, Qingjia Cui, Kangqiang Zheng
The balance between vehicle lateral stabilization and collision avoidance is critical for steering collision avoidance in emergency situations. On the one hand, emergency steering may cause a vehicle to lose its lateral stability. On the other hand, the overly conservative stability controller may compress the safety margin of vehicle collision avoidance, leading to failure of collision avoidance. Therefore, steering collision avoidance and lateral stability coordinated control (SCALSC) based on the vehicle stability region is proposed. The Lyapunov’s Second Method is used to obtain the lateral stability region instead of the linear two-degree-of-freedom (2-DOF) vehicle states as the stability tracking target to ensure that the vehicle states are in the stability region. The SCALSC includes an active steering controller and a direct-yaw-moment controller (DYC). An active steering controller is used for collision avoidance in emergency conditions, while DYC is used for stability control. An intervention criterion for the DYC system is proposed by using the Hurwitz criterion. Finally, a simulation test was carried out based on MATLAB/Simulink. The simulation results show that the proposed coordinated control method ensures stability, improves the safety margin of collision avoidance, and realizes multiobjective coordinated control of collision avoidance and autonomous vehicle stability control in emergency situations.
车辆横向稳定性和避免碰撞之间的平衡对于紧急情况下避免转向碰撞至关重要。一方面,紧急转向可能导致车辆失去横向稳定性。另一方面,过于保守的稳定性控制器可能会压缩车辆防撞的安全系数,导致防撞失败。因此,提出了基于车辆稳定区域的转向防撞和横向稳定性协调控制(SCALSC)。采用 Lyapunov's Second 方法获得横向稳定区域,而不是以线性二自由度(2-DOF)车辆状态作为稳定跟踪目标,以确保车辆状态处于稳定区域内。SCALSC 包括一个主动转向控制器和一个直接偏航力矩控制器(DYC)。主动转向控制器用于在紧急情况下避免碰撞,而 DYC 则用于稳定性控制。通过使用 Hurwitz 准则,提出了 DYC 系统的干预准则。最后,基于 MATLAB/Simulink 进行了仿真测试。仿真结果表明,所提出的协调控制方法确保了稳定性,提高了避撞的安全系数,实现了紧急情况下避撞和自主车辆稳定性控制的多目标协调控制。
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引用次数: 0
Automatic evaluation method for vehicle audio warning system using MFCC-polynomial hybrid feature 使用 MFCC 多项式混合特征的车辆音频预警系统自动评估方法
Zuoliang Wang, Qimin Xu, Zehua Chen
In the evaluation of vehicle audio warning system, there is no automatic method. Besides, due to the noise interference of in-vehicle environmental, the quantity limitation and only positive training samples, the accuracy of traditional template matching or identification methods for audio is low. To solve the above problems, an efficient, accurate, and automatic evaluation method is proposed for vehicle audio warning system. Firstly, logmmse-spectrum subtraction method is used to filter the dynamic noise and static noise of the evaluation audio acquired in the in-vehicle environment. Secondly, the end point detection based on short-time energy is used to obtain the effective audio segment after noise reduction, and the start time of the audio warning segment can be accurately obtained. Then, the Mel Frequency Cepstrum Coefficient (MFCC) feature and the polynomial fitting feature of each audio segment are extracted. The hybrid features are treated as the input of the Hidden Markov Model-Gaussian Mixture Model (GMM-HMM) based audio matching model. Finally, according to frame shift set by endpoint detection and the audio sampling frequency, the emitted time of matched audio warning can be calculated to support the evaluation of vehicle audio warning system. The experimental result shows that, with dynamic-static noise reduction and MFCC-polynomial hybrid feature, the average matching accuracy of the proposed method reaches 99.6% in the case of only five training samples.
在车载音频预警系统的评估方面,目前还没有一种自动方法。此外,受车载环境噪声干扰、数量限制和仅有正向训练样本等因素影响,传统的音频模板匹配或识别方法准确率较低。为解决上述问题,本文提出了一种高效、准确、自动的车载音频预警系统评估方法。首先,采用 logmmse 频谱减法过滤车载环境中获取的评估音频的动态噪声和静态噪声。其次,利用基于短时能量的端点检测法获得降噪后的有效音频片段,从而准确获得音频预警片段的起始时间。然后,提取每个音频片段的 Mel Frequency Cepstrum Coefficient(MFCC)特征和多项式拟合特征。混合特征被视为基于隐马尔可夫模型-高斯混合模型(GMM-HMM)的音频匹配模型的输入。最后,根据端点检测设置的帧偏移和音频采样频率,可以计算出匹配音频警报的发射时间,从而为车辆音频警报系统的评估提供支持。实验结果表明,在采用动态-静态降噪和 MFCC-多项式混合特征的情况下,在只有 5 个训练样本的情况下,所提方法的平均匹配准确率达到 99.6%。
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引用次数: 0
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Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering
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