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Efficient and Cost-Effective Vehicle Detection in Foggy Weather for Edge/Fog-Enabled Traffic Surveillance and Collision Avoidance Systems
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作者 Naeem Raza Muhammad Asif Habib +3 位作者 Mudassar Ahmad Qaisar Abbas Mutlaq BAldajani Muhammad Ahsan Latif 《Computers, Materials & Continua》 SCIE EI 2024年第10期911-931,共21页
Vision-based vehicle detection in adverse weather conditions such as fog,haze,and mist is a challenging research area in the fields of autonomous vehicles,collision avoidance,and Internet of Things(IoT)-enabled edge/f... Vision-based vehicle detection in adverse weather conditions such as fog,haze,and mist is a challenging research area in the fields of autonomous vehicles,collision avoidance,and Internet of Things(IoT)-enabled edge/fog computing traffic surveillance and monitoring systems.Efficient and cost-effective vehicle detection at high accuracy and speed in foggy weather is essential to avoiding road traffic collisions in real-time.To evaluate vision-based vehicle detection performance in foggy weather conditions,state-of-the-art Vehicle Detection in Adverse Weather Nature(DAWN)and Foggy Driving(FD)datasets are self-annotated using the YOLO LABEL tool and customized to four vehicle detection classes:cars,buses,motorcycles,and trucks.The state-of-the-art single-stage deep learning algorithms YOLO-V5,and YOLO-V8 are considered for the task of vehicle detection.Furthermore,YOLO-V5s is enhanced by introducing attention modules Convolutional Block Attention Module(CBAM),Normalized-based Attention Module(NAM),and Simple Attention Module(SimAM)after the SPPF module as well as YOLO-V5l with BiFPN.Their vehicle detection accuracy parameters and running speed is validated on cloud(Google Colab)and edge(local)systems.The mAP50 score of YOLO-V5n is 72.60%,YOLOV5s is 75.20%,YOLO-V5m is 73.40%,and YOLO-V5l is 77.30%;and YOLO-V8n is 60.20%,YOLO-V8s is 73.50%,YOLO-V8m is 73.80%,and YOLO-V8l is 72.60%on DAWN dataset.The mAP50 score of YOLO-V5n is 43.90%,YOLO-V5s is 40.10%,YOLO-V5m is 49.70%,and YOLO-V5l is 57.30%;and YOLO-V8n is 41.60%,YOLO-V8s is 46.90%,YOLO-V8m is 42.90%,and YOLO-V8l is 44.80%on FD dataset.The vehicle detection speed of YOLOV5n is 59 Frame Per Seconds(FPS),YOLO-V5s is 47 FPS,YOLO-V5m is 38 FPS,and YOLO-V5l is 30 FPS;and YOLO-V8n is 185 FPS,YOLO-V8s is 109 FPS,YOLO-V8m is 72 FPS,and YOLO-V8l is 63 FPS on DAWN dataset.The vehicle detection speed of YOLO-V5n is 26 FPS,YOLO-V5s is 24 FPS,YOLO-V5m is 22 FPS,and YOLO-V5l is 17 FPS;and YOLO-V8n is 313 FPS,YOLO-V8s is 182 FPS,YOLO-V8m is 99 FPS,and YOLO-V8l is 60 FPS on FD dataset.YOLO-V5s,YOLO-V5s variants and YOLO-V5l_BiFPN,and YOLO-V8 algorithms are efficient and cost-effective solution for real-time vision-based vehicle detection in foggy weather. 展开更多
关键词 vehicle detection YOLO-V5 YOLO-V5s variants YOLO-V8 DAWN dataset foggy driving dataset IoT cloud/edge/fog computing
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Analysis of China’s New Energy Vehicle Export Competitiveness in a Dual-Carbon Context
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作者 Yuping Mei Qianqian Dong 《Proceedings of Business and Economic Studies》 2024年第6期1-8,共8页
In the context of the dual-carbon goals(carbon peaking and carbon neutrality),China’s new energy vehicle industry,as a key component of the green economy,has increasingly attracted international attention for its exp... In the context of the dual-carbon goals(carbon peaking and carbon neutrality),China’s new energy vehicle industry,as a key component of the green economy,has increasingly attracted international attention for its export competitiveness.Drawing on the Porter Diamond Model,this paper selects four major variables—R&D investment,production factors,demand factors,and spare parts services—to establish a linear regression equation.Through this model,the trade competitiveness of China’s new energy vehicles is analyzed in detail,and corresponding suggestions are proposed to enhance the competitiveness index.It is anticipated that Chinese new energy vehicle enterprises can strengthen overseas competitiveness by advancing core technology innovation,improving comprehensive industrial chain management,and diversifying sales channels. 展开更多
关键词 Dual-carbon context New energy vehicles Export competitiveness Publisher’s note Bio-Byword scientific
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Stability Analysis on Speed Control System of Autonomous Underwater Vehicle 被引量:2
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作者 李晔 庞永杰 +2 位作者 万磊 王芳 廖煜雷 《China Ocean Engineering》 SCIE EI 2009年第2期345-354,共10页
The stability of the motion control system is one of the decisive factors of the control quality for Autonomous Underwater Vehicle(AUV).The divergence of control,which the unstable system may be brought about,is fat... The stability of the motion control system is one of the decisive factors of the control quality for Autonomous Underwater Vehicle(AUV).The divergence of control,which the unstable system may be brought about,is fatal to the operation of AUV.The stability analysis of the PD and S-surface speed controllers based on the Lyapunov's direct method is proposed in this paper.After decoupling the six degree-of-freedom(DOF)motions of the AUV,the axial dynamic behavior is discussed and the condition is deduced,in which the parameters selection within stability domain can guarantee the system asymptotically stable.The experimental results in a tank and on the sea have successfully verified the algorithm reliability,which can be served as a good reference for analyzing other AUV nonlinear control systems. 展开更多
关键词 autonomous underwater vehicle AUV) control system stability analysis Lyapunov's stability theory
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Dynamics of vehicles with high gravity centre 被引量:1
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作者 Szymon Tengler Andrzei Harlecki 《Theoretical & Applied Mechanics Letters》 CAS 2012年第4期75-78,共4页
The vehicles with high gravity centre are more prone to roll over. The paper deals with a method of dynamics analysis of fire engines which is an example of these types of vehicle. Algorithms for generating the equati... The vehicles with high gravity centre are more prone to roll over. The paper deals with a method of dynamics analysis of fire engines which is an example of these types of vehicle. Algorithms for generating the equations of motion have been formulated by homogenous transformations and Lagrange's equation. The model presented in this article consists of a system of rigid bodies connected one with another forming an open kinematic chain. Road maneuvers such as a lane change and negotiating a circular track have been presented as the main simulations when a car loses its stability. The method has been verified by comparing numerical results with results obtained by experimental measurements performed during road tests. 展开更多
关键词 DYNAMICs vehicles high gravity center Lagrange's equation
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Auto-Test on Motor Temperature Rising in Electric Vehicles with Mutual MRAS 被引量:1
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作者 王志福 张承宁 《Journal of Beijing Institute of Technology》 EI CAS 2008年第4期395-399,共5页
A new method to calculate the motor temperature rising in electric vehicle (EV) is proposed based on the stator resistance identification. The measure theory of the motor temperature rising with the stator resistanc... A new method to calculate the motor temperature rising in electric vehicle (EV) is proposed based on the stator resistance identification. The measure theory of the motor temperature rising with the stator resistance is discussed at first. An enhanced magnetism motor dynamic math model is built which is the research object. Then the resistance identification system model is built on the mutual model reference adaptive,system (MRAS) theory. The simulation diagram of the mutual MRAS model is constructed and the resistance identification performance is studied in different motor states. Simulation results indicate that the stator resistance identification model with the mutual MRAS is effective. At the same time, the identification of motor temperature rising is possible with the identification of the stator resistance. 展开更多
关键词 electric vehicle (EV) motor's temperature rising model reference adaptive system (MARs resistance identification
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Purchase willingness of new energy vehicles: A case study in Jinan City of China 被引量:3
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作者 Xueqing Tian Qingling Zhang +1 位作者 Yuzhu Chi Yu Cheng 《Regional Sustainability》 2021年第1期12-22,共11页
Speeding up the promotion of new energy vehicles is an important measure to optimize the energy structure,promote energy conservation and emission reduction,and develop the economy sustainability.The research uses a q... Speeding up the promotion of new energy vehicles is an important measure to optimize the energy structure,promote energy conservation and emission reduction,and develop the economy sustainability.The research uses a questionnaire survey to analyze the residents’willingness to purchase new energy vehicles in Jinan Gty of China,and utilizes the binomial logistic regression model and Global Moran's I to explain the impact of three factors(including responden ts'personal characteristics and subjective cognition,products,and social environment)on the purchase willingness of new energy vehicles.According to the survey,75.12%of the responden ts consider buying new energy vehicles in the future,but only 11.66%of the respondents know new energy vehicles well.It can be seen that the respondents in Jinan City generally have an insufficient understanding of new energy vehicles.It may lead to a decline in residents’trust in new energy vehicles,which will in turm affect their purchase willingness.Based on the survey,we find that women who live far from the city center enjoy high incomes and have a low-carbon awareness,generally exhibit a higher willingness to purchase new energy vehicles.Spatial distribution of the purchase willingness has certain aggregation characteristics,showing a positive spatial correlation pattern.Purchase willingness has a certain positive diffusion effect in space,and areas with a higher purchase willingness have a positive driving effect on their surrounding regions.Spatial distribution of the purchase willingness can be used as one of the breakthroughs in promoting new energy vehicles.In addition,safety,price,after-sales service,and infrastruicture of new energy vehicles are important determinants of people's purchase willingness.Among the types of subsidies,financial subsidy is most effective on the residents’purchase wilingness.Our research provides an impor tant information for the promotion of new energy vehicles in the region. 展开更多
关键词 New energy vehicles Purchase willingness Public acceptance Global Moran’s I Jinan City
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Flexible predictive power-split control for battery-supercapacitor systems of electric vehicles using IVHS 被引量:1
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作者 HE Defeng LUO Jie +1 位作者 LIN Di YU Shiming 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第1期224-235,共12页
The utilization of traffic information received from intelligent vehicle highway systems(IVHS) to plan velocity and split output power for multi-source vehicles is currently a research hotspot. However, it is an open ... The utilization of traffic information received from intelligent vehicle highway systems(IVHS) to plan velocity and split output power for multi-source vehicles is currently a research hotspot. However, it is an open issue to plan vehicle velocity and distribute output power between different supply units simultaneously due to the strongly coupling characteristic of the velocity planning and the power distribution. To address this issue, a flexible predictive power-split control strategy based on IVHS is proposed for electric vehicles(EVs) equipped with battery-supercapacitor system(BSS). Unlike hierarchical strategies to plan vehicle velocity and distribute output power separately, a monolayer model predictive control(MPC) method is employed to optimize them online at the same time. Firstly, a flexible velocity planning strategy is designed based on the signal phase and time(SPAT) information received from IVHS and then the Pontryagin’s minimum principle(PMP) is adopted to formulate the optimal control problem of the BSS. Then, the flexible velocity planning strategy and the optimal control problem of BSS are embedded into an MPC framework, which is online solved using the shooting method in a fashion of receding horizon. Simulation results verify that the proposed strategy achieves a superior performance compared with the hierarchical strategy in terms of transportation efficiency, battery capacity loss, energy consumption and computation time. 展开更多
关键词 electric vehicle(EV) model predictive control(MPC) Pontryagin’s minimum principle(PMP) power-split
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Design of Novel S-plane Controller of Autonomous Underwater Vehicle Established on Sliding Mode Control 被引量:2
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作者 Chunmeng Jiang Lei Wan Yushan Sun 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2017年第2期58-64,共7页
Based on the deep analysis of the mathematical model of an autonomous underwater vehicle( AUV),comprehensive considerations are given to the coupling effect of AUV's longitudinal velocity on the other degrees of f... Based on the deep analysis of the mathematical model of an autonomous underwater vehicle( AUV),comprehensive considerations are given to the coupling effect of AUV's longitudinal velocity on the other degrees of freedom. In the meantime,discussions are made on the influence of residual buoyancy and restoring moment.A novel S-plane controller established on sliding mode control( SMC) is hereby proposed in this study. The strengths of traditional S-plane controller including simple structure and easily adjustable parameters are maintained in the improved design while the weakness of unsatisfactory control effect at the time of high-speed operation is also overcome. Lyapunov function is introduced to make the stability analysis of the controller before it is successfully applied to the basic motion control of AUV-X. Then the comparative experiment test is carried out between the traditional S-plane controller and the novel S-plane controller. The effectiveness and feasibility of the novel S-plane controller established on sliding mode control in the AUV basic motion control is verified by the comparative analysis of experiment results. 展开更多
关键词 sliding mode control s-plane controller stability analysis Lyapunov function autonomous underwater vehicle
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Advanced FNN control of mini underwater vehicles
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作者 徐玉如 郭冰洁 李岳明 《Journal of Marine Science and Application》 2008年第3期157-161,共5页
Fuzzy neural networks (FNN) based on Gaussian membership functions can effectively control the motion of underwater vehicles. However, their operating processes and training algorithms are complicated, placing great... Fuzzy neural networks (FNN) based on Gaussian membership functions can effectively control the motion of underwater vehicles. However, their operating processes and training algorithms are complicated, placing great demands on embedded hardware. This paper presents an advanced FNN with an S membership function matching the motion characteristics of mini underwater vehicles with wings. A leaming algorithm was then developed. Simulation results showed that the modified FNN is a simpler algorithm with faster calculations and improves responsiveness, compared with a Gaussian membership function-based FNN. It is applicable for mini underwater vehicles that don't need accurate positioning but must have good maneuverability. 展开更多
关键词 mini underwater vehicle advanced fuzzy neural network s membership function
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Korea's Future Policy Recommendation for the Promotion of Eco-Friendly Vehicles in Metropolitan Area 被引量:1
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作者 Won Shik Shin 《Journal of Energy and Power Engineering》 2017年第6期385-392,共8页
This paper introduces and analyzes Korea's NGV (natural gas vehicles) policy for soot-free bus fleet which intends to promote CNG (compressed natural gas) bus in metropolitan area for the reduction of air polluti... This paper introduces and analyzes Korea's NGV (natural gas vehicles) policy for soot-free bus fleet which intends to promote CNG (compressed natural gas) bus in metropolitan area for the reduction of air pollution from road sector. At the early stage, Korean goverrmaent established various supporting policy systems to encourage public transportation companies to purchase CNG buses as a means to replace diesel buses. It was evaluated as very successful with making net economic benefit of CNG bus promotion policy. During the 2nd stage, Korean government implemented CNG hybrid bus promotion policy to further reduce both air pollution and greenhouse gas. Now, a new social demand for the vehicles is zero-emission vehicles. The author asserts that current FCEV (fuel cell electric vehicle) should be considered as an alternative to zero-emission vehicles in Korea and suggests policy recommendation for the promotion of FCEV by referring the current CNG bus promotion policy in public transportation sector. 展开更多
关键词 Korea's NGV promotion policy air pollution government subsidy environmental benefit CNG bus CNG hybrid bus zero-emission vehicles FCEV.
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Integrated Control System of Vehicle ABS/ASR/ACC Based onMC9S12DP256
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作者 张景波 刘昭度 +1 位作者 时开斌 钟秋海 《Journal of Beijing Institute of Technology》 EI CAS 2003年第S1期49-53,共5页
The integrated control system of vehicle ABS/ASR/ACC has been developed using the MC9S12DP256 single chip, which is the new Motorola 16-bit product in HSC12 family. The system including the main control module, the da... The integrated control system of vehicle ABS/ASR/ACC has been developed using the MC9S12DP256 single chip, which is the new Motorola 16-bit product in HSC12 family. The system including the main control module, the data collection module and the drive and fault diagnosis module is demonstrated and its data collection function is presented in detail. The system designed by the modularization can supervise the data, drive the valves and pump. The program can be debugged on line, which is steady and reliable validated by the large numbers of vehicle road tests. 展开更多
关键词 MC9s12DP256 single chip vehicle ABs/AsR/ACC integrated control system MODULARIZATION
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My Suggestion to the future of China’s New Energy Vehicle
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作者 Robert Galyen 《国际人才交流》 2019年第7期70-71,共2页
I first came to China for work in 2012 and now is the chief technology officer of Ningde Contemporary Amperex Technology Co.,Limited(hereinafter referred to as CATL).During my more than seven years of working in China... I first came to China for work in 2012 and now is the chief technology officer of Ningde Contemporary Amperex Technology Co.,Limited(hereinafter referred to as CATL).During my more than seven years of working in China,I have personally experienced the rapid development of China’s new energy vehicles,and witnessed the whole process of growing up as a wellknown supplier of power batteries of CATL. 展开更多
关键词 China MY sUGGEsTION to the FUTURE of China’s New ENERGY vehicle
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Structural Analysis and Improved Design of the Gearbox Casing of a Certain Type of Tracked Vehicle
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作者 ZHANG Xue-sheng JIA Xiao-ping CHEN Ya-ning YU Kui-long 《International Journal of Plant Engineering and Management》 2011年第4期200-207,共8页
Loads on a gearbox casing of a certain type of tracked vehicle were calculated according to the engine's full load characteristic curve and the worst load condition where the gearbox operated while the tracked vehicl... Loads on a gearbox casing of a certain type of tracked vehicle were calculated according to the engine's full load characteristic curve and the worst load condition where the gearbox operated while the tracked vehicle was running, and then stiffness and strength of the casing were analyzed by means of Patran/Nastran software. After a- nalysis, it was found that the casing satisfied the Mises ' yield condition; however, the stress distribution was hetero- geneous, and stresses near the bearing saddle bores of the casing were higher while those in other regions were much less than the allowable stress. For this reason, thicknesses of the casing wall on bearing assembling holes needed in- creasing, while those in other places can decrease. After much structural improving and re-analysis, the optimal casing design was found, and its weight decreased by 5% ; the casing still satisfied the Mises yield criterion and the stress distribution was more homogeneous. 展开更多
关键词 GEARBOX tracked vehicle structural analysis engine's full load characteristic curve
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LM-2F: A Great Launch Vehicle for China's Manned Spaceflight
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作者 Ren Shufang Zhang Huiting 《Aerospace China》 2011年第4期9-10,共2页
The LM-2F launch vehicle is China's first launch carrier developed for China's Manned Space Program,which is one of the most important parts of the Program.It is developed from the LM-2E launch vehicle,with ad... The LM-2F launch vehicle is China's first launch carrier developed for China's Manned Space Program,which is one of the most important parts of the Program.It is developed from the LM-2E launch vehicle,with addition of two new systems,an escape system and a fault detection system. 展开更多
关键词 LM-2F A Great Launch vehicle for China’s Manned spaceflight
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基于T-S模糊故障树的驱动电机冷却系统可靠性分析
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作者 柳炽伟 郭美华 《客车技术与研究》 2024年第2期19-25,共7页
车用驱动电机液压冷却系统存在故障机理不确定等问题。本文应用模糊数描述其故障概率和故障程度,建立驱动电机冷却系统的T-S模糊故障树模型,计算系统模糊可能性,分析各部件的概率重要度和关键重要度,找出影响系统可靠性的关键部件。
关键词 电动汽车 驱动电机 冷却系统 T-s模糊故障树 可靠性分析
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无限宽广的超低音TW AUDiO—BSX
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《电声技术》 2010年第10期92-92,共1页
TW AUDiO的产品BSX是一个拥有140cm(长)×60cm(高)×90cm(宽)的双21in(1in=2.54cm)低频音箱。因为140cm的长度相当于两个B30或两个S30的摆放位置,因此BSX可充当一个结实的基座。
关键词 超低音 audio 摆放位置 s30 音箱 低频
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固定翼UAV路径跟踪的全局稳定积分滑模S面控制
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作者 陈鹏云 张国兵 +2 位作者 李佳成 关通 石上瑶 《计算机工程与应用》 CSCD 北大核心 2024年第13期353-360,共8页
针对固定翼无人机的三维路径跟踪控制问题,设计了一种基于全局稳定积分滑模S面模型的内外环控制器。控制器外环采用全局稳定积分滑模控制,内环采用S面控制。设计控制器外环的全局稳定积分滑模控制律,并采用Lyapunov理论证明所设计控制... 针对固定翼无人机的三维路径跟踪控制问题,设计了一种基于全局稳定积分滑模S面模型的内外环控制器。控制器外环采用全局稳定积分滑模控制,内环采用S面控制。设计控制器外环的全局稳定积分滑模控制律,并采用Lyapunov理论证明所设计控制律的稳定性。对内环的指令信号设计S面控制器,考虑到S面控制器中求导的复杂性,引入二阶微分器,解决内环中导数存在积分爆炸的问题。半物理仿真试验结果表明,提出的控制器能精确跟踪期望路径,具有良好的控制性能和抗干扰性能。 展开更多
关键词 无人机 全局稳定 路径跟踪 运动控制 滑模控制 s面控制
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Audio Valve ASSISTANT 20s电子管功放
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《视听技术》 2002年第7期53-53,共1页
德国的Audio Valve公司成立于1984年,其创立Helmut Becker进行音响行业的原因,是由他喜欢用耳机来听音乐,但却感觉直接用放器来推耳机声音并不理想。
关键词 audio Valve公司 AssIsTANT 20s 电子管功放
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基于自适应S面算法的小型ROV艏向和深度运动控制研究
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作者 李国虎 周焕银 《机床与液压》 北大核心 2024年第8期34-38,共5页
带缆遥控水下机器人(ROV)系统艏向与深度运动具有强非线性和运行环境不确定性等特点。针对ROV的运动特点,构建运动控制模型并进行化简,通过构建自适应S面控制法对艏向与深度进行控制,并利用Lyapunov的稳定性判据证明该控制法的稳定性,... 带缆遥控水下机器人(ROV)系统艏向与深度运动具有强非线性和运行环境不确定性等特点。针对ROV的运动特点,构建运动控制模型并进行化简,通过构建自适应S面控制法对艏向与深度进行控制,并利用Lyapunov的稳定性判据证明该控制法的稳定性,通过仿真验证了该控制法具有良好的稳定性和控制品质。同时,与S面控制法相比,自适应S面控制具有更好的动态性能与静态性能,调节速度快、稳定性强,能够准确控制ROV运动。 展开更多
关键词 ROV 自适应s面控制 艏向控制 深度控制
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经典与现代融合的味道——评马兰士CD 17MKⅢ、Audio Space AS-6i胆合并功放、Spendor S3/5se书架箱
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作者 唐克礼 《现代音响技术》 2005年第11期52-55,共4页
笔者早已过了追星族的花季般的年龄,正殷切期待着不或之年的到来。但是,我一直引以为傲的一点是,自己拥有一颗相当开放且具包容力的心。因此,当这次的超级女声节目在我所居住的这个城市里引发火爆的观赏现象时,我深深地为现在的那... 笔者早已过了追星族的花季般的年龄,正殷切期待着不或之年的到来。但是,我一直引以为傲的一点是,自己拥有一颗相当开放且具包容力的心。因此,当这次的超级女声节目在我所居住的这个城市里引发火爆的观赏现象时,我深深地为现在的那些“粉丝”所庆幸,在象他们这个年龄段的时候,我们老一辈的粉丝,哪里会有今天这些“同仁”的追星机会。我们那个时候,顶多是在自己家里的墙壁一角贴几张海报,或是买几盘磁带听听,根本没有机会直接表现自己的好恶。毕竟时代不同了,人们可以毫无顾忌的以个人的视角来展现自身。 展开更多
关键词 sPENDOR s3/5sE audio space 合并功放 马兰士 书架箱 CD 味道
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