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Real-Time Proportional-Integral-Derivative(PID)Tuning Based on Back Propagation(BP)Neural Network for Intelligent Vehicle Motion Control
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作者 Liang Zhou Qiyao Hu +1 位作者 Xianlin Peng Qianlong Liu 《Computers, Materials & Continua》 2025年第5期2375-2401,共27页
Over 1.3 million people die annually in traffic accidents,and this tragic fact highlights the urgent need to enhance the intelligence of traffic safety and control systems.In modern industrial and technological applic... Over 1.3 million people die annually in traffic accidents,and this tragic fact highlights the urgent need to enhance the intelligence of traffic safety and control systems.In modern industrial and technological applications and collaborative edge intelligence,control systems are crucial for ensuring efficiency and safety.However,deficiencies in these systems can lead to significant operational risks.This paper uses edge intelligence to address the challenges of achieving target speeds and improving efficiency in vehicle control,particularly the limitations of traditional Proportional-Integral-Derivative(PID)controllers inmanaging nonlinear and time-varying dynamics,such as varying road conditions and vehicle behavior,which often result in substantial discrepancies between desired and actual speeds,as well as inefficiencies due to manual parameter adjustments.The paper uses edge intelligence to propose a novel PID control algorithm that integrates Backpropagation(BP)neural networks to enhance robustness and adaptability.The BP neural network is first trained to capture the nonlinear dynamic characteristics of the vehicle.Thetrained network is then combined with the PID controller to forma hybrid control strategy.The output layer of the neural network directly adjusts the PIDparameters(k_(p),k_(i),k_(d)),optimizing performance for specific driving scenarios through self-learning and weight adjustments.Simulation experiments demonstrate that our BP neural network-based PID design significantly outperforms traditional methods,with the response time for acceleration from 0 to 1 m/s improved from 0.25 s to just 0.065 s.Furthermore,real-world tests on an intelligent vehicle show its ability to make timely adjustments in response to complex road conditions,ensuring consistent speed maintenance and enhancing overall system performance. 展开更多
关键词 PID control backpropagation neural network hybrid control nonlinear dynamic processes edge intelligence
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VARIATIONAL ANALYSIS FOR THE MAXIMAL TIME FUNCTION IN NORMED SPACES
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作者 Ziyi ZHOU Yi JIANG 《Acta Mathematica Scientia》 SCIE CSCD 2024年第5期1696-1706,共11页
For a general normed vector space,a special optimal value function called a maximal time function is considered.This covers the farthest distance function as a special case,and has a close relationship with the smalle... For a general normed vector space,a special optimal value function called a maximal time function is considered.This covers the farthest distance function as a special case,and has a close relationship with the smallest enclosing ball problem.Some properties of the maximal time function are proven,including the convexity,the lower semicontinuity,and the exact characterizations of its subdifferential formulas. 展开更多
关键词 maximal time function SUBDIFFERENTIAL normal cone nonsmooth analysis
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Scaling up Kernel Grower Clustering Method for Large Data Sets via Core-sets 被引量:2
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作者 CHANG Liang DENG Xiao-Ming +1 位作者 ZHENG Sui-Wu WANG Yong-Qing 《自动化学报》 EI CSCD 北大核心 2008年第3期376-382,共7页
核栽培者是聚类最近 Camastra 和 Verri 建议的方法的一个新奇的核。它证明为各种各样的数据的好性能关于流行聚类的算法有利地设定并且比较。然而,方法的主要缺点是在处理大数据集合的弱可伸缩能力,它极大地限制它的应用程序。在这... 核栽培者是聚类最近 Camastra 和 Verri 建议的方法的一个新奇的核。它证明为各种各样的数据的好性能关于流行聚类的算法有利地设定并且比较。然而,方法的主要缺点是在处理大数据集合的弱可伸缩能力,它极大地限制它的应用程序。在这份报纸,我们用核心集合建议一个可伸缩起来的核栽培者方法,它是比为聚类的大数据的原来的方法显著地快的。同时,它能处理很大的数据集合。象合成数据集合一样的基准数据集合的数字实验显示出建议方法的效率。方法也被用于真实图象分割说明它的性能。 展开更多
关键词 大型数据集 图象分割 模式识别 磁心配置 核聚类
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ON THE CONCENTRATION PROPERTIES FOR THE NONLINEAR SCHRDINGER EQUATION WITH A STARK POTENTIAL 被引量:1
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作者 朱世辉 张健 《Acta Mathematica Scientia》 SCIE CSCD 2011年第5期1923-1938,共16页
In this paper, we study blow-up solutions of the Cauchy problem to the L2 critical nonlinear Schrdinger equation with a Stark potential. Using the variational characterization of the ground state for nonlinear Schrdin... In this paper, we study blow-up solutions of the Cauchy problem to the L2 critical nonlinear Schrdinger equation with a Stark potential. Using the variational characterization of the ground state for nonlinear Schrdinger equation without any potential, we obtain some concentration properties of blow-up solutions, including that the origin is the blow-up point of the radial blow-up solutions, the phenomenon of L2-concentration and rate of L2-concentration of blow-up solutions. 展开更多
关键词 nonlinear Schrdinger equation blow-up solution blow-up point L2-concentration concentration compact principle
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LIMITING BEHAVIOR OF BLOW-UP SOLUTIONS OF THE NLSE WITH A STARK POTENTIAL 被引量:1
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作者 朱世辉 张健 《Acta Mathematica Scientia》 SCIE CSCD 2012年第3期1181-1192,共12页
This article is concerned with blow-up solutions of the Cauchy problem of critical nonlinear SchrSdinger equation with a Stark potential. By using the variational characterization of corresponding ground state, the li... This article is concerned with blow-up solutions of the Cauchy problem of critical nonlinear SchrSdinger equation with a Stark potential. By using the variational characterization of corresponding ground state, the limiting behavior of blow-up solutions with critical and small super-critical mass are obtained in the natural energy space ∑ = {u ∈ H^1; fRN |x|^2|u|^2dx 〈 +∞)}. Moreover, an interesting concentration property of the blow-up solutions with critical mass is gotten, which reads that |u(t, x)|^2→ ||Q||L^2 2 δx=x1 as t → T. 展开更多
关键词 Nonlinear Schroedinger equation Stark potential blow-up solution limiting behavior mass concentration
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A Systematic Overview of Underwater Wireless Sensor Networks:Applications,Challenge and Research Perspectives 被引量:2
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作者 Fethi Demim Rekia Bouguessa +1 位作者 Abdenebi Rouigueb Abdelkrim Nemra 《Journal of Computer Science Research》 2023年第2期52-77,共26页
Underwater Wireless Sensor Networks(UWSNs)are becoming increasingly popular in marine applications due to advances in wireless and microelectronics technology.However,UWSNs present challenges in processing,energy,and ... Underwater Wireless Sensor Networks(UWSNs)are becoming increasingly popular in marine applications due to advances in wireless and microelectronics technology.However,UWSNs present challenges in processing,energy,and memory storage due to the use of acoustic waves for communication,which results in long delays,significant power consumption,limited bandwidth,and packet loss.This paper provides a comprehensive review of the latest advancements in UWSNs,including essential services,common platforms,critical elements,and components such as localization algorithms,communication,synchronization,security,mobility,and applications.Despite significant progress,reliable and flexible solutions are needed to meet the evolving requirements of UWSNs.The purpose of this paper is to provide a framework for future research in the field of UWSNs by examining recent advancements,establishing a standard platform and service criteria,using a taxonomy to determine critical elements,and emphasizing important unresolved issues. 展开更多
关键词 Wireless sensor networks Ad-hoc networks Internet of Things Localization algorithms Node mobility Security mechanisms Energy-efficient communication
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Thermal perception method of virtual chemistry experiments
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作者 Hengwei XU Siru LI +6 位作者 Wenpeng SONG Jiajun SUN Xinli WU Xiaoqi WANG Wenzhen YANG Zhigeng PAN Abdennour EI RHALIBI 《Virtual Reality & Intelligent Hardware》 2020年第4期305-315,共11页
Background With the aim of addressing the difficulty in identifying temperatures in virtual chemistry experiments,we propose a temperature-sensing simulation method of virtual chemistry experiments.Methods We construc... Background With the aim of addressing the difficulty in identifying temperatures in virtual chemistry experiments,we propose a temperature-sensing simulation method of virtual chemistry experiments.Methods We construct a virtual chemistry experiment temperature simulation platform,based on which a wearable temperature generation device is developed.The typical middle school virtual experiments of concentrated sulfuric acid dilution and ammonium nitrate dissolution are conducted to verify the actual effect of the device.Results The platform is capable to indicate near real-world experimental situations.The performance of the device not only meets the temperature sensing characteristics of human skin,but also matches the temperature change of virtual chemistry experiments in real-time.Conclusions It is demonstrated that this temperature-sensing simulation method can represent exothermic or endothermic chemistry experiments,which is beneficial for students to gain understanding of the principles of thermal energy transformation in chemical reactions,thus avoiding the danger that may be posed in the course of traditional teaching of chemistry experiments effectively.Although this method does not have a convenient enough operation for users,the immersion of virtual chemical experiments can be enhanced. 展开更多
关键词 Virtual reality Chemistry experiment Thermal simulation Temperature feedback
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High-speed complex field modulation using binary phase-engraved superpixels
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作者 Patrick Kilcullen Jingdan Liu +2 位作者 Youmin Wang Lei Gong Jinyang Liang 《Light(Advanced Manufacturing)》 2025年第2期44-55,共12页
Complex field modulation(CFM)has found a plethora of applications in physics,biomedicine,and instrumentation.Among existing methods,superpixel-based CFM has been increasingly featured because of its advantages in high... Complex field modulation(CFM)has found a plethora of applications in physics,biomedicine,and instrumentation.Among existing methods,superpixel-based CFM has been increasingly featured because of its advantages in high modulation accuracy and its compatibility with high-speed spatial light modulators(SLMs).Nonetheless,the mainstream approach based on binary-amplitude modulation confronts limitations in optical efficiency and dynamic range.To surmount these challenges,we develop binary phase-engraved(BiPE)superpixel-based CFM and implement it using the phase light modulator(PLM)—a new micro-electromechanical system-based SLM undergoing development by Texas Instruments in recent years.Using BiPE superpixels,we demonstrate highaccuracy spatial amplitude and phase modulation at up to 1.44 kHz.To showcase its broad utility,we apply BiPEsuperpixel-based CFM to beam shaping,high-speed projection,and augmented-reality display. 展开更多
关键词 Complex light modulation Phase light modulator High-precision beam shaping High-speed display Augmented reality(AR)
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Optimal Control Policy of M/G/1 Queueing System with Delayed Randomized Multiple Vacations Under the Modified Min(N,D)-Policy Control 被引量:6
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作者 Le Luo Ying-Hui Tang +1 位作者 Miao-Miao Yu Wen-Qing Wu 《Journal of the Operations Research Society of China》 EI CSCD 2023年第4期857-874,共18页
Based on the number of customers and the server’s workload,this paper proposes a modified Min(N,D)-policy and discusses an M/G/1 queueing model with delayed randomized multiple vacations under such a policy.Applying ... Based on the number of customers and the server’s workload,this paper proposes a modified Min(N,D)-policy and discusses an M/G/1 queueing model with delayed randomized multiple vacations under such a policy.Applying the well-known stochastic decomposition property of the steady-state queue size,the probability generating function of the steady-state queue length distribution is obtained.Moreover,the explicit expressions of the expected queue length and the additional queue length distribution are derived by some algebraic manipulations.Finally,employing the renewal reward theorem,the explicit expression of the long-run expected cost per unit time is given.Furthermore,we analyze the optimal policy for economizing the expected cost and compare the optimal Min(N,D)-policy with the optimal N-policy and the optimal D-policy by using numerical examples. 展开更多
关键词 M/G/1 queue Modified Min(N D)-policy Randomized multiple vacations Queue length generating function Optimal joint control policy
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Comparison of postural control between healthy subjects and individuals with nonspecific low back pain during exposure to visual stimulus 被引量:2
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作者 Li Rui Wang Ninghua +1 位作者 Yan Xiang Wei Kunlin 《Chinese Medical Journal》 SCIE CAS CSCD 2014年第7期1229-1234,共6页
Background Low back pain (LBP) is a common clinical problem.Many researchers have demonstrated that LBP disorders have difference in sensory strategies for postural control.Optokinetic stimulation (OKS) of optic f... Background Low back pain (LBP) is a common clinical problem.Many researchers have demonstrated that LBP disorders have difference in sensory strategies for postural control.Optokinetic stimulation (OKS) of optic flow has been widely applied to study its effect on vision,but has not been applied to LBP.Here we used OKS on different surfaces to investigate the characteristics of chronic nonspecific LBP (CNLBP) posture control,so as to provide new theoretical and experimental data for further recognizing CNLBP and enriching its treatment.Methods Fifteen individuals with CNLBP (age range 25-40 years) and 15 age and gender-matched control subjects were recruited.Each subject,while standing on a stable or soft surface,was exposed to random-dot patterns projected on a large screen,with the dots displaying expansion (+) and contraction (-) and velocities including 80°,40°,and 20° per second.The visual stimulus used a "stimuli-interval" pattern.The peak velocity,different phases' standard deviation (SD) of the anterior-posterior centre of pressure (COP) displacements and the total length of the medial-lateral COP sway (LML) for stable surface and soft surface were recorded by force platform.Results The main effect of surface on all parameters was significant,while the main effect of group and OKS showed no significance with the exception of peak velocity (F(3,95)=3.6,P=0.01) and A2 (F(5,140)=9.34,P <0.01) for which the effect of OKS was significant.The interactions of group by OKS of A2 (F(5,140)=3.65,P <0.01) and group by surface by OKS (F(5,140)=2.83,P=-0.02),and surface by OKS of A1 and A3 (P <0.05) were significant.It was reported that significantly more SD in amplitude in the T2 phase was seen in persons with CNLBP when confronting the + 40 stimuli on the soft surface (P <0.05) compared to healthy individuals.Conclusions There was no significance between persons with CNLBP and healthy people when using the stable surface.Subjects with LBP showed decreased efficiency of postural adjustment when exposed to more complicated tasks and environments,especially OKS in the expansion direction,and displayed a visual-dependent phenomenon.This result suggested that the treatment of abnormal motor patterns in people with LBP should take the properties of task and environment into account. 展开更多
关键词 low back pain postural control optic flow ENVIRONMENT
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Instability of Standing Wave for the Klein–Gordon–Hartree Equation 被引量:1
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作者 Xiao Guang LI Jian ZHANG Yong Hong WU 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2014年第5期861-871,共11页
The instability property of the standing wave uω(t, x) = eiωtφ(x) for the Klein–Gordon– Hartree equation is investigated. For the case N≥3 and w2 〈2/N+4-γ,it is shown that the standing wave eiwtφ(x) is... The instability property of the standing wave uω(t, x) = eiωtφ(x) for the Klein–Gordon– Hartree equation is investigated. For the case N≥3 and w2 〈2/N+4-γ,it is shown that the standing wave eiwtφ(x) is strongly unstable by blow-up in finite time. 展开更多
关键词 Klein–Gordon–Hartree equation standing waves strong instability
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Analysis of an k-out-of-n:G system with redundant dependency and repair equipment procurement 被引量:1
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作者 Wenqing Wu Kai Zuo +1 位作者 Yinghui Tang Yuanyuan Zhang 《Journal of Control and Decision》 EI 2021年第4期403-414,共12页
This paper studies an k-out-of-n:G system with redundant dependency and repair equipment procurement lead time where the operating times and repair times of components follow exponential distributions and phase-type d... This paper studies an k-out-of-n:G system with redundant dependency and repair equipment procurement lead time where the operating times and repair times of components follow exponential distributions and phase-type distributions,respectively.When one component breaks down,it is repaired by a repair equipment.The repair equipment may fail during the repair period and the following repair is not‘as good as new’.After a number of repairs,it is replaced by a new one.The new spare repair equipment for replacement is only available by an order,and the procurement lead time for delivering follows a phase-type distribution.Moreover,in the multi-component system,the redundant dependency is taken into account.Applying the matrix-analytical method,the system availability,the rate of occurrence of failures of the system,the expected number of broken components,the availability and the rate of occurrence of failures of the repair equipment are derived.Finally,numerical examples are given to show these theoretical results. 展开更多
关键词 k-out-of-n:G system redundant dependency procurement lead time matrix-analytical method reliability measures
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Product and Complex Structures on 3-Bihom-Lie Algebras
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作者 Juan Li Ying Hou Liangyun Chen 《Algebra Colloquium》 SCIE CSCD 2023年第4期685-700,共16页
In this paper,we introduce the notion of a product structure on a 3-Bihom-Lie algebra,which is a Nijenhuis operator with some conditions.We prove that a 3-Bihom-Lie algebra has a product structure if and only if it is... In this paper,we introduce the notion of a product structure on a 3-Bihom-Lie algebra,which is a Nijenhuis operator with some conditions.We prove that a 3-Bihom-Lie algebra has a product structure if and only if it is the direct sum of two vector spaces which are also Bihom-subalgebras.Then we give four special conditions under each of which a 3-Bihom-Lie algebra has a special decomposition.Similarly,we introduce a complex structure on a 3-Bihom-Lie algebra and there are also four types of special complex structures.Finally,we establish the relation between a complex structure and a product structure. 展开更多
关键词 3-Bihom-Lie algebras product structures complex structures complex product structures
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Analysis of a multi-component system with double threshold control policy
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作者 Wenqing Wu Gang He +2 位作者 Wenxin Yu Mengxin Wang Kang Xu 《Journal of Control and Decision》 EI 2021年第3期343-352,共10页
This paper investigates a multi-component repairable system with double threshold control policy.The system is composed of n identical and independent components which operate simultaneously at the beginning,and it is... This paper investigates a multi-component repairable system with double threshold control policy.The system is composed of n identical and independent components which operate simultaneously at the beginning,and it is down when the number of operating components decreases to k−1(k≤n).When the number of failed components is less than the value L,the repairman repairs them with a low repair rate.The high repair rate is activated as soon as L failed components present,and continues until the number of failed components drops to the value N−1.Applying the matrix analytical method,the Laplace transform technique and the properties of the phase type distribution,various performance measures including the availability,the rate of occurrence of failures,and the reliability are derived in transient and stationary regimes.Further,numerical examples are reported to show the behaviour of the system. 展开更多
关键词 Multi-component system double threshold control policy matrix analytical method reliability measures
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