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Design and Validation of Zeroing Neural Network With Active Noise Rejection Capability for Time-Varying Problems Solving
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作者 Yilin Shang Wenbo Zhang +1 位作者 Dongsheng Guo Shan Xue 《CAAI Transactions on Intelligence Technology》 2026年第1期256-266,共11页
Recently,the zeroing neural network(ZNN)has demonstrated remarkable effectiveness in tackling time-varying problems,delivering robust performance across both noise-free and noisy environments.However,existing ZNN mode... Recently,the zeroing neural network(ZNN)has demonstrated remarkable effectiveness in tackling time-varying problems,delivering robust performance across both noise-free and noisy environments.However,existing ZNN models are limited in their ability to actively suppress noise,which constrains their robustness and precision in solving time-varying problems.This paper introduces a novel active noise rejection ZNN(ANR-ZNN)design that enhances noise suppression by integrating computational error dynamics and harmonic behaviour.Through rigorous theoretical analysis,we demonstrate that the proposed ANR-ZNN maintains robust convergence in computational error performance under environmental noise.As a case study,the ANR-ZNN model is specifically applied to time-varying matrix inversion.Comprehensive computer simulations and robotic experiments further validate the ANR-ZNN's effectiveness,emphasising the proposed design's superiority and potential for solving time-varying problems. 展开更多
关键词 active noise rejection matrix inversion robot application time-varying problems zeroing neural network
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Fixed-Time Zeroing Neural Dynamics for Adaptive Coordination of Multi-Agent Systems
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作者 Cheng Hua Xinwei Cao +1 位作者 Jianfeng Li Shuai Li 《CAAI Transactions on Intelligence Technology》 2026年第1期267-278,共12页
This paper presents an adaptive multi-agent coordination(AMAC)strategy suitable for complex scenarios,which only requires information exchange between neighbouring robots.Unlike traditional multi-agent coordination me... This paper presents an adaptive multi-agent coordination(AMAC)strategy suitable for complex scenarios,which only requires information exchange between neighbouring robots.Unlike traditional multi-agent coordination methods that are solved by neural dynamics,the proposed strategy displays greater flexibility,adaptability and scalability.Furthermore,the proposed AMAC strategy is reconstructed as a time-varying complex-valued matrix equation.By introducing a dynamic error function,a fixed-time convergent zeroing neural network(FTCZNN)model is designed for the online solution of the AMAC strategy,with its convergence time upper bound derived theoretically.Finally,the effectiveness and applicability of the coordination control method are demonstrated by numerical simulations and physical experiments.Numerical results indicate that this method can reduce the formation error to the order of 10^(-6)within 1.8 s. 展开更多
关键词 fixed-time convergence multi-agent coordination ROBOTICS zeroing neural dynamics
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Norm-based zeroing neural dynamics for time-variant non-linear equations
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作者 Linyan Dai Hanyi Xu +1 位作者 Yinyan Zhang Bolin Liao 《CAAI Transactions on Intelligence Technology》 2024年第6期1561-1571,共11页
Zeroing neural dynamic(ZND)model is widely deployed for time-variant non-linear equations(TVNE).Various element-wise non-linear activation functions and integration operations are investigated to enhance the convergen... Zeroing neural dynamic(ZND)model is widely deployed for time-variant non-linear equations(TVNE).Various element-wise non-linear activation functions and integration operations are investigated to enhance the convergence performance and robustness in most proposed ZND models for solving TVNE,leading to a huge cost of hardware implementation and model complexity.To overcome these problems,the authors develop a new norm-based ZND(NBZND)model with strong robustness for solving TVNE,not applying element-wise non-linear activated functions but introducing a two-norm operation to achieve finite-time convergence.Moreover,the authors develop a discretetime NBZND model for the potential deployment of the model on digital computers.Rigorous theoretical analysis for the NBZND is provided.Simulation results substantiate the advantages of the NBZND model for solving TVNE. 展开更多
关键词 finite-time convergence norm-based zeroing neural dynamics ROBUSTNESS time-variant nonlinear equation zeroing neural dynamic
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Optimization-Based Finite-Time Multi-Robot Formation:A Zeroing Neurodynamics Method
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作者 Cheng Hua Jinsha Xu +2 位作者 Zhendai Huang Bolin Liao Shuai Li 《Tsinghua Science and Technology》 2026年第1期162-179,共18页
The problem of multi-robot formation is prevalent in scientific and engineering applications,where robots must adapt to uncertain and dynamic behaviors due to real-time environmental or task changes.Traditional method... The problem of multi-robot formation is prevalent in scientific and engineering applications,where robots must adapt to uncertain and dynamic behaviors due to real-time environmental or task changes.Traditional methods struggle to meet the demand for high-precision solutions within finite time frames.Zeroing Neural Networks(ZNNs),which utilize the time derivatives of time-varying coefficients,outperform other networks in handling dynamic system behaviors.This paper marks the first attempt to extend the ZNN approach to address finite-time multi-robot through optimization modeling.We introduce an innovative strategy that employs complex number structures to map robot coordinates,simplifying the computation needed for dynamic formation tasks.Additionally,we present a multi-robot formation strategy that minimizes the distance between neighboring robots while adhering to bias-type center constraint.This is effectively reformulated as a complex-valued time-varying matrix equation.Based on this,two complex-type Finite-Time Zeroing Dynamic Controllers(FTZDC)are designed,with their stability and convergence time bounds rigorously analyzed.Finally,in two specific formation tasks,the proposed strategy and FTZDC models achieve precise multi-robot formation,independent of the robots’initial positions,all within finite time. 展开更多
关键词 zeroing neural dynamics multi-robot formation finite-time convergence distance optimization ROBOTICS
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Synthesis and Design of Generalized Strongly Coupled Resonator Quartet Combline Filters with Redundant Resonance
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作者 Xiong Zhi’ang Fan Jiyuan +3 位作者 Zhao Ping Zhou Jinzhu Shen Nan Wu Qingqiang 《ZTE Communications》 2026年第1期88-96,共9页
This article proposes a generalized strongly coupled resonator quartet(GSCRQ)filter along with its synthesis approach.By introducing out-of-band reflection zeros(RZs),the proposed GSCRQ can generate a transmission zer... This article proposes a generalized strongly coupled resonator quartet(GSCRQ)filter along with its synthesis approach.By introducing out-of-band reflection zeros(RZs),the proposed GSCRQ can generate a transmission zero on each side of the passband without negative couplings.The coupling coefficients in this coupling structure change with the positions of the out-of-band RZs.Thus,the GSCRQ configuration admits flexible design solutions.For GSCRQ coaxial combline filters,all couplings can be implemented as inductive couplings,simplifying the design and manufacturing process.In this article,a 6-2 filter in the GSCRQ configuration is synthesized and designed.The simulated results of the designed filter agree very well with the theoretical characteristics. 展开更多
关键词 filter synthesis generalized strongly coupled resonator quartets(GSCRQ) out-of-band reflection zero transmission zero
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An Arithmetic of Sharing
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作者 CUI XIAOQIN 《ChinAfrica》 2026年第4期14-15,共2页
Behind the removal of tariffs lies a multiplication of benefits for both China and Africa A transformative policy is set to significantly reshape economic relations between China and Africa.China’s policy to grant ze... Behind the removal of tariffs lies a multiplication of benefits for both China and Africa A transformative policy is set to significantly reshape economic relations between China and Africa.China’s policy to grant zero-tariff treatment to imports from the 53 African nations with diplomatic ties will go into effect on 1 May this year.This initiative,which Chinese Foreign Minister Wang Yi likened to an arithmetic operation during this year’s Two Sessions,marks a further step in China’s efforts to boost imports from Africa. 展开更多
关键词 arithmetic operation zero tariff treatment China AFRICA transformative policy economic relations removal tariffs TARIFFS
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Nature-Inspired Upward Hanging Evaporator with Photothermal 3D Spacer Fabric for Zero-Liquid-Discharge Desalination
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作者 Ye Peng Yang Shao +3 位作者 Longqing Zheng Haoxuan Li Meifang Zhu Zhigang Chen 《Nano-Micro Letters》 2026年第1期545-561,共17页
While desalination is a key solution for global freshwater scarcity,its implementation faces environmental challenges due to concentrated brine byproducts mainly disposed of via coastal discharge systems.Solar interfa... While desalination is a key solution for global freshwater scarcity,its implementation faces environmental challenges due to concentrated brine byproducts mainly disposed of via coastal discharge systems.Solar interfacial evaporation offers sustainable management potential,yet inevitable salt nucleation at evaporation interfaces degrades photothermal conversion and operational stability via light scattering and pathway blockage.Inspired by the mangrove leaf,we propose a photothermal 3D polydopamine and polypyrrole polymerized spacer fabric(PPSF)-based upward hanging model evaporation configuration with a reverse water feeding mechanism.This design enables zero-liquiddischarge(ZLD)desalination through phase-separation crystallization.The interconnected porous architecture and the rough surface of the PPSF enable superior water transport,achieving excellent solar-absorbing efficiency of 97.8%.By adjusting the tilt angle(θ),the evaporator separates the evaporation and salt crystallization zones via controlled capillary-driven brine transport,minimizing heat dissipation from brine discharge.At an optimal tilt angle of 52°,the evaporator reaches an evaporation rate of 2.81 kg m^(−2) h^(−1) with minimal heat loss(0.366 W)under 1-sun illumination while treating a 7 wt%waste brine solution.Furthermore,it sustains an evaporation rate of 2.71 kg m^(−2) h^(−1) over 72 h while ensuring efficient salt recovery.These results highlight a scalable,energy-efficient approach for sustainable ZLD desalination. 展开更多
关键词 DESALINATION Solar interfacial evaporation Biomimetic design Zero liquid discharge Thermal management
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Anomaly Detection Method of Power Internet of Things Terminals in Zero-Trust Environment
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作者 Sun Pengzhan Ren Yinlin +2 位作者 Shao Sujie Yang Chao Qiu Xuesong 《China Communications》 2026年第1期290-305,共16页
With more and more IoT terminals being deployed in various power grid business scenarios,terminal reliability has become a practical challenge that threatens the current security protection architecture.Most IoT termi... With more and more IoT terminals being deployed in various power grid business scenarios,terminal reliability has become a practical challenge that threatens the current security protection architecture.Most IoT terminals have security risks and vulnerabilities,and limited resources make it impossible to deploy costly security protection methods on the terminal.In order to cope with these problems,this paper proposes a lightweight trust evaluation model TCL,which combines three network models,TCN,CNN,and LSTM,with stronger feature extraction capability and can score the reliability of the device by periodically analyzing the traffic behavior and activity logs generated by the terminal device,and the trust evaluation of the terminal’s continuous behavior can be achieved by combining the scores of different periods.After experiments,it is proved that TCL can effectively use the traffic behaviors and activity logs of terminal devices for trust evaluation and achieves F1-score of 95.763,94.456,99.923,and 99.195 on HDFS,BGL,N-BaIoT,and KDD99 datasets,respectively,and the size of TCL is only 91KB,which can achieve similar or better performance than CNN-LSTM,RobustLog and other methods with less computational resources and storage space. 展开更多
关键词 anomaly detection distributed machine learning power internet of Things zero trust
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一场大胆的色彩狂欢 EHI BnB民宿
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作者 西溪(编译) 《室内设计与装修》 2026年第4期44-47,共4页
在罗马埃斯奎利诺区的核心地带,一栋传闻曾是20世纪初“风月场所”的老房子,最近由Punto Zero建筑事务所改造成一家个性十足的民宿——EHI BnB。埃斯奎利诺是罗马市中心一个多元文化的交汇点,如今吸引着大批电影、艺术、摄影、时尚圈的... 在罗马埃斯奎利诺区的核心地带,一栋传闻曾是20世纪初“风月场所”的老房子,最近由Punto Zero建筑事务所改造成一家个性十足的民宿——EHI BnB。埃斯奎利诺是罗马市中心一个多元文化的交汇点,如今吸引着大批电影、艺术、摄影、时尚圈的创作者,整个区域正变得越来越有活力。建筑师说:“我们想打造一个和埃斯奎利诺活泼灵魂紧密相连的地方,让住客真正感受到这个正在蜕变的罗马老街区,多元、创意十足且充满生命力。”客户的想法和街区的气质完美契合,这股“文化大熔炉”的能量,直接成了设计的灵感源头。一进门是深灰蓝色的共享玄关,像一条沉稳的主轴,把所有公共空间串起来:公共厨房、早餐区和客厅。 展开更多
关键词 Punto Zero建筑事务所 民宿 罗马 埃斯奎利诺区
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Zero Carbon Pioneers:China is advancing a national strategy to develop net-zero carbon factories, driving the greening of key industries
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作者 GE LIJUN 《ChinAfrica》 2026年第4期47-49,共3页
Long associated with industrial smoke and heavy pollution,the chemical industry is undergoing a rapid transition to cleaner production.In the Jintang Economic Development Zone in Chengdu,Sichuan Province,B&M Tech... Long associated with industrial smoke and heavy pollution,the chemical industry is undergoing a rapid transition to cleaner production.In the Jintang Economic Development Zone in Chengdu,Sichuan Province,B&M Tech’s lithium-ion battery materials factory exemplifies this change. 展开更多
关键词 cleaner productionin chemical industry net zero carbon factories GREENING lithium ion battery materials factory industrial transition
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Commerce Without Constraints:China’s zero-tariff policy will create new development opportunities for African economies, while boosting bilateral trade
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作者 BENJAMIN KURIYO 《ChinAfrica》 2026年第4期36-37,共2页
African exporters and the business community have welcomed the elimination of customs duties on exports to China,and companies are already preparing to access this vast market of more than 1.4 billion consumers.China... African exporters and the business community have welcomed the elimination of customs duties on exports to China,and companies are already preparing to access this vast market of more than 1.4 billion consumers.China’s new tariff policy is intended to boost trade flows in favour of African economies.“This zero-tariff policy towards Africa aims to open a new chapter in the annals of Sino-African solidarity,”said Wang Yi,China’s minister of foreign affairs,during a press conference held on the sidelines of the Two Sessions held in March. 展开更多
关键词 Sino African trade trade flows business community boost trade flows African economies tariff policy customs duties zero tariff policy
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Enhancing High-Level Opening Up
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《ChinAfrica》 2026年第3期2-2,共1页
Hainan Province in south China is the country’s second-largest island and the largest free trade port by area.It has entered a historic phase in China’s drive to promote high-level institutional opening up.On 18 Dec... Hainan Province in south China is the country’s second-largest island and the largest free trade port by area.It has entered a historic phase in China’s drive to promote high-level institutional opening up.On 18 December 2025,Hainan officially launched island-wide special customs operations,commonly referred to as“customs closure.”From that date,goods entering or leaving the island,except those traded with the Chinese mainland,are subject to simplified customs procedures and potentially reduced or zero tariffs. 展开更多
关键词 free trade port Hainan Province reduced zero tariff high level opening up simplified customs procedures customs closure institutional opening up
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New Hub for Regional Economic and Trade Cooperation Island-wide special customs operations at Hainan Free Trade Port have accelerated China's connectivity with ASEAN and beyond
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作者 Li Jiaqi 《China Report ASEAN》 2026年第3期32-33,共2页
Since the launch of island-wide special customs operations at Hainan Free Trade Port(Hainan FTP),the proportion of “zero-tariff”imported goods has increased significantly from 21 to 74 percent, and high-quality good... Since the launch of island-wide special customs operations at Hainan Free Trade Port(Hainan FTP),the proportion of “zero-tariff”imported goods has increased significantly from 21 to 74 percent, and high-quality goods from Southeast Asia can enter Hainan at a more competitive price. If goods contain imported materials and achieve at least 30 percent added value through local processing,they can enter the Chinese mainland market with an exemption from import tariffs, effectively gaining market access across China. 展开更多
关键词 local processingthey imported materials import tariffs ASEAN gaining market access across Regional Economic Cooperation Hainan Free Trade Port Zero Tariff Imports
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刘淑丽教授荣获ASHRAE欧洲地区技术创新奖
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《建筑节能(中英文)》 2026年第2期9-9,共1页
2026年1月31日-2月4日,美国供热、制冷与空调工程师学会(ASHRAE)2026年冬季会议在美国拉斯维加斯隆重召开。来自全球数十个国家的行业专家、学者及工程师齐聚一堂,共同探讨建筑环境系统与能源工程领域的前沿技术与发展趋势。会议期间,AS... 2026年1月31日-2月4日,美国供热、制冷与空调工程师学会(ASHRAE)2026年冬季会议在美国拉斯维加斯隆重召开。来自全球数十个国家的行业专家、学者及工程师齐聚一堂,共同探讨建筑环境系统与能源工程领域的前沿技术与发展趋势。会议期间,ASHRAE学会正式颁发了2026年度“Engineering Global Net Zero”创新奖。“Engineering Global Net Zero”创新奖(Innovation Award 2026)旨在表彰全球范围内在推动建筑环境领域可持续发展与技术创新方面作出卓越贡献的杰出个人,该奖项由美国供热、制冷与空调工程师学会(ASHRAE)组织评议。 展开更多
关键词 Engineering Global Net Zero 技术创新奖 ASHRAE
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Ecosystem management and agricultural green development in subtropical regions
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作者 Jinshui Wu Tony G.O’Donnell +4 位作者 Andrew Macrae Hongsong Chen Weiguo Cheng Zhihong Xu Zhengmiao Deng 《Journal of Integrative Agriculture》 2026年第2期399-401,共3页
The United Nations Sustainable Development Goal(SDG) 2 aims to achieve Zero Hunger by 2030.However,global hunger and food insecurity have continued to rise at an alarming rate(UN 2023).Subtropical regions are home to ... The United Nations Sustainable Development Goal(SDG) 2 aims to achieve Zero Hunger by 2030.However,global hunger and food insecurity have continued to rise at an alarming rate(UN 2023).Subtropical regions are home to more than 30% of the world's population,predominantly in developing countries where per capita farmland and food supply are only 40% of those in developed nations(FAO 2018).Meeting the Zero Hunger target amid ongoing population growth in these regions requires a substantial increase in agricultural production while minimizing soil degradation and adverse ecological impacts.This challenge is shared by many countries across South Asia,Africa,and Central and South America. 展开更多
关键词 ecosystem management developing countries subtropical regions sustainable development goal agricultural green development zero hunger sustainable development goal sdg population growth
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CHINESE MEDIA
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《China Report ASEAN》 2026年第1期6-9,共4页
China launches island-wide special customs operations in Hainan FTP.China launched island-wide special customs operations in the Hainan Free Trade Port(FTP),the world’s largest FTP by area,on December 18,2025,allowin... China launches island-wide special customs operations in Hainan FTP.China launched island-wide special customs operations in the Hainan Free Trade Port(FTP),the world’s largest FTP by area,on December 18,2025,allowing freer entry of overseas goods,expanding zerotariff coverage,and introducing more business-friendly measures. 展开更多
关键词 business friendly measures zero tariff special customs operations free trade port ftp customs operations hainan free trade port
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Pt–Ti Coordination at Oxygen Vacancies Activates Single-Atom Catalysis for Broad-pH Hydrogen Evolution
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作者 Qing Zhang Ding Yuan +8 位作者 Kepeng Song Riming Hu Cong Liu Haishun Jiang Mingjia Jiang Jingjing Wu Dingsheng Wang Shi Xue Dou Yuhai Dou 《Carbon Energy》 2026年第2期259-270,共12页
Defect engineering serves as a cornerstone in the design of high-effciency single-atom catalysts(SACs)for advanced electrocatalytic systems.This study demonstrates oxygen vacancy-induced near-zero-valent Pt SACs ancho... Defect engineering serves as a cornerstone in the design of high-effciency single-atom catalysts(SACs)for advanced electrocatalytic systems.This study demonstrates oxygen vacancy-induced near-zero-valent Pt SACs anchored on TiO2 for efficient hydrogen evolution reaction(HER).Synchrotron spectroscopy and density functional theory calculation reveal that oxygen vacancies create unconventional Pt-Ti coordination while strengthening electronic metal-support interactions.This facilitates substantial electron transfer from TiO2 to Pt,generating a near-zero-valent Pt state with elevated electron density.The modified electronic structure lowers the Pt d-band center,reducing hydrogen intermediate(*H)adsorption energy and optimizing HER kinetics.Moreover,ab initio molecular dynamics and in situ Raman spectra show that the negative charge accumulated at the Pt site promotes K^(+)enrichment at the interface,which enhances H-OH bond polarization and accelerates water dissociation kinetics.The resulting D-TiO_(2)/Pt SACs exhibit superior HER activity across acidic,neutral,and alkaline conditions,achieving low overpotentials of 40,57,and 60 mV at 10 mA cm^(-2),respectively.Additionally,its mass activities at the overpotential of 100 mV are 10.3,33.9,and 20.9 times higher that of Pt/C,respectively.This study shows the key role of defectmediated electronic engineering in tailoring SACs'valence states and catalytic functions,advancing sustainable hydrogen production through rational catalyst design. 展开更多
关键词 hydrogen evolution reaction near‐zero‐valent Ptstate oxyge nvacancies single‐atom catalysts
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Nonlinear Integral-Ameliorated Model for Dynamic Convex Optimization With Perturbance Considered
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作者 Kangze Zheng Yunong Zhang 《IEEE/CAA Journal of Automatica Sinica》 2025年第7期1418-1433,共16页
This work presents a nonlinear integral-ameliorated model for handling dynamic optimization problems with affine constraints.They pose a challenge as their optimal solutions evolve with time.Traditional iteration-base... This work presents a nonlinear integral-ameliorated model for handling dynamic optimization problems with affine constraints.They pose a challenge as their optimal solutions evolve with time.Traditional iteration-based methods that exactly solve the problem at each time instant,fail to precisely and realtime track the solution due to computational and communication bottlenecks.Our model,through rigorous theoretical analyses,is able to reduce the optimality gap(i.e.,the difference between the model state and optimal solution)to zero in a finite time,and thus,track the solution online.Besides,perturbance is taken into account.We prove that under certain conditions,our model can totally tolerate an important kind of noise that we call“errorrelated noise”.In numerical experiments,compared with six existing methods,our model exhibits superior robustness when contaminated by the error-related noise.The key techniques in the model design involve employing the zeroing neural network to leverage time-derivative information,and introducing an integral term as well as the class C_(L)^(0)functions to enhance convergence and noise resistance.Finally,we establish a model-free control framework for a surgical manipulator with the remote-center-of-motion constraint and compare the performances of the framework based on different models in simulations.The results indicate that our model achieves the best performance among various models employed within the framework. 展开更多
关键词 Dynamic convex optimization error-related noise nonlinear integral-ameliorated zeroing neural network online solution remote center of motion
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Data-Driven Iterative Learning Consensus Tracking Based on Robust Neural Models for Unknown Heterogeneous Nonlinear Multiagent Systems With Input Constraints
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作者 Chong Zhang Yunfeng Hu +2 位作者 TingTing Wang Xun Gong Hong Chen 《IEEE/CAA Journal of Automatica Sinica》 2025年第10期2153-2155,共3页
Dear Editor,Aiming at the consensus tracking problem of a class of unknown heterogeneous nonlinear multiagent systems(MASs)with input constraints,a novel data-driven iterative learning consensus control(ILCC)protocol ... Dear Editor,Aiming at the consensus tracking problem of a class of unknown heterogeneous nonlinear multiagent systems(MASs)with input constraints,a novel data-driven iterative learning consensus control(ILCC)protocol based on zeroing neural networks(ZNNs)is proposed.First,a dynamic linearization data model(DLDM)is acquired via dynamic linearization technology(DLT). 展开更多
关键词 dynamic linearization data model dldm consensus tracking problem input constraints consensus tracking unknown heterogeneous nonlinear multiagent systems robust neural models data driven iterative learning zeroing neural networks znns
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基于改进Zero−DCE模型的矿井低照度图像增强方法 被引量:2
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作者 王轶玮 李晓宇 +1 位作者 翁智 白凤山 《工矿自动化》 北大核心 2025年第2期57-64,99,共9页
煤矿井下监控图像中存在噪声,清晰度低,且颜色和纹理信息缺失,采用基于机器学习的图像增强方法时还面临低照度−正常照度图像配对数据集采集困难的问题。提出一种改进零参考深度曲线估计(Zero−DCE)模型,并将其应用于矿井低照度图像增强... 煤矿井下监控图像中存在噪声,清晰度低,且颜色和纹理信息缺失,采用基于机器学习的图像增强方法时还面临低照度−正常照度图像配对数据集采集困难的问题。提出一种改进零参考深度曲线估计(Zero−DCE)模型,并将其应用于矿井低照度图像增强。使用Leaky ReLU激活函数替换Zero−DCE模型中的ReLU激活函数,以加快模型收敛速度,提升低照度图像特征学习效率;在Zero−DCE模型浅层与深层网络之间的跳跃连接处引入卷积块注意力模块(CBAM),以提高模型对图像关键特征的表达能力;在浅层网络中引入非对称卷积块(ACB),以优化模型对局部图像特征的学习能力和细节特征的表现能力;在深层网络中采用串联卷积核(CCK),以降低模型参数量和计算量,缩短模型训练时间。采用LOL公共数据集和矿井自建数据集进行实验验证,结果表明:改进Zero−DCE模型的均方误差(MSE)、峰值信噪比(PSNR)、结构相似性(SSIM)、自然图像质量评估器(NIQE)和视觉信息保真度(VIF)整体上优于典型图像增强模型,在自建数据集上的MSE和NIQE较Zero−DCE模型分别降低16.25%和2.93%,PSNR,SSIM和VIF分别提高2.87%,1.87%和17.64%;图像增强视觉效果较好,可在提高图像亮度的同时有效保留细节纹理信息,降噪效果明显;对单幅图像的推理时间为0.138 s,可实现图像实时增强。 展开更多
关键词 矿井低照度图像 图像增强 零参考深度曲线估计网络 Zero−DCE模型 无监督学习
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