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Neurodynamic Optimization: towards Nonconvexity [chapter]

Xiaolin Hu
<span title="2008-09-01">2008</span> <i title="InTech"> Recurrent Neural Networks </i> &nbsp;
Recently, a notable progress has been made in where a much different model was proposed for solving convex optimization problems.  ...  For solving optimization problems with general constraints, the EPNN and its variants play the dominant roles in the community.  ...  Neurodynamic Optimization: towards Nonconvexity, Recurrent Neural Networks, Xiaolin Hu and P.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/5551">doi:10.5772/5551</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jq3ru5tczbbdtb4div54at4ocq">fatcat:jq3ru5tczbbdtb4div54at4ocq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190428073731/https://cdn.intechopen.com/pdfs/4639.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a6/fe/a6fe3b8b0afec625e976c12c3a95b78e1c589056.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/5551"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

A Neurodynamical System for finding a Minimal VC Dimension Classifier [article]

Jayadeva, Sumit Soman, Amit Bhaya
<span title="2015-03-11">2015</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we describe a neural network based on a linear dynamical system, that converges to the MCM solution.  ...  experiments on benchmark datasets from the UCI repository show that the proposed approach is scalable and accurate, as we obtain improved accuracies and fewer number of support vectors (upto 74.3% reduction) with  ...  In 1996, Wu et al. presented a neural network with global convergence guarantees [37, 38] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1503.03148v1">arXiv:1503.03148v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/24w5kmuq7jhkvknbhy7wnossri">fatcat:24w5kmuq7jhkvknbhy7wnossri</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200824160559/https://arxiv.org/pdf/1503.03148v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ff/c1/ffc1c0318d0e8659cccfcd1ffa707a87645969d2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1503.03148v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

TDOA-based localization with NLOS mitigation via robust model transformation and neurodynamic optimization [article]

Wenxin Xiong, Christian Schindelhauer, Hing Cheung So, Joan Bordoy, Andrea Gabbrielli, Junli Liang
<span title="2020-08-20">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
to solve the resultant nonconvex optimization problem with inequality constraints.  ...  constraints on it, mitigate the NLOS errors through the ℓ_1-norm robustification, and finally apply a hardware realizable neurodynamic model based on the redefined augmented Lagrangian and projection theorem  ...  recent developments of global convergence guaranteed neurodynamic optimization.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2004.10492v2">arXiv:2004.10492v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/g3rawybzgnb4zojqx4sgj7z2yi">fatcat:g3rawybzgnb4zojqx4sgj7z2yi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201015161610/https://arxiv.org/pdf/2004.10492v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2004.10492v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

A multistage self-organizing algorithm combined transiently chaotic neural network for cellular channel assignment

Zhenya He, Yifeng Zhang, Chengjian Wei, Jun Wang
<span title="">2002</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fmebo7gm4vhg7ljs3x2bbrazk4" style="color: black;">IEEE Transactions on Vehicular Technology</a> </i> &nbsp;
A salient feature of the TCNN model is that chaotic neurodynamics are temporarily generated for searching and self-organizing in order to escape local minima.  ...  Therefore, the neural network gradually approaches, through transient chaos, a dynamical structure similar to conventional models such as the Hopfield neural network and converges to a stable equilibrium  ...  ACKNOWLEDGMENT The authors are thankful to the anonymous referees for their comments that helped greatly to improve this paper.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tvt.2002.804839">doi:10.1109/tvt.2002.804839</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/emkmp5ia6zdmrmbdth6ofoh2ce">fatcat:emkmp5ia6zdmrmbdth6ofoh2ce</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20130512212849/http://www2.mae.cuhk.edu.hk/~jwang/Publications/Journals/TVT-He-Zhang-Wei-Wang2002.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/03/f5/03f5bdaa2d91672e6e1fec2593665f1a38d3be34.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tvt.2002.804839"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Recurrent Neural Network for Nonconvex Economic Emission Dispatch

Jiayu Wang, Xing He, Junjian Huang, Guo Chen
<span title="">2021</span> <i title="Journal of Modern Power Systems and Clean Energy"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/if25tyasz5cyfa3glalv5affdu" style="color: black;">Journal of Modern Power Systems and Clean Energy</a> </i> &nbsp;
A recurrent neural network (RNN) is proposed to search for local optimal solution of the introduced nonconvex EED problem. The optimality and convergence of the proposed dynamic model are given.  ...  Meanwhile, it complies with demand constraint and generator capacity constraints.  ...  In the previous year, a PSO with time varying operators was constructed to find global optimal solution, which was designed for optimization problems with hard combination constraints such as nonconvex  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35833/mpce.2018.000889">doi:10.35833/mpce.2018.000889</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xcckgivvrngi7apiwdmg4ejlam">fatcat:xcckgivvrngi7apiwdmg4ejlam</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210429031352/https://ieeexplore.ieee.org/ielx7/8685265/8816648/09062449.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/cf/ee/cfee096e217a93ff7332098d129ff86c4555802a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35833/mpce.2018.000889"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

A Continuous-Time Distributed Algorithm for Solving a Class of Decomposable Nonconvex Quadratic Programming

Yan Zhao, Qingshan Liu
<span title="2018-10-01">2018</span> <i title="Walter de Gruyter GmbH"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/r6s7pm3e6nafzezoucv6lewdm4" style="color: black;">Journal of Artificial Intelligence and Soft Computing Research</a> </i> &nbsp;
In the quadratic programming, even if the objective function is nonconvex, the algorithm can still perform well under an extra condition combining with the objective, constraint and coupling matrices.  ...  In this paper, a continuous-time distributed algorithm is presented to solve a class of decomposable quadratic programming problems.  ...  In [29] , a collective neurodynamic approach, which is also described as distributed neurodynamic system, is presented for distributed optimization with decoupling constraints.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1515/jaiscr-2018-0018">doi:10.1515/jaiscr-2018-0018</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kytxavjxezgtvbyqinj7vecwka">fatcat:kytxavjxezgtvbyqinj7vecwka</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190501135221/https://content.sciendo.com/downloadpdf/journals/jaiscr/8/4/article-p283.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/02/6a/026a061d3f624e8efca8b4955b115628b80ca3be.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1515/jaiscr-2018-0018"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> degruyter.com </button> </a>

A high performance neural network model for solving chance constrained optimization problems

Alireza Nazemi, Narges Tahmasbi
<span title="">2013</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/bby322qx6ndsje4ypr56c7nnly" style="color: black;">Neurocomputing</a> </i> &nbsp;
By employing Lyapunov function approach, it is also shown that the proposed neural network model is stable in the sense of Lyapunov and it is globally convergent to an exact optimal solution of the original  ...  A neural network model is then constructed for solving the obtained CSOCP problem.  ...  Acknowledgments The authors are very grateful to the editor and anonymous reviewers for their suggestions in improving the quality of the paper.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.neucom.2013.05.034">doi:10.1016/j.neucom.2013.05.034</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/q6nyrnrmrrcmrpvxmnhjj6fdqe">fatcat:q6nyrnrmrrcmrpvxmnhjj6fdqe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200322204933/http://shahroodut.ac.ir/fa/download.php?id=1111125231" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/13/59/13598577dccd25d763284bd340dba3e6c3106d32.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.neucom.2013.05.034"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Evolutionary Advantages of Stimulus-Driven EEG Phase Transitions in the Upper Cortical Layers

Robert Kozma, Bernard J. Baars, Natalie Geld
<span title="2021-12-08">2021</span> <i title="Frontiers Media SA"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/j33hgvvadjhazfxeupgxga54ai" style="color: black;">Frontiers in Systems Neuroscience</a> </i> &nbsp;
This cortical operating style may optimize a tradeoff between rapid adaptation to novelty vs. stable and widespread self-organization, therefore resulting in significant Darwinian benefits.  ...  The rapid expansion of essentially isotropic phase cones is consistent with the propagation of perceptual broadcasts postulated by Global Workspace Theory (GWT).  ...  For large λ values, the critical probability diminishes what is expected for a global system without local order.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fnsys.2021.784404">doi:10.3389/fnsys.2021.784404</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/34955771">pmid:34955771</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8692947/">pmcid:PMC8692947</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2jis2mffcvextkiwoyzg5q7hky">fatcat:2jis2mffcvextkiwoyzg5q7hky</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211209125642/https://fjfsdata01prod.blob.core.windows.net/articles/files/784404/pubmed-zip/.versions/1/.package-entries/fnsys-15-784404/fnsys-15-784404.pdf?sv=2018-03-28&amp;sr=b&amp;sig=tRSVCJ18ZdtZOeoTDOe0wxQ9LtRc6fZgTTDxAQJo%2FoI%3D&amp;se=2021-12-09T12%3A57%3A12Z&amp;sp=r&amp;rscd=attachment%3B%20filename%2A%3DUTF-8%27%27fnsys-15-784404.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/2c/df/2cdf8d8291fa60942468cbebc12925a30f0e28d1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fnsys.2021.784404"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> frontiersin.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8692947" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Parameter Settings of Hopfield Networks Applied to Traveling Salesman Problems [chapter]

<span title="">2007</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/oqt3yqhkxvcubnonwg57er4tdq" style="color: black;">Studies in Computational Intelligence</a> </i> &nbsp;
A set of analytical conditions for optimal parameter settings of the CHN is then derived, and the resulting performance is validated by simulations.  ...  This paper presents some stability criteria that ensure the convergence of valid solutions and suppression of infeasible solutions.  ...  ENHANCED LYAPUNOV FUNCTION FOR MAPPING TSP From the view of mathematical programming, the TSP can be described as a quadratic 0-1 programming problem with linear constraints (7) subject to (8) and  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-540-69226-3_7">doi:10.1007/978-3-540-69226-3_7</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fvqdpcviwfa4xfzyno3pyqi2xi">fatcat:fvqdpcviwfa4xfzyno3pyqi2xi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20080119033802/http://robotics.nus.edu.sg/sge/journal/stability/TCS-TSP-05.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7c/36/7c36c779aeb67319f039010585265294c87eeb27.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-540-69226-3_7"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

On parameter settings of Hopfield networks applied to traveling salesman problems

K.C. Tan, Huajin Tang, S.S. Ge
<span title="">2005</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/a2sy5llz7rchfdd7zku3k2hthy" style="color: black;">IEEE Transactions on Circuits and Systems I Fundamental Theory and Applications</a> </i> &nbsp;
A set of analytical conditions for optimal parameter settings of the CHN is then derived, and the resulting performance is validated by simulations.  ...  This paper presents some stability criteria that ensure the convergence of valid solutions and suppression of infeasible solutions.  ...  ENHANCED LYAPUNOV FUNCTION FOR MAPPING TSP From the view of mathematical programming, the TSP can be described as a quadratic 0-1 programming problem with linear constraints (7) subject to (8) and  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tcsi.2005.846666">doi:10.1109/tcsi.2005.846666</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7bj2cijtrvhdtgj6buftews7ye">fatcat:7bj2cijtrvhdtgj6buftews7ye</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20080119033802/http://robotics.nus.edu.sg/sge/journal/stability/TCS-TSP-05.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7c/36/7c36c779aeb67319f039010585265294c87eeb27.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tcsi.2005.846666"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

2014 IEEE CIS Awards [Society Briefs]

Jose C. Principe
<span title="">2014</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/x56wk4aznnehjnnlaxh66hctcq" style="color: black;">IEEE Computational Intelligence Magazine</a> </i> &nbsp;
Compared with the existing neural network models for nonsmooth optimization problems, the proposed neural network can deal with a larger class of constraints and is not based on the penalty method.  ...  The latter one is extended to solve constrained optimization and multi-objective optimization problems successfully with a novel constraint-handling mechanism and a novel updating criterion respectively  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/mci.2013.2291674">doi:10.1109/mci.2013.2291674</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zfcrvys6yza2xohgp6qoelol5y">fatcat:zfcrvys6yza2xohgp6qoelol5y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170905170133/https://www.researchgate.net/profile/Jose_Principe/publication/260711389_2014_IEEE_CIS_Awards_Society_Briefs/links/550ff39e0cf21287416c813b.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/76/06/760691c2e4937ff7d3f14f824172bdb387ac15e9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/mci.2013.2291674"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Research Progress of Path Planning Methods for Autonomous Underwater Vehicle

Yinjing Guo, Hui Liu, Xiaojing Fan, Wenhong Lyu, He Chen
<span title="2021-02-12">2021</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wpareqynwbgqdfodcyhh36aqaq" style="color: black;">Mathematical Problems in Engineering</a> </i> &nbsp;
Path planning is a key technology for autonomous underwater vehicle (AUV) navigation. With the emphasis and research on AUV, AUV path planning technology is continuously developing.  ...  Based on a brief description of the environment modelling methods, this paper focuses on the path planning algorithms commonly used by AUV.  ...  all those who helped us during the writing of this thesis. is article was funded by the National Natural Science Foundation of China (grant no. 61471224) and the Shandong Key Research and Development Program  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/8847863">doi:10.1155/2021/8847863</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qbxf2s7uanctnhiughndjbeexm">fatcat:qbxf2s7uanctnhiughndjbeexm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210217093526/https://downloads.hindawi.com/journals/mpe/2021/8847863.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f2/d7/f2d782fac95a8c85133b1bc31e0768b82d59c634.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/8847863"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a>

Adaptive Dynamic Programming: An Introduction

Fei-Yue Wang, Huaguang Zhang, Derong Liu
<span title="">2009</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/x56wk4aznnehjnnlaxh66hctcq" style="color: black;">IEEE Computational Intelligence Magazine</a> </i> &nbsp;
In addition, many recent papers have provided convergence analysis associated with the algorithms developed. Furthermore, we point out some topics for future studies. ©STOCKBYTE  ...  For ADP algorithms, the point of focus is that iterative algorithms of ADP can be sorted into two classes: one class is the iterative algorithm with initial stable policy; the other is the one without  ...  Qinglai Wei for their help in preparing this manuscript.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/mci.2009.932261">doi:10.1109/mci.2009.932261</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qop5dvkdbbecxcn73u4i2smkvi">fatcat:qop5dvkdbbecxcn73u4i2smkvi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20120130214905/http://www.ece.uic.edu/~dliu/R/ADP/ADP-CDROM/ADP-survey-wang-zhang-liu.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/0e/64/0e644048852d0a1e0695c33c29f1978f5155a93f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/mci.2009.932261"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Recurrent Neural Networks: Associative Memory and Optimization

K. -L. Du
<span title="">2011</span> <i title="OMICS Publishing Group"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3vq4nfyo65gndle6y4jboqa4oy" style="color: black;">Journal of Information Technology &amp; Software Engineering</a> </i> &nbsp;
These models are especially useful for dealing with combinatorial optimization problems (COPs), which are notorious NPcomplete problems.  ...  A learning problem in a Hopfield network with J units can be transformed into a learning problem for a perceptron of dimension ( 1) 2 J J + [99], and thus every learning  ...  The damping of ( ) c t produces successive bifurcations so that the neurodynamics eventually converge from strange attractors to a stable equilibrium point.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4172/2165-7866.1000104">doi:10.4172/2165-7866.1000104</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zqfpc2fpwzhufigwozssmylotu">fatcat:zqfpc2fpwzhufigwozssmylotu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170813112112/https://www.omicsgroup.org/journals/recurrent-neural-networks-associative-memory-and-optimization-2165-7866.1000104.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e8/6d/e86dcad8c96d0d09b9e7378fef67e3feaf7c7226.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4172/2165-7866.1000104"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Energy Management Strategies for Hybrid Electric Vehicles: Review, Classification, Comparison, and Outlook

Fengqi Zhang, Lihua Wang, Serdar Coskun, Hui Pang, Yahui Cui, Junqiang Xi
<span title="2020-06-30">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/a2yvk5xhdnhpxjnk6yd33uudqq" style="color: black;">Energies</a> </i> &nbsp;
The presented review targets two main headlines: (a) offline EMSs wherein global optimization-based EMSs and rule-based EMSs are presented; and (b) online EMSs, under which instantaneous optimization-based  ...  Firstly, state-of-the-art methods are introduced under a unified framework for the first time, with an extensive overview of existing EMSs for HEVs.  ...  The proposed algorithm can acquire fast convergence to a global solution using the quadratic programming algorithm.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/en13133352">doi:10.3390/en13133352</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gqcaecppvzhybcabwvjzn2gtau">fatcat:gqcaecppvzhybcabwvjzn2gtau</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200706222913/https://res.mdpi.com/d_attachment/energies/energies-13-03352/article_deploy/energies-13-03352.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/13/13/13135cb6070c652f121d96a59ac44b8713f3c78e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/en13133352"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>
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