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Machine Learning in Event-Triggered Control: Recent Advances and Open Issues [article]

Leila Sedghi, Zohaib Ijaz, Md. Noor-A-Rahim, Kritchai Witheephanich, Dirk Pesch
<span title="2020-09-27">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
For example, ML can be used to overcome the problem of a lack of network models by learning system behaviour or adapt to dynamically changing models by continually learning model dynamics.  ...  Machine learning (ML) combined with event-triggered control (ETC) has the potential to ease some of these challenges.  ...  An event-triggered cost control approach using a self-learning technique for nonlinear systems is designed.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2009.12783v1">arXiv:2009.12783v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fwite3v7azae3ezaowpr75xfpq">fatcat:fwite3v7azae3ezaowpr75xfpq</a> </span>
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Online Reinforcement Learning Control by Direct Heuristic Dynamic Programming: from Time-Driven to Event-Driven [article]

Qingtao Zhao, Jennie Si, Jian Sun
<span title="2020-06-16">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Consequently we show the approximate control and cost-to-go function approaching Bellman optimality within a finite bound.  ...  It is therefore desirable to prevent the time-driven dHDP from updating due to insignificant system event such as noise. Toward this goal, we propose a new event-driven dHDP.  ...  Among the few existing works for discrete-time systems, Sahoo et al. [32] proposed a near optimal event-driven control for nonlinear systems using an ADP structure under some assumptions.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2006.08938v1">arXiv:2006.08938v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tvui2k72x5apde56cktmo5g54m">fatcat:tvui2k72x5apde56cktmo5g54m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200623113254/https://arxiv.org/pdf/2006.08938v1.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/2006.08938v1" 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>

Attitude Control with Auxiliary Structure Based on Adaptive Dynamic Programming for Reentry Vehicles

Xu Li, Zhongtao Cheng, Bo Wang, Yongji Wang, Lei Liu
<span title="2020-09-02">2020</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/y3fh56bfunh5fgneywwba6d4ke" style="color: black;">Complexity</a> </i> &nbsp;
Finally, simulation results show that the control strategy with ADP possesses stronger adaptability and faster response than that without ADP for the nonlinear vehicle system.  ...  This paper presents an attitude control scheme combined with adaptive dynamic programming (ADP) for reentry vehicles with high nonlinearity and disturbances.  ...  In other words, the weight error δ c and δ a are uniformly bounded. is also results in a stable ADP system and an optimal output.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2020/2837916">doi:10.1155/2020/2837916</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/25sgcqa7wza77pdfackz7a664i">fatcat:25sgcqa7wza77pdfackz7a664i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200909120834/http://downloads.hindawi.com/journals/complexity/2020/2837916.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/87/1d/871d7183593cedcbb3dd72ab1ef42fedd8b10d79.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2020/2837916"> <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>

Compensator-critic structure-based event-triggered decentralized tracking control of modular robot manipulators: theory and experimental verification

Bing Ma, Yuanchun Li
<span title="2021-04-16">2021</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/nnhntxrl5vg2zjrahf7teas5oy" style="color: black;">Complex &amp; Intelligent Systems</a> </i> &nbsp;
Based on adaptive dynamic programming (ADP) algorithm and the event-triggered mechanism, the decentralized tracking control is obtained by solving the event-triggered Hamilton–Jacobi–Bellman equation (  ...  The tracking error of the closed-loop manipulators system is proved to be ultimately uniformly bounded (UUB) using the Lyapunov stability theorem.  ...  If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s40747-021-00359-0">doi:10.1007/s40747-021-00359-0</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sfxp2moqdneingqhu3qsg4ytb4">fatcat:sfxp2moqdneingqhu3qsg4ytb4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210718105703/https://link.springer.com/content/pdf/10.1007/s40747-021-00359-0.pdf?error=cookies_not_supported&amp;code=c4105f80-2699-40fd-aa1a-27a8c2b817f8" 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/d8/85/d8852a76668c7057cc4de321a4861f971ae43d6f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s40747-021-00359-0"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> springer.com </button> </a>

Editorial Biologically Learned/Inspired Methods for Sensing, Control, and Decision

Yongduan Song, Jennie Si, Sonya Coleman, Dermot Kerr
<span title="">2022</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/j6amxna35bbs5p42wy5crllu2i" style="color: black;">IEEE Transactions on Neural Networks and Learning Systems</a> </i> &nbsp;
propose an event-triggered ADP for nonzero-sum games of continuous-time nonlinear systems with completely unknown system dynamics.  ...  [A3] propose a new bioinspired adaptive dynamic programming (ADP) method, called spiking ADP (SADP). It aims to solve optimal impulsive control problems for discrete-time nonlinear systems.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tnnls.2022.3161003">doi:10.1109/tnnls.2022.3161003</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4e6v2kclcbb5pgkqqsyyaiwzjy">fatcat:4e6v2kclcbb5pgkqqsyyaiwzjy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220505055159/https://ieeexplore.ieee.org/ielx7/5962385/9766240/09766249.pdf?tp=&amp;arnumber=9766249&amp;isnumber=9766240&amp;ref=" 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/0d/d8/0dd8ee55ca6b9de0dd63b3fcc2c78a8361ab63bf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tnnls.2022.3161003"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Incorporating approximate dynamic programming-based parameter tuning into PD-type virtual inertia control of DFIGs

Wentao Guo, Feng Liu, Jennie Si, Shengwei Mei
<span title="">2013</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qm5nunzmyva4tfjekdcm34uvhq" style="color: black;">The 2013 International Joint Conference on Neural Networks (IJCNN)</a> </i> &nbsp;
In this paper, we propose an approximate dynamic programming (ADP) structure for online tuning of the PD type virtual inertia controller parameters.  ...  Such changes create great challenge for the VIC design and actually force the control designs to go beyond the traditional problem formulation of using explicit objective functions associated with specific  ...  Schematic diagram for ADP-based controller parameter tuning In Fig. 3 , the system output variable is taken as the input variable for the ADP tuner.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ijcnn.2013.6707069">doi:10.1109/ijcnn.2013.6707069</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/ijcnn/GuoLSM13.html">dblp:conf/ijcnn/GuoLSM13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/t2ybu5dq3rcuxh2y4nz7nlg23a">fatcat:t2ybu5dq3rcuxh2y4nz7nlg23a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20160804194705/http://geza.kzoo.edu:80/~erdi/IJCNN2013/HTMLFiles/PDFs/P377-1260.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/b6/ea/b6ea9885b79066cebc6d0a454dd84216d5341c51.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ijcnn.2013.6707069"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

From model-based control to data-driven control: Survey, classification and perspective

Zhong-Sheng Hou, Zhuo Wang
<span title="">2013</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ozlq63ehnjeqxf6cuxxn27cqra" style="color: black;">Information Sciences</a> </i> &nbsp;
This paper is a brief survey on the existing problems and challenges inherent in modelbased control (MBC) theory, and some important issues in the analysis and design of data-driven control (DDC) methods  ...  The necessity of data-driven control is discussed from the aspects of the history, the present, and the future of control theories and applications.  ...  The first author of this paper would like to thank the National Science Foundation of China for their invitation to present talks on this topic in seminars held in November 2008 and November 2010.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.ins.2012.07.014">doi:10.1016/j.ins.2012.07.014</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hx3tfm56unebbps3qlax7rmsfi">fatcat:hx3tfm56unebbps3qlax7rmsfi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170811024110/http://acsl.bjtu.edu.cn/images/3/3e/IS2013_From_model-based_control_to_data-driven_control_survey%2C_classification_and_perspective.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/fb/ed/fbedbb1c9f22858aaeab8e0cfbfa96b9b60cf2b5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.ins.2012.07.014"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

2020 Index IEEE Transactions on Circuits and Systems I: Regular Papers Vol. 67

<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/l6r6h4xpzvh6jkuzrx565pgwgu" style="color: black;">IEEE Transactions on Circuits and Systems Part 1: Regular Papers</a> </i> &nbsp;
., +, TCSI Oct. 2020 3284-3296 Output feedback Adaptive Fuzzy Output Feedback Event-Triggered Control for a Class of Switched Nonlinear Systems With Sensor Failures.  ...  Zhao, J., +, TCSI Oct. 2020 3498-3511 Adaptive systems Adaptive Fuzzy Output Feedback Event-Triggered Control for a Class of Switched Nonlinear Systems With Sensor Failures.  ...  An N-Path Filter Design Methodology With Harmonic Rejection, Power Reduction, Foldback Elimination, and Spectrum Shaping.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tcsi.2021.3055003">doi:10.1109/tcsi.2021.3055003</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kbmst5td2bbvtl7vpbj3knnkri">fatcat:kbmst5td2bbvtl7vpbj3knnkri</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210131102438/https://ieeexplore.ieee.org/ielx7/8919/9275400/09338461.pdf?tp=&amp;arnumber=9338461&amp;isnumber=9275400&amp;ref=" 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/52/97/5297b5240d94c4cf7f16040c5e2b309d25981274.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tcsi.2021.3055003"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Computational intelligence in control

António E. Ruano, Shuzhi Sam Ge, Thierry Marie Guerra, Frank L. Lewis, Jose C. Principe, Matjaž Colnarič
<span title="">2014</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/7q5x2aosp5a55jied5vd5jba6m" style="color: black;">Annual Reviews in Control</a> </i> &nbsp;
It focuses on four topics within the Computational intelligence area: neural network control, fuzzy control, reinforcement learning and brain machine interfaces.  ...  Subsequently, it addresses the role of computational intelligence in control.  ...  This approach, known as neurodynamic programming, used offline solution methods. ADP has been extensively used in feedback control applications.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.arcontrol.2014.09.006">doi:10.1016/j.arcontrol.2014.09.006</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uo2mqqanz5f55kuo25kfjpobka">fatcat:uo2mqqanz5f55kuo25kfjpobka</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170812165437/http://folk.ntnu.no/skoge/prost/proceedings/ifac2014/media/files/1164.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/10/cb/10cb2d45ae703361174745b7787dab10f26e7f21.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.arcontrol.2014.09.006"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Adaptive Sampling Dual Heuristic Dynamic Programming for Rare Earth Extraction Process

Jun Yi, Ling Wu, Wei Zhou, Lizhong Yao, Qi Han
<span title="">2019</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
Furthermore, the stability analysis for the close-loop system is explicitly provided by using Lyapunov approach.  ...  Event-triggered control is applied to adaptive dynamic programming (ADP) as an effective method to reduce the computational cost, in which sampling only happens when a specific event occurs.  ...  [7] presented an approximate optimal control of nonlinear continuous-time systems in affine form by using ADP with event-sampled state and input vectors.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2019.2947531">doi:10.1109/access.2019.2947531</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/c7esuomy4fagnlifeauiyysqmi">fatcat:c7esuomy4fagnlifeauiyysqmi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201108154012/https://ieeexplore.ieee.org/ielx7/6287639/8600701/08869921.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/16/26/1626d3158df8ce61813102c0fe7d9fba4d8d3a9b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2019.2947531"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Industrial data science – a review of machine learning applications for chemical and process industries

Max Mowbray, Mattia Vallerio, Carlos Perez-Galvan, Dongda Zhang, Antonio Del Rio Chanona, Francisco J. Navarro-Brull
<span title="">2022</span> <i title="Royal Society of Chemistry (RSC)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/dbj3gqskhjbwpnj5hmhzdrboqq" style="color: black;">Reaction Chemistry &amp; Engineering</a> </i> &nbsp;
Understand and optimize industrial processes via machine learning and chemical engineering principles.  ...  Acknowledgements The authors appreciate the support from JMP (SAS Institute Inc.) for facilitating the open access of this manuscript.  ...  an economic optimal experiment design criterion, [170] [171] [172] [173] [174] furthermore, Gaussian processes have been used for optimal design of experiments. 175 This framework allows gathering  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1039/d1re00541c">doi:10.1039/d1re00541c</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/q7ielo4h2bgudlypi4vjd4aajm">fatcat:q7ielo4h2bgudlypi4vjd4aajm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220423232058/https://pubs.rsc.org/en/content/articlepdf/2022/re/d1re00541c" 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/99/1e/991e92c216cad9e488c7ba09d16c55ed89d0bd2b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1039/d1re00541c"> <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>

Hybrid Approaches to Address Various Challenges in Wireless Sensor Network for IoT Applications: Opportunities and Open Problems

Pallavi Joshi, Ajay Singh Raghuvanshi
<span title="2021-06-28">2021</span> <i title="EverScience Publications"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/diiqht2fbbe6blcr3dvusbvt5u" style="color: black;">International Journal of Computer Networks And Applications</a> </i> &nbsp;
Similarly, the transmission is controlled by technologies like Bluetooth, ZigBee, wireless local area network (WLAN), etc. for support system IoT uses data mining, cloud computing, etc.  ...  It also elucidates some open issues for WSNs/IoT networks that can be solved using these approaches. SURVEY ARTICLE with IoT.  ...  So, in order to regulate the mobility of the sink thereby bounding it in terms of time for the purpose of gathering data from an event-driven scenario, an optimization model based on a convex function  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22247/ijcna/2021/209186">doi:10.22247/ijcna/2021/209186</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/isjbrui3wjb6bcj5ifyzt6jboi">fatcat:isjbrui3wjb6bcj5ifyzt6jboi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210710033458/https://www.ijcna.org/Manuscripts/IJCNA-2021-O-13.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/55/8d/558d87c7d90e1fbb4a551ba626730043a5cd151f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22247/ijcna/2021/209186"> <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>

Hybrid simulation–optimization methods: A taxonomy and discussion

Gonçalo Figueira, Bernardo Almada-Lobo
<span title="">2014</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/7xxyrqvbl5co3n7kr3ogqspcju" style="color: black;">Simulation modelling practice and theory</a> </i> &nbsp;
We provide a taxonomy that aims at giving an overview of the full spectrum of current simulation-optimization approaches.  ...  Future reviews can use the taxonomy here described to classify both general approaches and methods for specific application fields.  ...  However, in their case optimization is not called in a periodic scheme, but in an event-driven basis.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.simpat.2014.03.007">doi:10.1016/j.simpat.2014.03.007</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6bhsv2vo75ar7gtknq4l5tzswq">fatcat:6bhsv2vo75ar7gtknq4l5tzswq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922031729/https://repositorio-aberto.up.pt/bitstream/10216/76059/2/69627.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/d8/0f/d80f167b1122b62a803daa20a6154ccffff706c9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.simpat.2014.03.007"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Coupling soft computing, simulation and optimization in supply chain applications: review and taxonomy

Hanane El Raoui, Mustapha Oudani, Ahmed El Hilali Alaoui
<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
Pure optimization models are not appropriate for several reasons. First, an optimization model cannot capture the dynamic behavior of a complex system.  ...  A review and taxonomy were performed to give an overview of the broad field of optimization/simulation approaches applied to solve supply chain problems.  ...  An experiment study shows the ability of the system to find a solution near to the optimal.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2020.2973329">doi:10.1109/access.2020.2973329</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lqlghzdqafd4zksd7ziwrvdjou">fatcat:lqlghzdqafd4zksd7ziwrvdjou</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201106145948/https://ieeexplore.ieee.org/ielx7/6287639/8948470/08993766.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/96/2c/962cebf11c430f9b31446ff50ce0a128d7526d06.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2020.2973329"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Data-Driven Adaptive Equivalent Consumption Minimization Strategy for Hybrid Electric and Connected Vehicles

Wilson Pérez, Punit Tulpule, Shawn Midlam-Mohler, Giorgio Rizzoni
<span title="2022-03-05">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/smrngspzhzce7dy6ofycrfxbim" style="color: black;">Applied Sciences</a> </i> &nbsp;
Using a data-driven adaptation method for A-ECMS informed by a dynamic programming (DP) based prediction results in an EMS capable of online implementation.  ...  This paper presents a look-ahead predictive EMS which combines approximate dynamic programming (ADP) methods and an adaptive equivalent consumption minimization strategy (A-ECMS) to obtain a near-optimal  ...  A data-driven approach using ANN was developed to predict the optimal EF for ECMS.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app12052705">doi:10.3390/app12052705</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zomigpphlvgnhkbdwfd3a4sxru">fatcat:zomigpphlvgnhkbdwfd3a4sxru</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220305112603/https://mdpi-res.com/d_attachment/applsci/applsci-12-02705/article_deploy/applsci-12-02705.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/eb/bb/ebbb6ece417cb303f930fc73994047bd5fe203bf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app12052705"> <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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