Filters








23 Hits in 4.7 sec

Lifelong Control of Off-grid Microgrid with Model Based Reinforcement Learning [article]

Simone Totaro, Ioannis Boukas, Anders Jonsson, Bertrand Cornélusse
<span title="2020-05-16">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we present an open-source reinforcement framework for the modeling of an off-grid microgrid for rural electrification.  ...  We propose a novel model based reinforcement learning algorithm that is able to address both types of changes.  ...  The authors would like to thank Sergio Balderrama for the provision of measured data from the "El Espino" microgrid in Bolivia and Alessandro Davide Ialongo for the fruitful discussion.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2005.08006v1">arXiv:2005.08006v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pu5ercv6bngl7mhnprsmvrpk5m">fatcat:pu5ercv6bngl7mhnprsmvrpk5m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200520004708/https://arxiv.org/pdf/2005.08006v1.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/0c/10/0c10e166b3cb8b49236f9df14bfa27185658edb7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2005.08006v1" 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>

(Deep) Reinforcement learning for electric power system control and related problems: A short review and perspectives

Mevludin Glavic
<span title="">2019</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;
This paper reviews existing works on (deep) reinforcement learning considerations in electric power system control.  ...  Due attention is paid to the control-related problems considerations (cyber-security, big data analysis, short-term load forecast, and composite load modelling).  ...  A Q-learning learns the optimal policy of selecting the best forecasting model for the next time step, based on the model performance.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.arcontrol.2019.09.008">doi:10.1016/j.arcontrol.2019.09.008</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2sldrcrykzd7bectmvrn3nisky">fatcat:2sldrcrykzd7bectmvrn3nisky</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200307054415/https://orbi.uliege.be/bitstream/2268/240057/1/ARC_paper_new.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/bf/f2/bff25a7acb2c588a0d6aa681391e42485800090c.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.2019.09.008"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Recent Strategies for Automatic Generation Control of Power Systems With Diverse Energy Sources

Ashwini Kumar, Omveer Singh
<span title="">2021</span> <i title="IGI Global"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/v2wk3wsq3zfqxcp2nnv5ercula" style="color: black;">International Journal of System Dynamics Applications</a> </i> &nbsp;
In the present scenario, deregulation, smart micro-grid and grid concept is also utilized with interconnection of the considered energy generating sources.  ...  A variety of AGC schemes based on hard, soft and artificial intelligent computation techniques is presented here.  ...  Ashwini Kumar currently pursues Ph.D in Electrical Engineering Department from School of Engineering, Gautam Buddha University, Greater Noida, Gautam Buddha Nagar, U.P. (201312)  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4018/ijsda.20211001.oa8">doi:10.4018/ijsda.20211001.oa8</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ptpg7f2a4ba53hopvyu3kongfy">fatcat:ptpg7f2a4ba53hopvyu3kongfy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210715072238/https://www.igi-global.com/viewtitle.aspx?TitleId=272676&amp;isxn=9781799858997" 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/f7/d4/f7d4a5c2efc364f50e1ffba9b7cffa0c13f328bd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4018/ijsda.20211001.oa8"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Power source buffering using a triangular modular multilevel converter with energy storage

Alvaro Cardoza, Alexis Kwasinski
<span title="">2016</span> <i title="IEEE"> 2016 IEEE International Telecommunications Energy Conference (INTELEC) </i> &nbsp;
with a 96 VDC output resistive load.  ...  This work details the operation and control of the DC-DC converter and its moduleinterfaced power buffering solution, as well as provide design methodologies for the system described.  ...  My father, having a master's in systems engineering, constantly demonstrated the merits of hard work and effort throughout his career while maintaining an air of humility and promoting lifelong learning  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/intlec.2016.7749131">doi:10.1109/intlec.2016.7749131</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sbrqqlxnbncajcr3jxagozq7wq">fatcat:sbrqqlxnbncajcr3jxagozq7wq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922015411/http://d-scholarship.pitt.edu/28955/7/Cardoza_MS_etd2016.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/5c/02/5c027d2b799a4c1a291db00f3d2874654ac55b48.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/intlec.2016.7749131"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

2020 Index IEEE Journal on Selected Areas in Communications Vol. 38

<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/onirm7ye2bfobnpwuwaopap5yu" style="color: black;">IEEE Journal on Selected Areas in Communications</a> </i> &nbsp;
., +, J-SAC Jan. 2020 141-155 Reinforcement Learning-Based Control and Networking Co-Design for Industrial Internet of Things.  ...  Zheng, X., +, J-SAC May 2020 968-979 Reinforcement Learning-Based Control and Networking Co-Design for Industrial Internet of Things.  ...  Unsupervised learning Robust  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/jsac.2020.3040054">doi:10.1109/jsac.2020.3040054</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/amlms4xhs5a3hgnldh4bahb2wu">fatcat:amlms4xhs5a3hgnldh4bahb2wu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210103040014/https://ieeexplore.ieee.org/ielx7/49/9264774/09305868.pdf?tp=&amp;arnumber=9305868&amp;isnumber=9264774&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/eb/75/eb750237cddddd370517413705124bfc1fc560a6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/jsac.2020.3040054"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Deep Reinforcement Learning for Autonomous Internet of Things: Model, Applications and Challenges [article]

Lei Lei, Yue Tan, Kan Zheng, Shiwen Liu, Kuan Zhang, Xuemin Shen
<span title="2020-04-13">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In order to achieve autonomy, a promising method is for the intelligent agents to leverage the techniques in the field of artificial intelligence, especially reinforcement learning (RL) and deep reinforcement  ...  In this paper, we first provide a tutorial of DRL, and then propose a general model for the applications of RL/DRL in AIoT.  ...  Building Blocks of DRL -Reinforcement Learning Generally, reinforcement learning (RL) is a type of algorithms in machine learning (ML) that can achieve optimal control of a Markov Decision Process (MDP  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1907.09059v3">arXiv:1907.09059v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/z7yksnu4wve7norrjijnu43kvi">fatcat:z7yksnu4wve7norrjijnu43kvi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200415033712/https://arxiv.org/pdf/1907.09059v3.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/1907.09059v3" 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 Cross-Disciplinary Outlook of Directions and Challenges in Industrial Electronics

Jinhua She, Hipolito Guzman-Miranda, Victor Huang, Allen C. Chen, Stamatis Karnouskos, Larisa Dunai, Chengbin Ma, Alin Tisan, Sho Yokota
<span title="">2022</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ckai3laf2zaitoksqwvonmvn54" style="color: black;">IEEE Open Journal of the Industrial Electronics Society</a> </i> &nbsp;
A project, which was launched in March 2022, implements a 'Proof of Concept' trial of the methodology.  ...  How to build a sustainable society in view of industrial electronics has been discussed from energy, information and communication technologies, cyber-physical systems (CPSs), and other viewpoints.  ...  ACKNOWLEDGMENT All authors would like to thank the countless members that work within the Technical Committees of IEEE IES in Cluster 4.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ojies.2022.3174218">doi:10.1109/ojies.2022.3174218</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wjph5xwpvbhy5lf3rslgdxldsy">fatcat:wjph5xwpvbhy5lf3rslgdxldsy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220619044242/https://ieeexplore.ieee.org/ielx7/8782706/9667159/09779906.pdf?tp=&amp;arnumber=9779906&amp;isnumber=9667159&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/0a/00/0a00b3942e9058bf6052443886c3aca1e9286f70.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ojies.2022.3174218"> <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>

A Review of Rule Learning Based Intrusion Detection Systems and Their Prospects in Smart Grids

Qi Liu, Veit Hagenmeyer, Hubert B. Keller
<span title="">2021</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;
lifelong and transfer learning to discover reusable knowledge [47] .  ...  To investigate the possibility of human interaction with a learning controller, heuristic control rules stated by a human operator are transferred into an automatic control strategy in the fuzzy controller  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3071263">doi:10.1109/access.2021.3071263</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4knmfd4yezhabkbnsl5ahdt2bi">fatcat:4knmfd4yezhabkbnsl5ahdt2bi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210406050726/https://ieeexplore.ieee.org/ielx7/6287639/6514899/09395457.pdf?tp=&amp;arnumber=9395457&amp;isnumber=6514899&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/bb/b5/bbb537c3a47f053d3a287f3dfa05af4ce7c8f4e7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3071263"> <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>

Effect of Repetition Rate on Femtosecond Laser-Induced Homogenous Microstructures

Sanchari Biswas, Adya Karthikeyan, Anne-Marie Kietzig
<span title="2016-12-19">2016</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ltuemt6stzfvldwwwy3crx2o74" style="color: black;">Materials</a> </i> &nbsp;
Tensile rupture of net section of brace is the controlling failure mode when seismic capacity design counts are connected; also, existing connection reinforcement plans have ended up being uneconomic for  ...  Hence, this project depicts the finite element modeling and laboratory testing to decide dimensions required to achieve yield resistance of brace.  ...  and reinforcement learning. http://www.cim.mcgill.ca/ NSERC aims to make Canada a country of discoverers and innovators for the benefit of all Canadians.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ma9121023">doi:10.3390/ma9121023</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/28774143">pmid:28774143</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC5456961/">pmcid:PMC5456961</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wmt3oc62gjhj7hznoslvtgoiea">fatcat:wmt3oc62gjhj7hznoslvtgoiea</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190309021336/http://pdfs.semanticscholar.org/fd02/cd3a82045ce7391600340b13baaea22abec5.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/fd/02/fd02cd3a82045ce7391600340b13baaea22abec5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ma9121023"> <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> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5456961" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Federated Reinforcement Learning: Techniques, Applications, and Open Challenges [article]

Jiaju Qi, Qihao Zhou, Lei Lei, Kan Zheng
<span title="2021-10-24">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Starting with a tutorial of Federated Learning (FL) and RL, we then focus on the introduction of FRL as a new method with great potential by leveraging the basic idea of FL to improve the performance of  ...  This paper presents a comprehensive survey of Federated Reinforcement Learning (FRL), an emerging and promising field in Reinforcement Learning (RL).  ...  FRL for control optimization Reinforcement learning based control schemes are considered as one of the most effective ways to learn a nonlinear control strategy in complex scenarios, such as robotics.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.11887v2">arXiv:2108.11887v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xtn4dryylngsxfobzypedw2b4q">fatcat:xtn4dryylngsxfobzypedw2b4q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210830225300/https://arxiv.org/pdf/2108.11887v1.pdf" title="fulltext PDF download [not primary version]" 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] <span style="color: #f43e3e;">&#10033;</span> <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7c/dc/7cdcd696f3dcbbbe765f4bd333c375314fc5ee1a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.11887v2" 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>

Deep Reinforcement Learning for Resource Management on Network Slicing: A Survey

Johanna Andrea Hurtado Sánchez, Katherine Casilimas, Oscar Mauricio Caicedo Rendon
<span title="2022-04-15">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving 5G and 6G networks. A 5G/6G network can comprise various network slices from unique or multiple tenants.  ...  This paper identifies the relevant phases for resource management in network slicing and analyzes approaches using reinforcement learning (RL) and DRL algorithms for realizing each phase autonomously.  ...  Acknowledgments: The authors thank the University of Cauca and the Ministry of Information and Communication Technologies, Colombia, for supporting this investigation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s22083031">doi:10.3390/s22083031</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/35459015">pmid:35459015</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC9032530/">pmcid:PMC9032530</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ibv767jl3nh27iu27vfn2t7z7m">fatcat:ibv767jl3nh27iu27vfn2t7z7m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220517231743/https://mdpi-res.com/d_attachment/sensors/sensors-22-03031/article_deploy/sensors-22-03031.pdf?version=1650001357" 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/b4/08/b408472e303054b5be02581eb92fc2b13df04c72.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s22083031"> <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> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9032530" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Federated reinforcement learning: techniques, applications, and open challenges

Jiaju Qi, Qihao Zhou, Lei Lei, Kan Zheng
<span title="">2021</span> <i title="OAE Publishing Inc."> Intelligence &amp; Robotics </i> &nbsp;
Starting with a tutorial of Federated Learning (FL) and RL, we then focus on the introduction of FRL as a new method with great potential by leveraging the basic idea of FL to improve the performance of  ...  This paper presents a comprehensive survey of Federated Reinforcement Learning (FRL), an emerging and promising field in Reinforcement Learning (RL).  ...  FRL for control optimization Reinforcement learning based control schemes are considered as one of the most effective ways to learn a nonlinear control strategy in complex scenarios, such as robotics.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.20517/ir.2021.02">doi:10.20517/ir.2021.02</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qnnomfmvujcofbiselcf337o2a">fatcat:qnnomfmvujcofbiselcf337o2a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211019005822/https://oaepublishstorage.blob.core.windows.net/prereleasepdf/ir-2021-2.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/dc/cfdc32a186357c9aecba8c4215b079a15958c42f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.20517/ir.2021.02"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Network and Market-Aware Bidding to Maximize Local RES Usage and Minimize Cost in Energy Islands with Weak Grid Connections

Konstantinos Smpoukis, Konstantinos Steriotis, Nikolaos Efthymiopoulos, Georgios Tsaousoglou, Prodromos Makris, Emmanouel (Manos) Varvarigos
<span title="2020-08-05">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 increasing renewable energy sources RES penetration in today's energy islands and rural energy communities with weak grid connections is expected to incur severe distribution network stability problems  ...  In this paper, we consider a Microgrid Operator (MGO) that: (i) gradually decides the optimal mix of its RES and flexibility assets' (FlexAsset) sizing, siting and operation, (ii) respects the physical  ...  ., Operational Expenditures) trade-off in order to incorporate this type of calculations in its business model.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/en13164043">doi:10.3390/en13164043</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/m7myhebfmfgexd6xqlwgircgp4">fatcat:m7myhebfmfgexd6xqlwgircgp4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200812170559/https://res.mdpi.com/d_attachment/energies/energies-13-04043/article_deploy/energies-13-04043-v2.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/a5/1f/a51f76f1583d1fe1313ae16e7fe9cd976c6bcc97.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/en13164043"> <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>

LIPIcs : an Open-Access Series for International Conference Proceedings

Marc Herbstritt, Wolfgang Thomas
<span title="">2016</span> <i title="RWTH Aachen University"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/nwq3dfo73bhqpkderpuxfwi2xy" style="color: black;">ERCIM News</a> </i> &nbsp;
Are these mechanisms of curiosity hardwired or adapted during lifelong learning?  ...  reinforcement learning methods [1] .  ...  model of the application, i.e. the specification of the multi-cloud application requirements with respect to component interfaces, cloud deployment needs, etc.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18154/rwth-2018-223393">doi:10.18154/rwth-2018-223393</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ddo7qz65l5b7peuksw2amaoxai">fatcat:ddo7qz65l5b7peuksw2amaoxai</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200214053109/http://publications.rwth-aachen.de/record/722083/files/722083.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/8c/f3/8cf3a2b909560321479074f2581e2d9da092340e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18154/rwth-2018-223393"> <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>

Multi-scale Transactive Control In Interconnected Bulk Power Systems Under High Renewable Energy Supply and High Demand Response Scenarios [article]

David P. Chassin
<span title="2017-12-06">2017</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The work encompasses: (1) the derivation of a short-term demand response model suitable for transactive control systems and its validation with field demonstration data; (2) an aggregate load model that  ...  enables effective control of large populations of thermal loads using a new type of thermostat (discrete time with zero deadband); (3) a methodology for optimally controlling response to frequency deviations  ...  Jay and Swarmy [87] also recently proposed a reinforcement learning-based approach to automatic generation control that was found to minimize frequency deviations by incorporating thermostatic demand  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1711.09704v2">arXiv:1711.09704v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ym6gcl7fwffp5pcrwm2lxlshyy">fatcat:ym6gcl7fwffp5pcrwm2lxlshyy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191026123835/https://arxiv.org/pdf/1711.09704v2.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/fe/54/fe547fe913005e3079b648342e0c5eb1a447c9f8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1711.09704v2" 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>
&laquo; Previous Showing results 1 &mdash; 15 out of 23 results