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Resource Abstraction for Reinforcement Learning in Multiagent Congestion Problems [article]

Kleanthis Malialis and Sam Devlin and Daniel Kudenko
<span title="2019-03-13">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Experimental work is conducted on two benchmark domains from the literature, an abstract congestion problem and a realistic traffic congestion problem.  ...  These are learning time, scalability and decentralised coordination i.e. no communication between the learning agents.  ...  For instance, in a traffic congestion domain [11] where the entities are cars which compete for traffic lanes, we can install a learning agent on each car.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1903.05431v1">arXiv:1903.05431v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xr3trgzxtfabvdkm5br3zmbjmu">fatcat:xr3trgzxtfabvdkm5br3zmbjmu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191013010139/https://arxiv.org/pdf/1903.05431v1.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/75/d0/75d0465989d7b5efcd8f38c0dfea230be2bc819f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1903.05431v1" 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>

Multiagent Traffic Management: Opportunities for Multiagent Learning [chapter]

Kurt Dresner, Peter Stone
<span title="">2006</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
We believe that the domain created by this mechanism and protocol presents many opportunities for multiagent learning on the parts of both classes of agents.  ...  Traffic congestion is one of the leading causes of lost productivity and decreased standard of living in urban settings.  ...  However, a main feature of our research has been the definition of an agent-indepedent protocol for car-intersection interaction.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/11691839_7">doi:10.1007/11691839_7</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/742y6cmrazfinf4pxa4q5m3lky">fatcat:742y6cmrazfinf4pxa4q5m3lky</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20070221181750/http://www.cs.utexas.edu:80/users/kdresner/pubs/files/2005lamas-dresner.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/0d/25/0d2569f4d0b7b444bfd92090660dc19243189114.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/11691839_7"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Hierarchical simulation for complex domains

William Curran, Adrian Agogino, Kagan Tumer
<span title="">2014</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fdhfwmjdwjbvxo6zc7cdt5hi7q" style="color: black;">Proceedings of the 2014 conference on Genetic and evolutionary computation - GECCO &#39;14</a> </i> &nbsp;
Therefore, we apply low fidelity simulation for agents learning their destination, and a high fidelity simulation employing the Next-Gen technology for learning separation assurance.  ...  A key element in the continuing growth of air traffic is the increased use of automation.  ...  In this work, we employ the simultaneous use of multiple fidelity models in multiagent learning for coordination.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2576768.2598385">doi:10.1145/2576768.2598385</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/gecco/CurranAT14.html">dblp:conf/gecco/CurranAT14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xlk2dwpbhfcfri6tjsnyk3vuhm">fatcat:xlk2dwpbhfcfri6tjsnyk3vuhm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170706064339/http://web.engr.oregonstate.edu/%7Ektumer/publications/files/tumer-curran_gecco14.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/4a/c6/4ac675f09a48e605674d529b1a0d0eba91158745.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2576768.2598385"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

An Overview of Agent-Based Models for Transport Simulation and Analysis

Jiangyan Huang, Youkai Cui, Lele Zhang, Weiping Tong, Yunyang Shi, Zhiyuan Liu, Peter J. Jin
<span title="2022-02-27">2022</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mizko6kwlndydeoyklg52vn3oi" style="color: black;">Journal of Advanced Transportation</a> </i> &nbsp;
The extensive modeling of the beliefs, desires, learning, and adaptability of individuals and the optimization problems using agent-based models are explored.  ...  This article presents an overview of the agent-based modeling and simulation approach and its recent developments in transport fields, with the purpose of discovering the advantages and gaps and encouraging  ...  Acknowledgments is study was supported by the Key Project of National Natural Science Foundation of China (No. 52131203).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2022/1252534">doi:10.1155/2022/1252534</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/udd6hggghjdudn4mvc3fgffliy">fatcat:udd6hggghjdudn4mvc3fgffliy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220302160829/https://downloads.hindawi.com/journals/jat/2022/1252534.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/31/2f/312f329387ff4c756ed436259fab726221cd9401.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2022/1252534"> <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>

A Survey of Emergent Behavior and Its Impacts in Agent-based Systems

Zhengping Li, Cheng Sim, Malcolm Hean Low
<span title="">2006</span> <i title="IEEE"> 2006 IEEE International Conference on Industrial Informatics </i> &nbsp;
While agent's degree of autonomy and responsibility will continue to increase with time, the impact of emergent behavior in agent system on the performance and stability of these systems become an important  ...  To really make agent technology work in industry convincingly, it is valuable to do a study of emergent behaviour and its impacts to the application of agent technology.  ...  There is a need to study how to identify and handle emergent behavior in agent-based application for logistics domain where different agents make independent decisions based on the interaction with other  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/indin.2006.275846">doi:10.1109/indin.2006.275846</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/raua27m25rgfbmtyvbnptv6rwq">fatcat:raua27m25rgfbmtyvbnptv6rwq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922001000/http://web.mysites.ntu.edu.sg/yhlow/public/Shared%20Documents/papers/indin06-emergent.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/1f/80/1f80779c670bf1752e39374de4ea78bd411229c2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/indin.2006.275846"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Agent-Based Modeling and Simulation

Franziska Klügl, Ana L. C. Bazzan
<span title="2012-09-20">2012</span> <i title="Association for the Advancement of Artificial Intelligence (AAAI)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/27wksbinzzhjfow2wuy6m2iefm" style="color: black;">The AI Magazine</a> </i> &nbsp;
In order to illustrate the benefits of using ABMS, we focus on several aspects of a well-known area related to simulation of complex systems, namely traffic.  ...  After a general discussion about modeling and simulation, we address the basic concept of ABMS, focusing on its generative and bottom-up nature, its advantages as well as its pitfalls.  ...  Ana Bazzan is partially supported by CNPq; Franziska Klügl is grateful to VINNOVA for funding her research in the VINNMER program. Notes  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aimag.v33i3.2425">doi:10.1609/aimag.v33i3.2425</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nrqaryh6ind5hcbljlilmzaxxe">fatcat:nrqaryh6ind5hcbljlilmzaxxe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922000609/https://www.aaai.org/ojs/index.php/aimagazine/article/download/2425/2323/" 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/8e/90/8e9006d1321abef6e8ee1315af53d573d3d00091.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aimag.v33i3.2425"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

AN ANALYSIS OF DIFFERENT FORMS OF INTELLIGENCE WITHIN ORGANIZATIONS

Vasile Mazilescu, Ludmila Daniela Manea
<span title="">2015</span> <i title="Dunarea de Jos University of Galati"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/dbd2dtarhbg6verd6o6wv7fuxq" style="color: black;">Risk in Contemporary Economy</a> </i> &nbsp;
on Operational Knowledge) stressing especially the connection between distributed AI (the key element of semantic technology), collective intelligence and specific knowledge in the field, which is, according  ...  to the approach presented in this paper, the conceptual basis of Intelligent Systems in Economy (ISE).  ...  Multiagent systems focus on the coordination of the behaviour of a set of autonomous agents, which in addition to their individual objectives, aim at solving a common problem (bottom-up).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://doaj.org/article/9252a770a574409ab0dd9f59dcb533b7">doaj:9252a770a574409ab0dd9f59dcb533b7</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hfff6a4znzbr3mb3oagvzzztue">fatcat:hfff6a4znzbr3mb3oagvzzztue</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200713125135/http://www.rce.feaa.ugal.ro/images/stories/RCE2015/Cibernetica/MazilescuManea.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/33/a0/33a01b02bbe11fc8a713bd0fd8833d538f19d469.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a>

A multiagent approach to managing air traffic flow

Adrian K. Agogino, Kagan Tumer
<span title="2010-06-27">2010</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/7rdrzlhoxjb5ho2u76erh6zpni" style="color: black;">Autonomous Agents and Multi-Agent Systems</a> </i> &nbsp;
Intelligent air traffic flow management is one of the fundamental challenges facing the Federal Aviation Administration (FAA) today.  ...  In this paper we explore a multiagent algorithm where agents use reinforcement learning (RL) to reduce congestion through local actions.  ...  Acknowledgments The authors thank Banavar Sridhar and Shon Grabbe for their help with FACET. This research was partially supported by NSF grant CNS-0931591.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10458-010-9142-5">doi:10.1007/s10458-010-9142-5</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yqsvepg7r5bsziefi5pw3hp2oi">fatcat:yqsvepg7r5bsziefi5pw3hp2oi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170817112219/http://ir.library.oregonstate.edu/xmlui/bitstream/handle/1957/32988/TumerKaganMechIndMfgEngineeringMultiagentApproachManaging.pdf?sequence=1" 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/ca/5cca9ae7ea3e2da9307aa4f10fd173a539128054.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10458-010-9142-5"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

A Review of Platforms for the Development of Agent Systems [article]

Constantin-Valentin Pal, Florin Leon, Marcin Paprzycki, Maria Ganzha
<span title="2020-07-17">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
It also classifies the agent platforms as general purpose ones, free or commercial, and specialized ones, which can be used for particular types of applications.  ...  This paper presents a up-to-date review of the existing agent platforms and also a historical perspective of this domain.  ...  The "Toolkit" includes tools for managing the agent-based software development process, analyzing the domain of agent operations, designing and developing networks of communicating agents, defining behaviors  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2007.08961v1">arXiv:2007.08961v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3ddtajdqv5fftldoqobr2y6y4u">fatcat:3ddtajdqv5fftldoqobr2y6y4u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200723161334/https://arxiv.org/ftp/arxiv/papers/2007/2007.08961.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/56/80/5680ceaddef7e44f7990e5a26b4232c84e6abcdf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2007.08961v1" 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>

Simulation and evaluation of urban bus-networks using a multiagent approach

David Meignan, Olivier Simonin, Abderrafiâa Koukam
<span title="">2007</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 adopt a multiagent approach to describe the global system operation as behaviors of numerous autonomous entities such as buses and travelers.  ...  A wide range of road transportation simulation tools exist with a variety of applications in planning, training and demonstration.  ...  Multiagent approach If MAS is a growing research domain, there is no universally accepted definition of the term agent.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.simpat.2007.02.005">doi:10.1016/j.simpat.2007.02.005</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wlfh7g76vnegvhph443f2ybxgm">fatcat:wlfh7g76vnegvhph443f2ybxgm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809122613/http://perso.citi-lab.fr/osimonin/OSimonin/travaux/article_simulation.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/ef/18/ef1847a9f522097fabea0db0a00f5e25afbd07a5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.simpat.2007.02.005"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

A REVIEW ON FRAMEWORKS FOR DECISION SUPPORT SYSTEMS FOR ENVIRONMENTAL DOMAINS

Marina V. Sokolova, Antonio Fernández-Caballero, Francisco Gómez
<span title="1970-01-01">1970</span> <i title="Universidad Tecnologica Equinoccial"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/bu7uvvru6bhl7blolf7wgp67ly" style="color: black;">Eidos</a> </i> &nbsp;
The review is devoted to related research and presents an overview of current research in areas of complex system analysis and decision making by the means of intelligent tools, including those that are  ...  It also compares existing agent-oriented methodologies and frameworks for decision support.  ...  An application of remote control of patients via clinical DSS is created on the basis of multiagent methodology, and results in the creation of the SAPHIRE multiagent system.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.29019/eidos.v0i4.84">doi:10.29019/eidos.v0i4.84</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5zx4cyw7i5gvvpmo22ryovqlwa">fatcat:5zx4cyw7i5gvvpmo22ryovqlwa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180721162301/https://revistas.ute.edu.ec/index.php/eidos/article/download/84/78" 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/a8/79/a879616d06240f9bb39d3a1485d343597c5ceafe.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.29019/eidos.v0i4.84"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Multirobot Coordination for Space Exploration

Logan Yliniemi, Adrian K. Agogino, Kagan Tumer
<span title="2014-12-22">2014</span> <i title="Association for the Advancement of Artificial Intelligence (AAAI)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/27wksbinzzhjfow2wuy6m2iefm" style="color: black;">The AI Magazine</a> </i> &nbsp;
To allow for coordination, yet allow each agent to learn and act independently, we employ state-of-the-art reward shaping techniques.  ...  Instead, this article examines tackling this problem through the use of coordinated reinforcement learning: rather than being programmed what to do, the rovers iteratively learn through trial and error  ...  G(z −i ) may or may not be aligned, but in this case, it doesn't matter, because agent i (whom we are evaluating) has no impact on G(z −i ), by definition.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aimag.v35i4.2556">doi:10.1609/aimag.v35i4.2556</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ztd2azjzyvbpjauv62qdnji4hm">fatcat:ztd2azjzyvbpjauv62qdnji4hm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170706064411/http://web.engr.oregonstate.edu/%7Ektumer/publications/files/tumer-yliniemi_AI14.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/bd/5a/bd5a9db1b2643cf1e7cdf6be43d8e64dc535c1ce.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aimag.v35i4.2556"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Multiagent Decision Making For Maritime Traffic Management

Arambam James Singh, Duc Thien Nguyen, Akshat Kumar, Hoong Chuin Lau
<span title="2019-07-17">2019</span> <i title="Association for the Advancement of Artificial Intelligence (AAAI)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wtjcymhabjantmdtuptkk62mlq" style="color: black;">PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE</a> </i> &nbsp;
We address the problem of maritime traffic management in busy waterways to increase the safety of navigation by reducing congestion.  ...  We model maritime traffic as a large multiagent systems with individual vessels as agents, and VTS authority as the regulatory agent.  ...  Acknowledgments This research is supported by the Agency for Science, Technology and Research (A*STAR), Fujitsu Limited and the National Research Foundation Singapore as part of the A*STAR-Fujitsu-SMU  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aaai.v33i01.33016171">doi:10.1609/aaai.v33i01.33016171</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/c422mw4lcffw3nrufdxeleyv5q">fatcat:c422mw4lcffw3nrufdxeleyv5q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200506132913/https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=5890&amp;context=sis_research" 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/63/2c6300083d69660a2fdee3ae346f3fcc0fc9ab97.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aaai.v33i01.33016171"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Adaptive Resilience of Complex Safety-Critical Sociotechnical Systems: Toward a Unified Conceptual Framework and Its Formalization

Matthieu Vert, Alexei Sharpanskykh, Richard Curran
<span title="2021-12-16">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/oglosmy3gbhuzobyjit4qalakq" style="color: black;">Sustainability</a> </i> &nbsp;
We propose a conceptual framework to elaborate on the concept of resilience of safety-critical STS, based on adaptive capacity and adaptation and how this can be formalized.  ...  Mechanisms belonging to adaptive capacity include situation awareness, sensemaking, monitoring, decision-making, coordination, and learning.  ...  It defines SA relations for multiagent systems (humans and nonhumans), shared SA, and also asymmetric multiagent SA, i.e., for when an agent A maintains SA regarding an agent B, while agent B does not  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/su132413915">doi:10.3390/su132413915</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/myzjkqqhbzal3ocxp242srcymm">fatcat:myzjkqqhbzal3ocxp242srcymm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220502221043/https://mdpi-res.com/d_attachment/sustainability/sustainability-13-13915/article_deploy/sustainability-13-13915-v2.pdf?version=1641378245" 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/3d/fa/3dfa85c1b4090ce648df431d711625c21be06596.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/su132413915"> <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>

AAAI 2002 Workshops

M. Brian Blake, Karen Zita Haigh, Henry Hexmoor, Rino Falcone, Leen-Kiat Soh, Chitta Baral, Sheila A. McIlraith, Piotr J. Gmytrasiewicz, Simon Parsons, Rainer Malaka, Antonio Krüger, Paolo Bouquet (+19 others)
<span title="">2002</span> <i title="Association for the Advancement of Artificial Intelligence (AAAI)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/27wksbinzzhjfow2wuy6m2iefm" style="color: black;">The AI Magazine</a> </i> &nbsp;
Finally, Wagner's work emphasizes the use of agents in dynamic supply-chain coordination and management.  ...  The latter plays a big role in balance of attitudes among agents in a group. As in 2001, we had researchers in multiagency as well as human-agent and humanrobot interactions.  ...  On the temporal side, systematic and general algorithms for reasoning about granularity were presented, and new results and tableaux algorithms for reasoning in tractable fragments of Joseph Halpern and  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aimag.v23i4.1678">doi:10.1609/aimag.v23i4.1678</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/journals/aim/BlakeHHFSBMGPMKBSKPBdJDDRSGWGHIWAGL02.html">dblp:journals/aim/BlakeHHFSBMGPMKBSKPBdJDDRSGWGHIWAGL02</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/b3lkuxmpj5ezbddwbysfuk4yhi">fatcat:b3lkuxmpj5ezbddwbysfuk4yhi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201026095735/https://www.aaai.org/ojs/index.php/aimagazine/article/download/1678/1576" 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/ec/a8/eca8b0ea52dda0924f2e64ffc7d8a19913450554.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aimag.v23i4.1678"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>
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