Ren, Fenghui

Top Publications

Year	Title
2012	Conceptual design of a multi-agent system for interconnected power systems restoration Published in IEEE Transactions on Power Systems
2012	A multi-agent solution to distribution system management by considering distributed generators Published in IEEE Transactions on Power Systems
2009	Adaptive conceding strategies for automoted trading agents in dynamic, open markets Published in Decision Support Systems
2013	Emergence of social norms through collective learning in networked agent societies
2013	An adaptive bilateral negotiation model based on Bayesian learning Published in Studies in Computational Intelligence
2015	Emotional multiagent reinforcement learning in spatial social dilemmas Published in IEEE Transactions on Neural Networks and Learning Systems
2014	Bilateral single-issue negotiation model considering nonlinear utility and time constraint Published in Decision Support Systems
2014	Collective learning for the emergence of social norms in networked multiagent systems Published in IEEE Transactions on Cybernetics
2015	Multiagent learning of coordination in loosely coupled multiagent systems Published in IEEE Transactions on Cybernetics
2017	A concurrent multiple negotiation strategy for service level agreement negotiations in web-based service environments

Research Areas

Available as Research Supervisor

Available for Collaborative Projects

Has Collaborator

Pan, Zengxi A/Prof.
Zhang, Minjie Professor

Selected Publications

Journal Article

Year	Title
2021	An Agent-based Adaptive Mechanism for Efficient Job Scheduling in Open and Large-scale Environments Published In Journal of Systems Science and Systems Engineering
2019	Learning customer behavior for effective load forecasting Published In IEEE Transactions on Knowledge and Data Engineering
2018	An Economic Model-Based Matching Approach Between Buyers and Sellers Through a Broker in an Open E-Marketplace Published In Journal of Systems Science and Systems Engineering
2018	DeepRSD: A deep regression method for sequential data Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018	Determining the applicability of advice for efficient multi-agent reinforcement learning Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018	Editorial Special Issue on Agent-Based Modelling for Complex Systems Published In Journal of Systems Science and Systems Engineering
2017	A Concurrent Multiple Negotiation Protocol Based on Colored Petri Nets Published In IEEE Transactions on Cybernetics
2017	A concurrent interdependent service level agreement negotiation protocol in dynamic service-oriented computing environments Published In Lecture Notes in Computer Science
2017	A hybrid-learning based broker model for strategic power trading in smart grid markets Published In Knowledge-Based Systems
2017	A multiagent-based domain transportation approach for optimal resource allocation in emergency management Published In Studies in Computational Intelligence
2017	A negotiation-based model for policy generation Published In Studies in Computational Intelligence
2017	Membership function based matching approach of buyers and sellers through a broker in open e-marketplace Published In Studies in Computational Intelligence
2017	Opponent Modeling with Information Adaptation (OMIA) in Automated Negotiations Published In Lecture Notes in Computer Science
2016	An Innovation Approach for Optimal Resource Allocation in Emergency Management Published In IEEE Transactions on Computers
2016	Enable efficient resource deployment in multiple concurrent emergency events through a decentralised MAS Published In Lecture Notes in Computer Science (LNCS)
2016	Modelling Adaptive Learning Behaviours for Consensus Formation in Human Societies Published In Scientific Reports
2015	A multi-agent approach for decentralized voltage regulation by considering distributed generators Published In Lecture Notes in Computer Science
2015	A regression-based approach for threshold selections of support and confidence in association rule mining Published In International Journal of Computers and their Applications
2015	A relaxation strategy with fuzzy constraints for supplier selection in a power market Published In Studies in Computational Intelligence
2015	Bayesian-based preference prediction in bilateral multi-issue negotiation between intelligent agents Published In Knowledge-Based Systems
2015	Emotional multiagent reinforcement learning in spatial social dilemmas Published In IEEE Transactions on Neural Networks and Learning Systems
2015	Hierarchical Learning for emergence of social norms in networked multiagent systems Published In Lecture Notes in Computer Science
2015	Multiagent learning of coordination in loosely coupled multiagent systems Published In IEEE Transactions on Cybernetics
2014	A single issue negotiation model for agents bargaining in dynamic electronic markets Published In Decision Support Systems
2014	An innovative approach for predicting both negotiation deadline and utility in multi-issue negotiation Published In Lecture Notes in Computer Science
2014	Bilateral single-issue negotiation model considering nonlinear utility and time constraint Published In Decision Support Systems
2014	Collective learning for the emergence of social norms in networked multiagent systems Published In IEEE Transactions on Cybernetics
2014	Coordinated learning by exploiting sparse interaction in multiagent systems Published In Concurrency and Computation: Practice and Experience
2013	A multi-agent solution to distribution system management by considering distributed generators Published In IEEE Transactions on Power Systems
2013	An adaptive bilateral negotiation model based on Bayesian learning Published In Studies in Computational Intelligence
2013	Emotional multiagent reinforcement learning in social dilemmas Published In Lecture Notes in Computer Science
2012	A multi-agent solution to distribution system management by considering distributed generators Published In IEEE Transactions on Power Systems
2012	A regression-based approach for improving the association rule mining through predicting the number of rules on general datasets Published In Lecture Notes in Computer Science
2012	Agent-based demand management in a power distribution network by considering distributed generations Published In Lecture Notes in Computer Science
2012	Conceptual design of a multi-agent system for interconnected power systems restoration Published In IEEE Transactions on Power Systems
2012	Expectation of trading agent behaviour in negotiation of electronic marketplace Published In Web Intelligence and Agent Systems: an international journal
2012	Exploiting independent relationships in multiagent systems for coordinated learning Published In Lecture Notes in Computer Science
2011	A parallel, multi-issue negotiation model in dynamic e-markets Published In Lecture Notes in Computer Science
2011	Coordinated learning for loosely coupled agents with sparse interactions Published In Lecture Notes in Artificial Intelligence (LNAI)
2010	An extended dual concern model for partner selection in multi-agent systems Published In Systemics and Informatics World Network
2010	Using colored petri nets to predict future states in agent-based scheduling and planning systems Published In Multiagent and Grid Systems
2009	Adaptive conceding strategies for automoted trading agents in dynamic, open markets Published In Decision Support Systems
2008	Partners Selection in Multi-Agent Systems by Using Linear and Non-linear Approaches Published In Transactions on Computational Science
2008	Prediction of partners' behaviours in agent negotiation under open and dynamic environments Published In International Transactions on Systems Science and Applications
2007	An Extended Dual Concern Model for Partner Selection in Multi-Agent Systems Published In System and Information Sciences Notes
2007	Predicting partners' behaviours in negotiation by using regression analysis Published In Lecture Notes in Computer Science

Book

Year	Title
2017	Preface
2017	Preface
2010	Part I: Agent-based collaboration, coordination and decision support

Chapter

Year	Title
2019	Helping an Agent Reach a Different Goal by Action Transfer in Reinforcement Learning Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Publisher Springer International Publishing
2016	-Regularized Continuous Conditional Random Fields Published In PRICAI 2016: Trends in Artificial Intelligence Publisher Springer International Publishing
2016	A concurrent multiple negotiation mechanism under consideration of a dynamic negotiation environment Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Publisher Springer International Publishing
2016	Prediction of the opponent's preference in bilateral multi-issue negotiation through Bayesian learning Published In Recent advances in agent-based complex automated negotiation Publisher Switzerland
2015	A Relaxation Strategy with Fuzzy Constraints for Supplier Selection in a Power Market Published In SMART MODELING AND SIMULATION FOR COMPLEX SYSTEMS: PRACTICE AND THEORY Publisher SPRINGER-VERLAG BERLIN
2015	A relaxation strategy with fuzzy constraints for supplier selection in a power market Published In Studies in Computational Intelligence
2014	A dynamic, optimal approach for multi-issue negotiation under time constraints Published In Novel Insights in Agent-based Complex Automated Negotiation Publisher Japan
2014	An Innovative Approach for Predicting Both Negotiation Deadline and Utility in Multi-issue Negotiation Published In PRICAI 2014: TRENDS IN ARTIFICIAL INTELLIGENCE Publisher SPRINGER-VERLAG BERLIN
2013	An adaptive bilateral negotiation Published In Complex Automated Negotiations: Theories, Models, and Software Competitions Publisher Berlin
2013	Discovery of communications patterns by the use of intelligent reasoning Published In Handbook on Reasoning-Based Intelligent Systems Publisher Singapore
2012	Agent-based demand management in a power distribution network by considering distributed generations Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Publisher Springer Berlin Heidelberg
2012	Bilateral single-issue negotiation model considering nonlinear utility and time constraint Published In New Trends in Agent-Based Complex Automated Negotiations Publisher Berlin
2010	Desire-based negotiation in electronic marketplaces Published In Innovations in agent-based complex automated negotiations Publisher New York
2009	CPN-based state analysis and prediction for multi-agent scheduling and planning Published In Advances in agent-based complex automated negotiations Publisher Berlin
2009	CPN-based state analysis and prediction for multi-agent scheduling and planning Published In Studies in Computational Intelligence Publisher Springer Berlin Heidelberg
2009	Collaborative agents for complex problems solving Published In Computational intelligence: collaboration, fusion and emergence Publisher Berlin, Germany
2009	Erratum: The Prediction of Partners¿ Behaviors in Self-interested Agents Published In Advances in Agent-Based Complex Automated Negotiations Publisher Springer Berlin Heidelberg
2009	The prediction of partners' behaviors in self-interested agents Published In Advances in agent-based complex automated negotiations Publisher Berlin
2008	The prediction of partners' behaviors in self-interested agents Published In Electronic Commerce: Theory and Practice Publisher United States

Conference Paper

Year	Title
2019	Multi-agent-based System to Model and Simulate the Emergency Response in Metropolis Published In ACSW 2019 Proceedings of the Australasian Computer Science Week Multiconference
2018	A cyclical social learning strategy for robust convention emergence Published In Proceedings - 2018 IEEE International Conference on Agents (ICA)
2018	Enable automated emergency responses through an agent-based computer-aided dispatch system Published In AAMAS '18 Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems
2018	Feasible negotiation procedures for multiple interdependent negotiations Published In AAMAS '18 Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems
2018	Sparse Gaussian conditional random fields on top of recurrent neural networks Published In 32nd AAAI Conference on Artificial Intelligence, AAAI 2018
2017	A concurrent multiple negotiation strategy for service level agreement negotiations in web-based service environments Published In 2016 International Conference on Agents, ICA 2016
2017	A concurrent multiple negotiation strategy for service level agreement negotiations in web-based service environments Published In Proceedings - 2016 International Conference on Agents, ICA 2016
2017	A dynamic resource allocation approach for concurrent emergency events in metropolitan regions Published In 16th International Conference on Autonomous Agents and Multiagent Systems
2016	A decentralised multi-agent system for emergency resource allocation in metropolitan regions (demonstration) Published In Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
2016	Adaptive learning for efficient emergence of social norms in networked multiagent systems Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2016	An adaptive learning framework for efficient emergence of social norms Published In Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
2016	An adaptive procedure for settling multiple issues in bilateral negotiation with time constraints Published In ACM International Conference Proceeding Series
2016	L1-regularized continuous conditional random fields Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2016	Load forecasting in a smart grid through customer behaviour learning using L1-regularized continuous conditional random fields Published In Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
2015	A broker-based optimal matching approach of buyers and sellers for multi-attribute exchanges in open markets Published In The 2015 IEEE International Conference on Systems, Man, and Cybernetics: Proceedings
2015	GongBroker: a broker model for power trading in Smart Grid markets Published In 2015 IEEE / WIC / ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT)
2013	A multiagent approach for decentralized voltage regulation in power distribution networks within DGs Published In 12th International Conference on Autonomous Agents and Multiagent Systems (AAMAS2013)
2013	A relaxation strategy with fuzzy constraints for supplier selection in a power market Published In The International Workshop on Smart Simulation and Modelling for Complex Systems (SSMCS 2013)
2013	Emergence of social norms through collective learning in networked agent societies Published In 12th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2013)
2010	Optimization of multiple related negotiation through multi-negotiation network Published In 4th International Conference on Knowledge Science, Engineering and Management, KSEM 2010
2009	A market-based multi-issue negotiation model considering multiple preference in dynamic e-marketplaces Published In International Conference on Principles and Practice of Multi-Agent Systems
2008	Optimal multi-issue negotiation in open and dynamic environments Published In Pacific Rim International Conference on Artificial Intelligence
2007	A Coloured petri Net Based Approach for Flexible Agent Interactions Published In International Conference on Information Technology and Applications
2007	A fuzzy-based approach for partner selection in multi-agent systems Published In International Conference on Computer and Information Science
2007	A novel multi-image query techniques for automatic query concept capture Published In International Conference on Information Technology and Applications
2007	Market-driven agents with uncertain and dynamic outside options Published In International Conference on Autonomous Agents and Multiagent Systems
2007	Prediction of Partners' behaviors in Agent negotiation under Open and Dynamic Environments Published In International Conference on Web Intelligence and Intelligent Agent Technology
2007	Prediction of partners' behaviors in agent negotiation under open and dynamic environments Published In PROCEEDING OF THE 2007 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY, WORKSHOPS

Editor Of

Book
- Smart Modeling and Simulation for Complex Systems: Practice and Theory. Japan. 2015

Investigator On

Year	Title
2014 - 2016	An Adaptive and Intelligent Service Level Agreement Negotiation System for Web-Based Service-Oriented Grid Computing Awarded by: Australian Research Council (ARC) Funding Scheme: Discovery Early Career Researcher Award (DECRA)

Other Research Activities

BlueScope Consultation Project ($114,000) CI 2019 -
New Colombo Plan (NCP) Mobility Grants ($66,000) CI 2019 -
UOW UIC International Linkage Grant ($20,000) CI 2019 -
UOW UIC International Linkage Grant ($7,500) CI 2014 -
Vice Chancellors Postdoctoral Fellowship ($93,431) 2012 - 2013

Available as Research Supervisor

Advisees

Graduate Advising Relationship

Degree	Research Title	Advisee
Doctor of Philosophy	Learning Based Consensus Building For Decentralised Open-Market
Doctor of Philosophy	Multi-Agent Learning Approaches in Open and Dynamic Environments	Wang, Yuchen
Doctor of Philosophy	Efficient Multiagent Stochastic Planning in Dynamic Environments	Robinson, Tom
Doctor of Philosophy (Integrated)	Smart Simulation and Modelling for Resource Management in Transportation Problems	Malysiak, Kevin
Doctor of Philosophy	Trust Models for Partner Selection in Open, Dynamic, and Sociable Environment	Liang, Qin
Doctor of Philosophy	Agent-based Adaptive Scheduling Approaches for Dynamic and Large-scale Environments	Yang, Yikun
Doctor of Philosophy	Methods for Group Decision-making in Multi-agent Systems under Dynamic and Sociable Environments	Liu, Xiaoxue
Doctor of Philosophy (Integrated)	Knowledge-Graph-Embedded Integrated Recommender System Strategies for Multiple Types of Starters	Sun, Ruoxi
Doctor of Philosophy	Deep Ontology Reasoning for Multi-Agent Coordination in Dynamic Environments.	Agyemang, Brighter
Doctor of Philosophy	Intelligent Social Computing Mechanisms and their Applications	Gu, Wen

Reviewer Of

IEEE Transactions on Cybernetics (Journal)

Education And Training

Ph.D. in Computer Science, University of Wollongong, SCIT

Awards And Honors

Keywords

Autonomous agent
Multi-agent system
Complex system modelling
Multi-agent learning, reasoning, decision marking
Agent negotiation, cooperation, coordination
Smart grid and power mark modelling

Full Name

Fenghui Ren

Mailing Address

University of Wollongong

1 Northfield Ave

Wollongong

NSW

2522

Australia

Orcid Id

http://orcid.org/0000-0001-6159-7873 (confirmed)

Web Of Science Researcher Id

S-1544-2017

Scopus Id

55499261800

Top Publications

Year	Title
2012	Conceptual design of a multi-agent system for interconnected power systems restoration Published in IEEE Transactions on Power Systems
2012	A multi-agent solution to distribution system management by considering distributed generators Published in IEEE Transactions on Power Systems
2009	Adaptive conceding strategies for automoted trading agents in dynamic, open markets Published in Decision Support Systems
2013	Emergence of social norms through collective learning in networked agent societies
2013	An adaptive bilateral negotiation model based on Bayesian learning Published in Studies in Computational Intelligence
2015	Emotional multiagent reinforcement learning in spatial social dilemmas Published in IEEE Transactions on Neural Networks and Learning Systems
2014	Bilateral single-issue negotiation model considering nonlinear utility and time constraint Published in Decision Support Systems
2014	Collective learning for the emergence of social norms in networked multiagent systems Published in IEEE Transactions on Cybernetics
2015	Multiagent learning of coordination in loosely coupled multiagent systems Published in IEEE Transactions on Cybernetics
2017	A concurrent multiple negotiation strategy for service level agreement negotiations in web-based service environments

Research Areas

Has Collaborator

Pan, Zengxi A/Prof.
Zhang, Minjie Professor

Selected Publications

Journal Article

Year	Title
2021	An Agent-based Adaptive Mechanism for Efficient Job Scheduling in Open and Large-scale Environments Published In Journal of Systems Science and Systems Engineering
2019	Learning customer behavior for effective load forecasting Published In IEEE Transactions on Knowledge and Data Engineering
2018	An Economic Model-Based Matching Approach Between Buyers and Sellers Through a Broker in an Open E-Marketplace Published In Journal of Systems Science and Systems Engineering
2018	DeepRSD: A deep regression method for sequential data Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018	Determining the applicability of advice for efficient multi-agent reinforcement learning Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018	Editorial Special Issue on Agent-Based Modelling for Complex Systems Published In Journal of Systems Science and Systems Engineering
2017	A Concurrent Multiple Negotiation Protocol Based on Colored Petri Nets Published In IEEE Transactions on Cybernetics
2017	A concurrent interdependent service level agreement negotiation protocol in dynamic service-oriented computing environments Published In Lecture Notes in Computer Science
2017	A hybrid-learning based broker model for strategic power trading in smart grid markets Published In Knowledge-Based Systems
2017	A multiagent-based domain transportation approach for optimal resource allocation in emergency management Published In Studies in Computational Intelligence
2017	A negotiation-based model for policy generation Published In Studies in Computational Intelligence
2017	Membership function based matching approach of buyers and sellers through a broker in open e-marketplace Published In Studies in Computational Intelligence
2017	Opponent Modeling with Information Adaptation (OMIA) in Automated Negotiations Published In Lecture Notes in Computer Science
2016	An Innovation Approach for Optimal Resource Allocation in Emergency Management Published In IEEE Transactions on Computers
2016	Enable efficient resource deployment in multiple concurrent emergency events through a decentralised MAS Published In Lecture Notes in Computer Science (LNCS)
2016	Modelling Adaptive Learning Behaviours for Consensus Formation in Human Societies Published In Scientific Reports
2015	A multi-agent approach for decentralized voltage regulation by considering distributed generators Published In Lecture Notes in Computer Science
2015	A regression-based approach for threshold selections of support and confidence in association rule mining Published In International Journal of Computers and their Applications
2015	A relaxation strategy with fuzzy constraints for supplier selection in a power market Published In Studies in Computational Intelligence
2015	Bayesian-based preference prediction in bilateral multi-issue negotiation between intelligent agents Published In Knowledge-Based Systems
2015	Emotional multiagent reinforcement learning in spatial social dilemmas Published In IEEE Transactions on Neural Networks and Learning Systems
2015	Hierarchical Learning for emergence of social norms in networked multiagent systems Published In Lecture Notes in Computer Science
2015	Multiagent learning of coordination in loosely coupled multiagent systems Published In IEEE Transactions on Cybernetics
2014	A single issue negotiation model for agents bargaining in dynamic electronic markets Published In Decision Support Systems
2014	An innovative approach for predicting both negotiation deadline and utility in multi-issue negotiation Published In Lecture Notes in Computer Science
2014	Bilateral single-issue negotiation model considering nonlinear utility and time constraint Published In Decision Support Systems
2014	Collective learning for the emergence of social norms in networked multiagent systems Published In IEEE Transactions on Cybernetics
2014	Coordinated learning by exploiting sparse interaction in multiagent systems Published In Concurrency and Computation: Practice and Experience
2013	A multi-agent solution to distribution system management by considering distributed generators Published In IEEE Transactions on Power Systems
2013	An adaptive bilateral negotiation model based on Bayesian learning Published In Studies in Computational Intelligence
2013	Emotional multiagent reinforcement learning in social dilemmas Published In Lecture Notes in Computer Science
2012	A multi-agent solution to distribution system management by considering distributed generators Published In IEEE Transactions on Power Systems
2012	A regression-based approach for improving the association rule mining through predicting the number of rules on general datasets Published In Lecture Notes in Computer Science
2012	Agent-based demand management in a power distribution network by considering distributed generations Published In Lecture Notes in Computer Science
2012	Conceptual design of a multi-agent system for interconnected power systems restoration Published In IEEE Transactions on Power Systems
2012	Expectation of trading agent behaviour in negotiation of electronic marketplace Published In Web Intelligence and Agent Systems: an international journal
2012	Exploiting independent relationships in multiagent systems for coordinated learning Published In Lecture Notes in Computer Science
2011	A parallel, multi-issue negotiation model in dynamic e-markets Published In Lecture Notes in Computer Science
2011	Coordinated learning for loosely coupled agents with sparse interactions Published In Lecture Notes in Artificial Intelligence (LNAI)
2010	An extended dual concern model for partner selection in multi-agent systems Published In Systemics and Informatics World Network
2010	Using colored petri nets to predict future states in agent-based scheduling and planning systems Published In Multiagent and Grid Systems
2009	Adaptive conceding strategies for automoted trading agents in dynamic, open markets Published In Decision Support Systems
2008	Partners Selection in Multi-Agent Systems by Using Linear and Non-linear Approaches Published In Transactions on Computational Science
2008	Prediction of partners' behaviours in agent negotiation under open and dynamic environments Published In International Transactions on Systems Science and Applications
2007	An Extended Dual Concern Model for Partner Selection in Multi-Agent Systems Published In System and Information Sciences Notes
2007	Predicting partners' behaviours in negotiation by using regression analysis Published In Lecture Notes in Computer Science

Book

Year	Title
2017	Preface
2017	Preface
2010	Part I: Agent-based collaboration, coordination and decision support

Chapter

Year	Title
2019	Helping an Agent Reach a Different Goal by Action Transfer in Reinforcement Learning Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Publisher Springer International Publishing
2016	-Regularized Continuous Conditional Random Fields Published In PRICAI 2016: Trends in Artificial Intelligence Publisher Springer International Publishing
2016	A concurrent multiple negotiation mechanism under consideration of a dynamic negotiation environment Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Publisher Springer International Publishing
2016	Prediction of the opponent's preference in bilateral multi-issue negotiation through Bayesian learning Published In Recent advances in agent-based complex automated negotiation Publisher Switzerland
2015	A Relaxation Strategy with Fuzzy Constraints for Supplier Selection in a Power Market Published In SMART MODELING AND SIMULATION FOR COMPLEX SYSTEMS: PRACTICE AND THEORY Publisher SPRINGER-VERLAG BERLIN
2015	A relaxation strategy with fuzzy constraints for supplier selection in a power market Published In Studies in Computational Intelligence
2014	A dynamic, optimal approach for multi-issue negotiation under time constraints Published In Novel Insights in Agent-based Complex Automated Negotiation Publisher Japan
2014	An Innovative Approach for Predicting Both Negotiation Deadline and Utility in Multi-issue Negotiation Published In PRICAI 2014: TRENDS IN ARTIFICIAL INTELLIGENCE Publisher SPRINGER-VERLAG BERLIN
2013	An adaptive bilateral negotiation Published In Complex Automated Negotiations: Theories, Models, and Software Competitions Publisher Berlin
2013	Discovery of communications patterns by the use of intelligent reasoning Published In Handbook on Reasoning-Based Intelligent Systems Publisher Singapore
2012	Agent-based demand management in a power distribution network by considering distributed generations Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Publisher Springer Berlin Heidelberg
2012	Bilateral single-issue negotiation model considering nonlinear utility and time constraint Published In New Trends in Agent-Based Complex Automated Negotiations Publisher Berlin
2010	Desire-based negotiation in electronic marketplaces Published In Innovations in agent-based complex automated negotiations Publisher New York
2009	CPN-based state analysis and prediction for multi-agent scheduling and planning Published In Advances in agent-based complex automated negotiations Publisher Berlin
2009	CPN-based state analysis and prediction for multi-agent scheduling and planning Published In Studies in Computational Intelligence Publisher Springer Berlin Heidelberg
2009	Collaborative agents for complex problems solving Published In Computational intelligence: collaboration, fusion and emergence Publisher Berlin, Germany
2009	Erratum: The Prediction of Partners¿ Behaviors in Self-interested Agents Published In Advances in Agent-Based Complex Automated Negotiations Publisher Springer Berlin Heidelberg
2009	The prediction of partners' behaviors in self-interested agents Published In Advances in agent-based complex automated negotiations Publisher Berlin
2008	The prediction of partners' behaviors in self-interested agents Published In Electronic Commerce: Theory and Practice Publisher United States

Conference Paper

Year	Title
2019	Multi-agent-based System to Model and Simulate the Emergency Response in Metropolis Published In ACSW 2019 Proceedings of the Australasian Computer Science Week Multiconference
2018	A cyclical social learning strategy for robust convention emergence Published In Proceedings - 2018 IEEE International Conference on Agents (ICA)
2018	Enable automated emergency responses through an agent-based computer-aided dispatch system Published In AAMAS '18 Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems
2018	Feasible negotiation procedures for multiple interdependent negotiations Published In AAMAS '18 Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems
2018	Sparse Gaussian conditional random fields on top of recurrent neural networks Published In 32nd AAAI Conference on Artificial Intelligence, AAAI 2018
2017	A concurrent multiple negotiation strategy for service level agreement negotiations in web-based service environments Published In 2016 International Conference on Agents, ICA 2016
2017	A concurrent multiple negotiation strategy for service level agreement negotiations in web-based service environments Published In Proceedings - 2016 International Conference on Agents, ICA 2016
2017	A dynamic resource allocation approach for concurrent emergency events in metropolitan regions Published In 16th International Conference on Autonomous Agents and Multiagent Systems
2016	A decentralised multi-agent system for emergency resource allocation in metropolitan regions (demonstration) Published In Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
2016	Adaptive learning for efficient emergence of social norms in networked multiagent systems Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2016	An adaptive learning framework for efficient emergence of social norms Published In Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
2016	An adaptive procedure for settling multiple issues in bilateral negotiation with time constraints Published In ACM International Conference Proceeding Series
2016	L1-regularized continuous conditional random fields Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2016	Load forecasting in a smart grid through customer behaviour learning using L1-regularized continuous conditional random fields Published In Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
2015	A broker-based optimal matching approach of buyers and sellers for multi-attribute exchanges in open markets Published In The 2015 IEEE International Conference on Systems, Man, and Cybernetics: Proceedings
2015	GongBroker: a broker model for power trading in Smart Grid markets Published In 2015 IEEE / WIC / ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT)
2013	A multiagent approach for decentralized voltage regulation in power distribution networks within DGs Published In 12th International Conference on Autonomous Agents and Multiagent Systems (AAMAS2013)
2013	A relaxation strategy with fuzzy constraints for supplier selection in a power market Published In The International Workshop on Smart Simulation and Modelling for Complex Systems (SSMCS 2013)
2013	Emergence of social norms through collective learning in networked agent societies Published In 12th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2013)
2010	Optimization of multiple related negotiation through multi-negotiation network Published In 4th International Conference on Knowledge Science, Engineering and Management, KSEM 2010
2009	A market-based multi-issue negotiation model considering multiple preference in dynamic e-marketplaces Published In International Conference on Principles and Practice of Multi-Agent Systems
2008	Optimal multi-issue negotiation in open and dynamic environments Published In Pacific Rim International Conference on Artificial Intelligence
2007	A Coloured petri Net Based Approach for Flexible Agent Interactions Published In International Conference on Information Technology and Applications
2007	A fuzzy-based approach for partner selection in multi-agent systems Published In International Conference on Computer and Information Science
2007	A novel multi-image query techniques for automatic query concept capture Published In International Conference on Information Technology and Applications
2007	Market-driven agents with uncertain and dynamic outside options Published In International Conference on Autonomous Agents and Multiagent Systems
2007	Prediction of Partners' behaviors in Agent negotiation under Open and Dynamic Environments Published In International Conference on Web Intelligence and Intelligent Agent Technology
2007	Prediction of partners' behaviors in agent negotiation under open and dynamic environments Published In PROCEEDING OF THE 2007 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY, WORKSHOPS

Editor Of

Book
- Smart Modeling and Simulation for Complex Systems: Practice and Theory. Japan. 2015

Investigator On

Year	Title
2014 - 2016	An Adaptive and Intelligent Service Level Agreement Negotiation System for Web-Based Service-Oriented Grid Computing Awarded by: Australian Research Council (ARC) Funding Scheme: Discovery Early Career Researcher Award (DECRA)

Other Research Activities

BlueScope Consultation Project ($114,000) CI 2019 -
New Colombo Plan (NCP) Mobility Grants ($66,000) CI 2019 -
UOW UIC International Linkage Grant ($20,000) CI 2019 -
UOW UIC International Linkage Grant ($7,500) CI 2014 -
Vice Chancellors Postdoctoral Fellowship ($93,431) 2012 - 2013

Advisees

Graduate Advising Relationship

Degree	Research Title	Advisee
Doctor of Philosophy	Learning Based Consensus Building For Decentralised Open-Market
Doctor of Philosophy	Multi-Agent Learning Approaches in Open and Dynamic Environments	Wang, Yuchen
Doctor of Philosophy	Efficient Multiagent Stochastic Planning in Dynamic Environments	Robinson, Tom
Doctor of Philosophy (Integrated)	Smart Simulation and Modelling for Resource Management in Transportation Problems	Malysiak, Kevin
Doctor of Philosophy	Trust Models for Partner Selection in Open, Dynamic, and Sociable Environment	Liang, Qin
Doctor of Philosophy	Agent-based Adaptive Scheduling Approaches for Dynamic and Large-scale Environments	Yang, Yikun
Doctor of Philosophy	Methods for Group Decision-making in Multi-agent Systems under Dynamic and Sociable Environments	Liu, Xiaoxue
Doctor of Philosophy (Integrated)	Knowledge-Graph-Embedded Integrated Recommender System Strategies for Multiple Types of Starters	Sun, Ruoxi
Doctor of Philosophy	Deep Ontology Reasoning for Multi-Agent Coordination in Dynamic Environments.	Agyemang, Brighter
Doctor of Philosophy	Intelligent Social Computing Mechanisms and their Applications	Gu, Wen

Reviewer Of

IEEE Transactions on Cybernetics (Journal)

Education And Training

Ph.D. in Computer Science, University of Wollongong, SCIT

Awards And Honors

Keywords

Autonomous agent
Multi-agent system
Complex system modelling
Multi-agent learning, reasoning, decision marking
Agent negotiation, cooperation, coordination
Smart grid and power mark modelling

Full Name

Fenghui Ren

Mailing Address

University of Wollongong

1 Northfield Ave

Wollongong

NSW

2522

Australia

Orcid Id

http://orcid.org/0000-0001-6159-7873 (confirmed)

Web Of Science Researcher Id

S-1544-2017

Scopus Id

55499261800

Overview

Top Publications

Research Areas

Available as Research Supervisor

Affiliation

Available for Collaborative Projects

Has Collaborator

Publications

Selected Publications

Journal Article

Book

Chapter

Conference Paper

Editor Of

Book

Funding

Investigator On

Other Research Activities

Supervision

Available as Research Supervisor

Advisees

Graduate Advising Relationship

Service

Reviewer Of

Background

Education And Training

Awards And Honors

Keywords

Contact

Full Name

Mailing Address

Identity

Orcid Id

Web Of Science Researcher Id

Scopus Id

Overview

Top Publications

Research Areas

Affiliation

Has Collaborator

Publications

Selected Publications

Journal Article

Book

Chapter

Conference Paper

Editor Of

Book

Funding

Investigator On

Other Research Activities

Supervision

Advisees

Graduate Advising Relationship

Service

Reviewer Of

Background

Education And Training

Awards And Honors

Keywords

Contact

Full Name

Mailing Address

Identity

Orcid Id

Web Of Science Researcher Id

Scopus Id

Visualisations

Research Areas