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Traffic Congestion Management as a Learning Agent Coordination Problem
[chapter]
Multi-Agent Systems for Traffic and Transportation Engineering
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In the second problem, we study how agents learn to select desirable lanes to improve traffic flow and minimize delays for all drivers. ...
In both cases, we focus on having an agent select the most suitable action for each driver using reinforcement learning, and explore the impact of different reward functions on system behavior. ...
Indeed, multi-agent learning algorithms provide a natural approach to addressing congestion problems in traffic and transportation domains (Bazzan et al., 1999; Dresner and Stone, 2004; Klügl et al., ...
doi:10.4018/9781605662268.ch012
fatcat:4rsdnb3bujaz5kdokmlmm5gisi
Traffic Congestion Management as a Learning Agent Coordination Problem
[chapter]
Multi-Agent Systems for Traffic and Transportation Engineering
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In the second problem, we study how agents learn to select desirable lanes to improve traffic flow and minimize delays for all drivers. ...
In both cases, we focus on having an agent select the most suitable action for each driver using reinforcement learning, and explore the impact of different reward functions on system behavior. ...
Indeed, multi-agent learning algorithms provide a natural approach to addressing congestion problems in traffic and transportation domains (Bazzan et al., 1999; Dresner and Stone, 2004; Klügl et al., ...
doi:10.4018/978-1-60566-226-8.ch012
fatcat:pn2hylsqprgb7pe2ap6deo7ade
A Multi-Agent Simulation of Collaborative Air Traffic Flow Management
[chapter]
Multi-Agent Systems for Traffic and Transportation Engineering
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Today's air traffic management system is not expected to scale to the projected increase in traffic over the next two decades. ...
We summarize a new concept that has been proposed for collaborative air traffic flow management, the problems it is meant to address, and our approach to evaluating the concept. ...
The Concept of Operations for the Next Generation Air Transportation System (Joint Planning and Development Office, 2007) defines how the air transportation system shall operate in the year 2025, forming ...
doi:10.4018/978-1-60566-226-8.ch018
fatcat:vmx6ppgbwvfyhjqyw57wp4eeiu
MATSim-T
[chapter]
Multi-Agent Systems for Traffic and Transportation Engineering
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The work is part of the research project MATSim (Multi Agent Transport Simulation, http://matsim.org). ...
ABSTRACT Micro-simulations for transport planning are becoming increasingly important in traffic simulation, traffic analysis, and traffic forecasting. ...
This chapter presents such a microsimulation, called MATSim-T (Multi Agent Transport Simulation Toolkit), implemented as a Java application, usable on any operating system. ...
doi:10.4018/978-1-60566-226-8.ch003
fatcat:cwgdf7xa3ba2ri2h6yxiy22ooy
Game Based Multi-Agent Equilibrium in Intelligent City Transportation System Design
2018
DEStech Transactions on Computer Science and Engineering
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A multi-agent architecture is built for the intelligent transport control system, then the game equilibrium mechanism and algorithm are developed. ...
The results show that the game equilibrium algorithm designed for multi-agent intelligent transport control system can effectively achieve the urban traffic coordination, which is beneficial to reduce ...
Game Equilibrium in Multi-Agent Intelligent Transport Control System The equilibrium between agents is a very important for urban intelligent traffic control system based on multi-agent. ...
doi:10.12783/dtcse/pcmm2018/23657
fatcat:gjsjboeybnh7dkdnh52rwrkhdy
Agent-Based Simulation For Supply Chain Transport Corridors
2015
Zenodo
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This paper presents the use of multi-agent systems (MAS) to model and simulate some aspects of transportation corridors, and in particular the area of weighbridge resource optimization for operational ...
An underlying multi-agent model provides a means of modeling the relationships among stakeholders in order to enable coordination in a transport corridor environment. ...
Kaim and Lenar [14] desc ribe an approach to create t he multi-agent system (MAS) for simulating transport corridors. ...
doi:10.5281/zenodo.1107369
fatcat:wr5rus5wjzh6bcxbkuewnd76su
Simulation Of Ethical Behavior In Urban Transportation
2009
Zenodo
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For controlling urban transportations, traffic lights show similar behavior for different kinds of vehicles at intersections. ...
A model is proposed for adding special component to emergency vehicles and traffic lights for controlling traffic in ethical manner. The proposed model is simulated by JADE. ...
For simulating intelligent transportation, it is good idea to use intelligent autonomous system and multi-agent system. So, I use multiagent approach for simulating my proposed model.
II. ...
doi:10.5281/zenodo.1073634
fatcat:6mo5oozjibatrdlo3yhpicywae
Modeling of route planning system based on Q value-based dynamic programming with multi-agent reinforcement learning algorithms
2014
Engineering applications of artificial intelligence
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In this paper, a new model for a route planning system based on multi-agent reinforcement learning (MARL) algorithms is proposed. ...
The important part of the study was to use a multi-agent system (MAS) with learning abilities which in order to make decisions about routing vehicles between Malaysia 0 s cities. ...
They emphasized the importance of agent technology for improvement of the RTN and for traffic system performance. ...
doi:10.1016/j.engappai.2014.01.001
fatcat:6j4murpo6zc6vpuesvic4wtklu
Review of Traffic Signal Control based on Fuzzy Logic
2016
International Journal of Computer Applications
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Fuzzy logic approach will definitely help in transportation management system in future. ...
The problems in traffic engineering are mainly characterized by the imprecise, ambiguous and uncertain parameters. ...
Presented a traffic signal control system which was based on multi-agent control scheme, real time traffic simulation, and fuzzy inference system. ...
doi:10.5120/ijca2016910869
fatcat:3se6zcrxxrdqjduvg75t2icfrq
Adaptive Traffic Control System using Reinforcement Learning
2020
International Journal of Engineering Research and
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Traffic Light Control System with pre-set clocks are broadly used to invigilate and control the traffic generated at the intersections of numerous streets. ...
This paper presents a system which handles traffic using Artificial Intelligence technique for adapting signal according to the density of traffic thereby automatically increasing or decreasing traffic ...
The multi-agent system for network traffic signal control introduces the use of a multi-agent system and reinforcement learning algorithm to obtain an efficient traffic signal control [4] .In this, two ...
doi:10.17577/ijertv9is020159
fatcat:wk6t2z7rvfdktmiogdkdvs2k4a
TraSMAPI: An API oriented towards Multi-Agent Systems real-time interaction with multiple Traffic Simulators
2010
13th International IEEE Conference on Intelligent Transportation Systems
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It is presented as a tool for the simulation of dynamic control systems in road networks with special focus on Multi-Agent Systems. ...
framework to develop Multi-Agent Systems. ...
ACKNOWLEDGMENT This work has been partially supported by FCT, the Portuguese Agency for R&D, within the BII Framework (Integration into Research Grants). ...
doi:10.1109/itsc.2010.5625238
dblp:conf/itsc/TimoteoARO10
fatcat:yzxvi3gox5capmpml4ibogpjpm
Multi-agent based vehicular congestion management
2011
2011 IEEE Intelligent Vehicles Symposium (IV)
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The autonomous and distributed nature of multi-agent systems is well-suited to the transportation domain which is dynamic and geographically distributed. ...
Existing congestion management techniques in Intelligent Transportation Systems (ITS) have not been very effective due to lack of autonomous and collaborative behavior of the constituent traffic control ...
scenarios.
3) Multi-Layered Multi-Agent System Models In the Multi-Layered Multi-Agent System Models, the traffic control and coordination responsibility is distributed amongst various levels of agents ...
doi:10.1109/ivs.2011.5940493
dblp:conf/ivs/DesaiLDS11
fatcat:hl6wvy6n2rdnhn67j4dtzztchy
An Open Source Modeling Framework for Interdependent Energy-Transportation- Communication Infrastructure in Smart and Connected Communities
[article]
2019
arXiv
pre-print
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First, a novel multi-level, multi-layer, multi-agent approach is proposed to enable flexible modeling of the interconnected energy, transportation, and communication systems. ...
In response to this, this paper proposes an open source, flexible, integrated modeling framework suitable for designing coupled energy, transportation, and communication systems and for assessing the impact ...
MULTI-LAYER, MULTI-BLOCK, MULTI-AGENT APPROACH This study proposes a 3M approach for the flexible and extensible modeling of the coupled systems in a community level. ...
arXiv:1904.03678v1
fatcat:7nbyui4zlbef3mbb7zsg4s2ge4
Multi-modal traffic simulation platform on parallel and distributed systems
2014
Proceedings of the Winter Simulation Conference 2014
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for a multi-threading environment and a cluster of 12 nodes (with a total of 144 cores) for a distributed system. ...
With this platform, municipal planners or traffic engineers at transportation companies can quickly conduct many series of simulations with various what-if scenarios in a parallel and distributed manner ...
M3: MULTI-MODAL TRAFFIC SIMULATION This section describes the system design and implementation of our proposed scalable multi-modal traffic simulate platform called M3 and also the agent behavior models ...
doi:10.1109/wsc.2014.7019939
dblp:conf/wsc/SuzumuraK14
fatcat:nid7gl6firgivotsvdh66z757a
Group Oriented Traffic Coordination and its Effectiveness
2016
International Journal of Computer Applications
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Rapid urbanization of cities and metro areas has resulted in increasing number of vehicles movement, as a result of that traffic jam tends to form very often at multiple locations. ...
To find the best effective solution of traffic congestion and the problem of coordination among neighboring vehicles we simulate the group oriented driving approach, vehicles form group with their neighbor ...
We present the literature survey in section 3 about agent-oriented engineering and multi-agent system in traffic coordination. ...
doi:10.5120/ijca2016911740
fatcat:l5ix2p2hlbdq7nba6rlbakswbi
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