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Decentralized camera network control using game theory

Bi Song, Cristian Soto, Amit K. Roy-Chowdhury, Jay A. Farrell
2008 2008 Second ACM/IEEE International Conference on Distributed Smart Cameras  
This paper deals with the problem of decentralized, cooperative control of a camera network.  ...  Our research focuses on developing accurate and efficient target acquisition and camera control algorithms in such scenarios using game theory. We show simulated experimental results of the approach.  ...  COOPERATIVE TARGET ACQUISITION USING GAME THEORY Our goal is to develop a decentralized strategy for coordinated control that relies on local decision-making at the camera nodes, while being aligned with  ... 
doi:10.1109/icdsc.2008.4635735 dblp:conf/icdsc/SongSCF08 fatcat:edcfl7z6o5eyjeku24fkyfoyju

Cost-Aware Coalitions for Collaborative Tracking in Resource-Constrained Camera Networks

Juan C. SanMiguel, Andrea Cavallaro
2015 IEEE Sensors Journal  
Centralized interaction can also rely on game theory such as the bargaining of cameras in a multi-player game to maximize the network utility aligned to user-defined criteria over the target [7] .  ...  Coalitions can benefit target tracking [4], a key task in camera networks, where sets of cameras may operate jointly using decentralized tracking [5].  ... 
doi:10.1109/jsen.2014.2367015 fatcat:6cgudx3j6nhwtkhsit5il454jy

Scanning the issue

2013 IEEE Transactions on Automatic Control  
Using decentralized continuous-time control, the considered multi-agent system achieves not only a consensus, but also an optimal agreement within the optimal solution set of the overall network.  ...  Feron This paper looks at the verification of safety-critical software through the lens of systems and control theory.  ... 
doi:10.1109/tac.2013.2244031 fatcat:ceqzz5nk7rhbvoi5zea5qcjrda

Distributed Image Processing [From the Guest Editors]

Gary Chan, Pascal Frossard, Anthony Vetro
2011 IEEE Signal Processing Magazine  
The work leverages existing work in autonomous multi-agent systems including distributed optimization algorithms based on game theory for dynamic camera network reconfiguration, and consensus algorithms  ...  camera network.  ...  The work leverages existing work in autonomous multi-agent systems including distributed optimization algorithms based on game theory for dynamic camera network reconfiguration, and consensus algorithms  ... 
doi:10.1109/msp.2011.940572 fatcat:2z3de3gi7jgm5ohxxndn2jrgwe

Collaborative Sensing in a Distributed PTZ Camera Network

Chong Ding, Bi Song, A. Morye, J. A. Farrell, A. K. Roy-Chowdhury
2012 IEEE Transactions on Image Processing  
Motivated by recent work in cooperative control of sensor networks, we propose a distributed optimization strategy, which can be modeled as a game involving the cameras and targets.  ...  We analyze the performance of this collaborative sensing strategy in active camera networks in a simulation environment, as well as a real-life camera network.  ...  The camera control used game theory to assign camera settings that provided coverage over regions of interest while maintaining a high-resolution shot of a target.  ... 
doi:10.1109/tip.2012.2188806 pmid:22374359 fatcat:yedjzum77bbzvpwtuico3tdzha

Adaptive Traffic Signal Control: Game-Theoretic Decentralized vs. Centralized Perimeter Control

Maha Elouni, Hossam M. Abdelghaffar, Hesham A. Rakha
2021 Sensors  
The results demonstrate statistically significant benefits of using the developed DNB controller over other state-of-the-art centralized and decentralized gating/adaptive traffic signal controllers.  ...  network.  ...  Interactive cooperation between intelligent agents is studied in game theory.  ... 
doi:10.3390/s21010274 pmid:33401615 fatcat:zjxeekakdzdmhplxjbaiit3dwe

2020 Index IEEE Transactions on Automation Science and Engineering Vol. 17

2020 IEEE Transactions on Automation Science and Engineering  
., +, TASE July 2020 1443-1454 Fuzzy set theory Design of Modern Supply Chain Networks Using Fuzzy Bargaining Game and Data Envelopment Analysis.  ...  ., +, TASE July 2020 1140-1157 Design of Modern Supply Chain Networks Using Fuzzy Bargaining Game and Data Envelopment Analysis.  ...  ., +, TASE July 2020 1237 -1249 Comments and Corrections to "Process Mining to Discover Shoppers' Pathways at a Fashion Retail Store Using a WiFi-Base Indoor Positioning System" [Oct 17 1786 [Oct 17  ... 
doi:10.1109/tase.2020.3037603 fatcat:kyt63444lfc45amrjebyjw34qu

Optimized imaging and target tracking within a distributed camera network

A. A. Morye, C. Ding, B. Song, A. Roy-Chowdhury, J. A. Farrell
2011 Proceedings of the 2011 American Control Conference  
This problem could be addressed by centralized or decentralized methods. In this article, we are focused on distributed control of the camera network.  ...  This article considers the problem of using a network of NC dynamic pan, tilt, zoom cameras, each mounted at known and fixed locations, to track and obtain high resolution imagery for NT (t) mobile targets  ...  The camera control used game theory to assign camera settings that provided coverage over regions of interest while maintaining a high resolution shot of a target.  ... 
doi:10.1109/acc.2011.5991271 fatcat:rq2druhemnfxfjueblrkbraiea

2020 Index IEEE Transactions on Information Forensics and Security Vol. 15

2020 IEEE Transactions on Information Forensics and Security  
Zewail, A.A., +, TIFS 2020 1513- 1524 Game Theory and Reinforcement Learning Based Secure Edge Caching in Mobile Social Networks.  ...  ., +, TIFS 2020 2602-2615 A Dynamic Game Approach to Strategic Design of Secure and Resilient Infrastructure Network.  ...  G Gait analysis Deep Learning-Based Gait Recognition Using Smartphones in the Wild.  ... 
doi:10.1109/tifs.2021.3053735 fatcat:eforexmnczeqzdj3sc2j4yoige

Review of Energy Management System Approaches in Microgrids

Amrutha Raju B, Sandeep Vuddanti, Surender Reddy Salkuti
2021 Energies  
This article classifies the methodologies used for EMS based on the structure, control, and technique used. The untapped areas which have scope for investigation are also mentioned.  ...  Microgrids are low or medium voltage distribution systems with a resilient operation, that control the exchange of power between the main grid, locally distributed generators (DGs), and consumers using  ...  An optimal operation can be achieved by maximizing the preferences of the agents using the Nash equilibrium. [162] Game Theory PV, BT * G/I DC An MG-based non-cooperative game theory EMS is modeled to  ... 
doi:10.3390/en14175459 fatcat:y3oc3ck33zbaxm5fnpte273oqy

Pedagogy of Blockchain: Training College Students on the Basics of Blockchain

Dr. Karen Benson, Georgia Gwinnett College
2018 International Journal of Engineering Research and  
With the advent of global economies, persistent data collection, and omnipresent cameras, the privacy factor of all-things-data has come-up lacking.  ...  The classroom learning method used was the asynchronous learning method, in which the concepts were categorically divided into blocks.  ...  The authors created a PowerPoint presentation of examples, such as a rotary phone, a printed map, a camera that uses film, taxis cars, and board games.  ... 
doi:10.17577/ijertv7is050022 fatcat:obcfth4gdbbqvbwab5p4ipzt5a

A Comparison of Techniques for Camera Selection and Hand-Off in a Video Network [chapter]

Yiming Li, Bir Bhanu
2011 Distributed Video Sensor Networks  
We consider geometry, statistics, and game theory-based approaches and provide both theoretical and experimental comparison using centralized and distributed computational models.  ...  We provide simulation and experimental results using real data for various scenarios of a large number of cameras and objects for indepth understanding of strengths and weaknesses of these techniques.  ...  The contents of the information do not reflect the position or policy of the US Government. 7.  ... 
doi:10.1007/978-0-85729-127-1_5 fatcat:abwp57tprfbwzltuwxs6mog5wq

Distributed Camera Networks

Bi Song, Chong Ding, Ahmed Kamal, Jay Farrell, Amit Roy-chowdhury
2011 IEEE Signal Processing Magazine  
We show how the existing work in autonomous multiagent systems can be leveraged for this purpose, more specifically, game theory-based distributed optimization algorithms for dynamic camera network reconfiguration  ...  The results from a reallife camera network are also presented.  ...  GAME-THEORETIC FRAMEWORK FOR CAMERA NETWORK RECONFIGURATION The objective of the control module in Figure 1 is to develop a decentralized strategy for determining camera parameters that relies on local  ... 
doi:10.1109/msp.2011.940441 fatcat:f6urg7jnajbutnoejd7uleynqq

Introduction to the Issue on Distributed Processing in Vision Networks

Hamid Aghajan, Richard Kleihorst, Bernhard Rinner, Wayne Wolf
2008 IEEE Journal on Selected Topics in Signal Processing  
Recent work in his research group consists of vision-based algorithms for assisted living, occupancy sensing for ambience control in smart buildings, human gesture analysis for gaming, virtual reality,  ...  and smart displays, and interactivity-based environment discovery-all based on distributed vision-based reasoning in multicamera networks.  ...  In "Distributed Object Tracking using a Cluster-Based Kalman Filter in Wireless Camera Networks," by Medeiros, Park, and Kak, cooperation among the cameras in the form of a decentralized Kalman filter  ... 
doi:10.1109/jstsp.2008.2001726 fatcat:zs7xn2s6mvh6hpqdaohcmavuhe

A comparison of techniques for camera selection and handoff in a video network

Yiming Li, Bir Bhanu
2009 2009 Third ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC)  
We consider geometry, statistics, and game theory-based approaches and provide both theoretical and experimental comparison using centralized and distributed computational models.  ...  We provide simulation and experimental results using real data for various scenarios of a large number of cameras and objects for indepth understanding of strengths and weaknesses of these techniques.  ...  The contents of the information do not reflect the position or policy of the US Government. 7.  ... 
doi:10.1109/icdsc.2009.5289342 dblp:conf/icdsc/LiB09 fatcat:qm6dgximbvftda4sje77ghlyti
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