Multi-agent system to monitor oceanic environments

被引：21

作者：

Bajo, Javier ^{[1
]}

De Paz, Juan F. ^{[1
]}

Rodriguez, Sara ^{[1
]}

Gonzalez, Angelica ^{[1
]}

机构：

[1] Univ Salamanca, Escuela Univ Informat, Dept Informat & Automat, Salamanca 37002, Spain

来源：

INTEGRATED COMPUTER-AIDED ENGINEERING | 2010年 / 17卷 / 02期

关键词：

Multiagent system; case-based reasoning; Air-Sea Monitoring; CO2; exchange; NEURAL-NETWORK; LEARNING ALGORITHM; MODEL; AGENTS; CO2;

D O I：

10.3233/ICA-2010-0332

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The exchange of CO2 between the atmosphere and the ocean surface is a problem that has become increasingly important due to its impact on climatic behavior. Given the large quantity of sources of information available for studying the CO2 problem, it is necessary to provide innovative solutions that facilitate the automation of certain tasks and incorporate decision support systems to obtain a better understanding of this phenomenon. This paper presents a multiagent architecture aimed at providing solutions for monitoring the interaction between the atmosphere and the ocean. The ocean surface and the atmosphere exchange carbon dioxide. This process is can be modeled by a multiagent system with advanced learning and adaption capabilities. The proposed multiagent architecture incorporates CBR-agents that integrate novel strategies that both monitor the parameters that affect the interaction, and facilitate the creation of models. The system was tested and this paper presents the results obtained.

引用

页码：131 / 144

页数：14

共 51 条

[21]

Fritzke Bernd., 1995, Advances in neural information processing systems, V7, P625

[22] Principal component analysis-enhanced cosine radial basis function neural network for robust epilepsy and seizure detection [J].

Ghosh-Dastidar, Samanwoy ;

Adeli, Hojat ;

Dadmehr, Nahid .

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2008, 55 (02) :512-518

[23] Spiking neural network and wavelets for hiding iris data in digital images [J].

Hassanien, Aboul Ella ;

Abraham, Ajith ;

Grosan, Crina .

SOFT COMPUTING, 2009, 13 (04) :401-416

[24] A Survey of Evolutionary Algorithms for Clustering [J].

Hruschka, Eduardo Raul ;

Campello, Ricardo J. G. B. ;

Freitas, Alex A. ;

de Carvalho, Andre C. Ponce Leon F. .

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2009, 39 (02) :133-155

[25] A PARALLEL GENETIC/NEURAL NETWORK LEARNING ALGORITHM FOR MIMD SHARED-MEMORY MACHINES [J].

HUNG, SL ;

ADELI, H .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 1994, 5 (06) :900-909

[26] Agent-based interoperability without product model standards [J].

Kannengiesser, Udo ;

Gero, John S. .

COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2007, 22 (02) :80-97

[27] CBR model for freeway work zone traffic management [J].

Karim, A ;

Adeli, H .

JOURNAL OF TRANSPORTATION ENGINEERING, 2003, 129 (02) :134-145

[28]

Kaufman L., 2009, Finding Groups in Data: An Introduction to Cluster Analysis

[29] Frequency-multiplexing ability of complex-valued hebbian learning in logic gates [J].

Kawata, Sotaro ;

Hirose, Akira .

INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2008, 18 (02) :173-184

[30] SELF-ORGANIZED FORMATION OF TOPOLOGICALLY CORRECT FEATURE MAPS [J].

KOHONEN, T .

BIOLOGICAL CYBERNETICS, 1982, 43 (01) :59-69

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