Abstract
Based on immunocomputing (IC), this paper proposes a new way for geoinformation fusion, spatio-temporal modeling, and forecast. The approach includes mathematically, rigorous mapping of high-dimensional spatio-temporal data into a scalar index, discrete tree transform (DTT) of the index values into states of cellular automata (CA), and identification of CA by IC. Numerical examples use official data of International Association for the Development of Freediving (AIDA), World Health Organization (WHO), as well as time series of Solar Influences Data Analysis Center (SIDC) and National Aeronautics and Space Administration (NASA). Anomaly index is also proposed using special the case of DTT. Recent results suggest that the IC approach outperforms (by training time and accuracy) state-of-the-art approaches of computational intelligence.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Kuznetsov VI, Gubanov AF, Kuznetsov VV, Tarakanov AO, Tchertov OG (1999) Map of complex appraisal of environmental conditions in Kaliningrad (in Russian and English). In: Kaliningrad. Ecological atlas
AIDA: International Association for the Development of Freediving (Apnoe), http://www.aida-international.org/
WHO: World Health Organization, http://www.who.int/en/
Tarakanov AO, Skormin VA, Sokolova SP (2003) Immunocomputing: Principles and Applications. Springer, New York
Goncharova LB, Tarakanov AO (2007) Molecular networks of brain and immunity. Brain Research Reviews 55/1, pp 155-166
Goncharova LB, Tarakanov AO (2008) Nanotubes at neural and immune synapses. Current Medicinal Chemistry 15/3, pp 210-218
Goncharova LB, Tarakanov AO (2008) Why chemokines are cytokines while their receptors are not cytokine ones? Current Medicinal Chemistry 15(13), pp 1297-1304
Agnati LF, Fuxe KG, Goncharova LB, Tarakanov AO (2008) Receptor mosaics of neural and immune communication: possible implications for basal ganglia functions. Brain Research Reviews 58(2), pp 400-414
Fuxe KG, Tarakanov AO, Goncharova LB, Agnati LF (2008) A new road to neuroinflammation in Parkinson's disease? Brain Research Reviews 58/2, pp 453-458
Tarakanov AO (2008) Immunocomputing for intelligent intrusion detection. J IEEE Computational Intelligence Magazine 3/2 (special issue Cyber Security), pp 22-30
Tarakanov A, Prokaev A, Varnavskikh E (2007) Immunocomputing of hydroacoustic fields. J International Journal of Unconventional Computing 3/2, pp 123-133
Tarakanov AO, Sokolova LA, Kvachev SV (2007) Intelligent simulation of hydrophysical fields by immunocomputing. Lecture Notes in Geoinformation and Cartography, vol. XIV, pp 252-262. Springer, Berlin
Tarakanov AO (2008) Immunocomputing for spatio-temporal forecast. In: Mo, H. (ed) Handbook of Research on Artificial Immune Systems and Natural Computing: Applying Complex Adaptive Technologies. IGI Global, Hershey PA (in press)
Tarakanov A, Prokaev A (2007) Identification of cellular automata by immunocomputing. J Journal of Cellular Automata 2(1): 39-45
Atreas ND, Karanikas CG, Tarakanov AO (2003) Signal processing by an immune type tree transform. LNCS, vol. 2787, Springer, Berlin, pp 111-119
SIDC: Solar Influences Data Analysis Center, http://sidc.oma.be
NASA: Ocean Color Time-Series Project, http://reason.gsfc.nasa.gov
Cover TM, Hart PE (1967) Nearest neighbor pattern classification. J IEEE Transactions on Information Theory 13(1): 21-27
Ivanciuc Q (2007) Applications of support vector machines in chemistry. Reviews in Computational Chemistry 23: 291-400
Yao JT, Zhao SL, Fan Level (2006) An enhanced support vector machine model for intrusion detection. LNAI, vol 4062, pp 538-543. Springer, Berlin
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Tarakanov, A. (2009). Immunocomputing for Geoinformation Fusion and Forecast. In: Popovich, V.V., Claramunt, C., Schrenk, M., Korolenko, K.V. (eds) Information Fusion and Geographic Information Systems. Lecture Notes in Geoinformation and Cartography. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-00304-2_8
Download citation
DOI: https://doi.org/10.1007/978-3-642-00304-2_8
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-00303-5
Online ISBN: 978-3-642-00304-2
eBook Packages: Earth and Environmental ScienceEarth and Environmental Science (R0)