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2014 | OriginalPaper | Chapter

Apply Genetic Algorithm to Cloud Motion Wind

Authors : Jiang Han, Ling Li, Chengcheng Yang, Hui Tong, Longji Zeng, Tao Yang

Published in: Advanced Technologies, Embedded and Multimedia for Human-centric Computing

Publisher: Springer Netherlands

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Abstract

Cloud Motion Wind (CMW) is a very important issue in the meteorology. In this paper, we firstly apply Genetic Algorithm (GA) to the CMW searching to reduce the computational complexity. We propose a novel CMW method, namely GA-CMW. Compared with the traditional Exhaustive CMW (E-CMW) algorithm, GA-CMW can obtain almost the same performance while with only 11 % of the computational complexity required. Generally speaking, the proposed GA-CMW method can obtain the wind vector picture in shorter time, which makes a lot of sense to the resource saving in the practical application.

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Literature
1.
go back to reference Purdom JF (1996) W. Detailed cloud motions from satellite imagery taken at thirty second one and three minute intervals. In: Proceeding to the 3rd international wind workshop in Ascona, Switzerland, 10–12 June 1996, pp 137–146 Purdom JF (1996) W. Detailed cloud motions from satellite imagery taken at thirty second one and three minute intervals. In: Proceeding to the 3rd international wind workshop in Ascona, Switzerland, 10–12 June 1996, pp 137–146
2.
go back to reference Wang ZH, Browning KA, Kelly GA (1997) Verification of the tracking technique used in an experimental cloud motion wind inferring system. JCMM Report. University of Reading, 1997 Wang ZH, Browning KA, Kelly GA (1997) Verification of the tracking technique used in an experimental cloud motion wind inferring system. JCMM Report. University of Reading, 1997
3.
go back to reference Wang Z, Zhou J (2000) A preliminary study of Fourier series analysis for cloud tracking with GOES high temporal resolution images. Acta Meteoro Sin 14(1):82–94 Wang Z, Zhou J (2000) A preliminary study of Fourier series analysis for cloud tracking with GOES high temporal resolution images. Acta Meteoro Sin 14(1):82–94
4.
go back to reference Leese JA, Novak CS, Clark BB (1972) An automated technique for obtaining cloud motion from geosynchronous satellite data using cross correlation. J Appl Meteor 10(1):118–132CrossRef Leese JA, Novak CS, Clark BB (1972) An automated technique for obtaining cloud motion from geosynchronous satellite data using cross correlation. J Appl Meteor 10(1):118–132CrossRef
5.
go back to reference Jianmin X, Qisong Z (1996) Calculation of cloud motion wind with GMS-5 images in China. In: Proceedings to the 3rd International Wind Workshop in Ascona Switzerland, pp 45–52, 10–12 June 1996 Jianmin X, Qisong Z (1996) Calculation of cloud motion wind with GMS-5 images in China. In: Proceedings to the 3rd International Wind Workshop in Ascona Switzerland, pp 45–52, 10–12 June 1996
6.
go back to reference Revello TE, McCartney R (2002) Generating war game strategies using a genetic algorithm. In: Proceeding Congress Evolutionary Computation, 2002, vol. 2, pp 1086–1091 Revello TE, McCartney R (2002) Generating war game strategies using a genetic algorithm. In: Proceeding Congress Evolutionary Computation, 2002, vol. 2, pp 1086–1091
8.
go back to reference Shibata T, Fukuda T, Tanie K (1997) Chapter 108: Synthesis of fuzzy, artificial intelligence, neural networks, and genetic algorithm for hierarchical intelligent control. CRC Press, Boca Raton, pp 1364–1368 Shibata T, Fukuda T, Tanie K (1997) Chapter 108: Synthesis of fuzzy, artificial intelligence, neural networks, and genetic algorithm for hierarchical intelligent control. CRC Press, Boca Raton, pp 1364–1368
9.
go back to reference Binelo MO, de Almeida ALF, Cavalcanti FRP (2011) MIMO array capacity optimization using a genetic algorithm. IEEE Trans Veh Technol 60(6):2471–2481CrossRef Binelo MO, de Almeida ALF, Cavalcanti FRP (2011) MIMO array capacity optimization using a genetic algorithm. IEEE Trans Veh Technol 60(6):2471–2481CrossRef
10.
go back to reference Mangoud MAA (2009) Optimization of channel capacity for indoor MIMO systems using genetic algorithm. Prog Electromagn Res C 7:137–150 Mangoud MAA (2009) Optimization of channel capacity for indoor MIMO systems using genetic algorithm. Prog Electromagn Res C 7:137–150
11.
go back to reference Bashir S, Khan AA, Naeem M, Shah SI (2007) An application of GA for symbol detection in MIMO communication systems. In: Third International Conference on Natural Computation, ICNC 2007, Aug Bashir S, Khan AA, Naeem M, Shah SI (2007) An application of GA for symbol detection in MIMO communication systems. In: Third International Conference on Natural Computation, ICNC 2007, Aug
Metadata
Title
Apply Genetic Algorithm to Cloud Motion Wind
Authors
Jiang Han
Ling Li
Chengcheng Yang
Hui Tong
Longji Zeng
Tao Yang
Copyright Year
2014
Publisher
Springer Netherlands
DOI
https://doi.org/10.1007/978-94-007-7262-5_88