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×÷ÕߣºJianfeng Zhao and Wenghua Zeng ÎÄÕ£ºSimple Implementation of Parallel Genetic Algorithms Based on Cloud Computing ÆÚ¿¯£ºINFORMATION-An International Interdisciplinary Journal (Jianfeng Zhao and Wenghua Zeng) pp.4367-4372 [ Last edited by cxksama on 2013-3-29 at 12:12 ] |
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yuxintian: ½ð±Ò+10 2013-03-29 10:57:46
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Simple Implementation of Parallel Genetic Algorithms Based on Cloud Computing ×÷Õß: Zhao, JF (Zhao, Jianfeng)[ 1 ] ; Zeng, WH (Zeng, Wenghua) À´Ô´³ö°æÎï: INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL ¾í: 15 ÆÚ: 11A ÌØ¿¯: SI Ò³: 4367-4372 ³ö°æÄê: NOV 2012 ±»ÒýƵ´Î: 0 (À´×Ô Web of Science) ÒýÓõIJο¼ÎÄÏ×: 8 [ ²é¿´ Related Records ] ÒýÖ¤¹ØÏµÍ¼ ÕªÒª: The complex programming implementation is a barrier of Parallel Genetic Algorithms (PGAs). A kind of simple implementation of PGA based on cloud computing named MRPGAs was proposed. At first, surveyed the PGAs and introduced the difficult of PGAs' implementation; then, proposed three kind of MRPGAs: Simple MRPGA, Master-slave MRPGA and Island MRPGA; finally, verified the feasible of MRPGAs by implementing them on an open source Cloud computing platform Hadoop and test MRPGAs speed-up by benchmark function. Practice shows that MRPGAs is easy to be implemented and suitable to solving the problems which need very long time to optimize. Èë²ØºÅ: WOS:000311066200005 ÎÄÏ×ÀàÐÍ: Article ÓïÖÖ: English ×÷Õ߹ؼü´Ê: Cloud computing; Parallel genetic algorithm; MapReduce ͨѶ×÷ÕßµØÖ·: Zhao, JF (ͨѶ×÷Õß),Xiamen Univ, Dept Cognit Sci, Xiamen 361005, Fujian, Peoples R China. µØÖ·: [ 1 ] Xiamen Univ, Dept Cognit Sci, Xiamen 361005, Fujian, Peoples R China [ 2 ] Xiamen Univ, Fujian Key Lab Brain Like Intelligent Syst, Xiamen 361005, Fujian, Peoples R China [ 3 ] Xiamen Univ, Software Sch, Xiamen 361005, Fujian, Peoples R China ³ö°æÉÌ: INT INFORMATION INST, FAC ENG, HOSEI UNIV, KOGANEI, TOKYO, 184-8584, JAPAN Web of Science Àà±ð: Engineering, Multidisciplinary Ñо¿·½Ïò: Engineering IDS ºÅ: 036XS ISSN: 1343-4500 |
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Simple Implementation of Parallel Genetic Algorithms Based on Cloud Computing ×÷Õß: Zhao, JF (Zhao, Jianfeng)[ 1 ] ; Zeng, WH (Zeng, Wenghua) À´Ô´³ö°æÎï: INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL ¾í: 15 ÆÚ: 11A ÌØ¿¯: SI Ò³: 4367-4372 ³ö°æÄê: NOV 2012 ±»ÒýƵ´Î: 0 (À´×Ô Web of Science) ÒýÓõIJο¼ÎÄÏ×: 8 [ ²é¿´ Related Records ] ÒýÖ¤¹ØÏµÍ¼ ÕªÒª: The complex programming implementation is a barrier of Parallel Genetic Algorithms (PGAs). A kind of simple implementation of PGA based on cloud computing named MRPGAs was proposed. At first, surveyed the PGAs and introduced the difficult of PGAs' implementation; then, proposed three kind of MRPGAs: Simple MRPGA, Master-slave MRPGA and Island MRPGA; finally, verified the feasible of MRPGAs by implementing them on an open source Cloud computing platform Hadoop and test MRPGAs speed-up by benchmark function. Practice shows that MRPGAs is easy to be implemented and suitable to solving the problems which need very long time to optimize. Èë²ØºÅ: WOS:000311066200005 ÎÄÏ×ÀàÐÍ: Article ÓïÖÖ: English ×÷Õ߹ؼü´Ê: Cloud computing; Parallel genetic algorithm; MapReduce ͨѶ×÷ÕßµØÖ·: Zhao, JF (ͨѶ×÷Õß),Xiamen Univ, Dept Cognit Sci, Xiamen 361005, Fujian, Peoples R China. µØÖ·: [ 1 ] Xiamen Univ, Dept Cognit Sci, Xiamen 361005, Fujian, Peoples R China [ 2 ] Xiamen Univ, Fujian Key Lab Brain Like Intelligent Syst, Xiamen 361005, Fujian, Peoples R China [ 3 ] Xiamen Univ, Software Sch, Xiamen 361005, Fujian, Peoples R China ³ö°æÉÌ: INT INFORMATION INST, FAC ENG, HOSEI UNIV, KOGANEI, TOKYO, 184-8584, JAPAN Web of Science Àà±ð: Engineering, Multidisciplinary Ñо¿·½Ïò: Engineering IDS ºÅ: 036XS ISSN: 1343-4500 |
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