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Automatic synthesis using genetic programming of an improved general-purpose controller for industrially representative plants
Most real-world controllers are composed of proportional, integrative, and derivative Signal processing blocks. The so-called PID controller was invented and patented by A. Callender and A.B. Stevenson (1939). Later J.G. Ziegler and N.B. Nichols (1942) developed mathematical rules for automatically...
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creator | Keane, M.A. Koza, J.R. Streeter, M.J. |
description | Most real-world controllers are composed of proportional, integrative, and derivative Signal processing blocks. The so-called PID controller was invented and patented by A. Callender and A.B. Stevenson (1939). Later J.G. Ziegler and N.B. Nichols (1942) developed mathematical rules for automatically selecting the parameter values for PID controllers. In their influential book, K.J. Astrom and T. Hagglund (1995) developed a world-beating PID controller that outperforms the 1942 Ziegler-Nichols rules on an industrially representative set of plants. In this paper, we approached the problem of automatic synthesis of a controller using genetic programming without requiring in advance that the topology of the plant be the conventional PID topology. We present a genetically evolved controller that outperforms the automatic tuning rules developed by Astrom and Hagglund in 1995 for the industrially representative set of plants specified by Astrom and Hagglund. |
doi_str_mv | 10.1109/EH.2002.1029873 |
format | conference_proceeding |
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We present a genetically evolved controller that outperforms the automatic tuning rules developed by Astrom and Hagglund in 1995 for the industrially representative set of plants specified by Astrom and Hagglund.</description><subject>Automatic control</subject><subject>Genetic programming</subject><subject>Industrial control</subject><subject>PD control</subject><subject>Proportional control</subject><subject>Signal processing</subject><subject>Signal synthesis</subject><subject>Three-term control</subject><subject>Topology</subject><isbn>0769517188</isbn><isbn>9780769517186</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2002</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><recordid>eNotkE9LAzEUxAMiqLVnD17yBbbmz2Z3cyylWqHgRc_ltXlbI9lkSbKFvfjZ3drOZeDHMI83hDxxtuCc6Zf1ZiEYEwvOhG5qeUMeWF1pxWveNHdkntIPm1QqrjS7J7_LIYcOsj3QNPr8jckmOiTrj_SIHs-8j-EYoevOLLQUPLXdxE5o_iMRXNEPsQ8J6SH4HINzGGkbIrXeDClHC86NNGIfMaHP07ET0t6Bz-mR3LbgEs6vPiNfr-vP1abYfry9r5bbwvJa5UKaqqokE3DgaAyAVjVDUQlgDXAuJC-F0Fq0SqlK75s9Lxsw-3J6UQuDEuWMPF96LSLu-mg7iOPuOpH8AxXdX5A</recordid><startdate>2002</startdate><enddate>2002</enddate><creator>Keane, M.A.</creator><creator>Koza, J.R.</creator><creator>Streeter, M.J.</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>2002</creationdate><title>Automatic synthesis using genetic programming of an improved general-purpose controller for industrially representative plants</title><author>Keane, M.A. ; Koza, J.R. ; Streeter, M.J.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i175t-3d666302ac1eddaa9570e262a08a11231422992f55569b8b148adb415992de3e3</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2002</creationdate><topic>Automatic control</topic><topic>Genetic programming</topic><topic>Industrial control</topic><topic>PD control</topic><topic>Proportional control</topic><topic>Signal processing</topic><topic>Signal synthesis</topic><topic>Three-term control</topic><topic>Topology</topic><toplevel>online_resources</toplevel><creatorcontrib>Keane, M.A.</creatorcontrib><creatorcontrib>Koza, J.R.</creatorcontrib><creatorcontrib>Streeter, M.J.</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Xplore</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Keane, M.A.</au><au>Koza, J.R.</au><au>Streeter, M.J.</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>Automatic synthesis using genetic programming of an improved general-purpose controller for industrially representative plants</atitle><btitle>Proceedings 2002 NASA/DoD Conference on Evolvable Hardware</btitle><stitle>EH</stitle><date>2002</date><risdate>2002</risdate><spage>113</spage><epage>122</epage><pages>113-122</pages><isbn>0769517188</isbn><isbn>9780769517186</isbn><abstract>Most real-world controllers are composed of proportional, integrative, and derivative Signal processing blocks. The so-called PID controller was invented and patented by A. Callender and A.B. Stevenson (1939). Later J.G. Ziegler and N.B. Nichols (1942) developed mathematical rules for automatically selecting the parameter values for PID controllers. In their influential book, K.J. Astrom and T. Hagglund (1995) developed a world-beating PID controller that outperforms the 1942 Ziegler-Nichols rules on an industrially representative set of plants. In this paper, we approached the problem of automatic synthesis of a controller using genetic programming without requiring in advance that the topology of the plant be the conventional PID topology. We present a genetically evolved controller that outperforms the automatic tuning rules developed by Astrom and Hagglund in 1995 for the industrially representative set of plants specified by Astrom and Hagglund.</abstract><pub>IEEE</pub><doi>10.1109/EH.2002.1029873</doi><tpages>10</tpages></addata></record> |
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subjects | Automatic control Genetic programming Industrial control PD control Proportional control Signal processing Signal synthesis Three-term control Topology |
title | Automatic synthesis using genetic programming of an improved general-purpose controller for industrially representative plants |
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