Tree-Type Irrigation Pipe Network Planning Using an Improved Bat Algorithm
A tree-type irrigation pipe network has a substantial role in saving water. To address the pipe network planning problem, an improved model is proposed by comprehensively considering the effects of various pipe network layouts and pipe diameters on the investment cost. The model can guarantee the wa...
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Veröffentlicht in: | Transactions of the ASABE 2019, Vol.62 (2), p.447-459 |
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creator | Lyu, Shilei Wu, Benlei Li, Zhen Hong, Tiansheng Wang, Jianhua Huang, Yonglin |
description | A tree-type irrigation pipe network has a substantial role in saving water. To address the pipe network planning problem, an improved model is proposed by comprehensively considering the effects of various pipe network layouts and pipe diameters on the investment cost. The model can guarantee the water supply connectivity using the concept of high-level water nodes. Meanwhile, an improved self-adaptive bat algorithm with step-controlled and mutation mechanisms is proposed herein. The performance of the proposed algorithm is examined using 12 unimodal and multimodal functions. The experimental results reveal that the improved bat algorithm can effectively avoid local optima and exhibits high solution accuracy. Moreover, planning experiments are performed on the two pipe network cases. Results reveal that the proposed pipe network planning using the improved bat algorithm has a good precision and extendibility. Keywords: Bat algorithm, Pipe diameter optimization, Pipe network layout, Self-adaptive step, Tree-type pipe network. |
doi_str_mv | 10.13031/trans.12885 |
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To address the pipe network planning problem, an improved model is proposed by comprehensively considering the effects of various pipe network layouts and pipe diameters on the investment cost. The model can guarantee the water supply connectivity using the concept of high-level water nodes. Meanwhile, an improved self-adaptive bat algorithm with step-controlled and mutation mechanisms is proposed herein. The performance of the proposed algorithm is examined using 12 unimodal and multimodal functions. The experimental results reveal that the improved bat algorithm can effectively avoid local optima and exhibits high solution accuracy. Moreover, planning experiments are performed on the two pipe network cases. Results reveal that the proposed pipe network planning using the improved bat algorithm has a good precision and extendibility. Keywords: Bat algorithm, Pipe diameter optimization, Pipe network layout, Self-adaptive step, Tree-type pipe network.</description><identifier>ISSN: 2151-0040</identifier><identifier>ISSN: 2769-3295</identifier><identifier>EISSN: 2151-0040</identifier><identifier>EISSN: 2769-3287</identifier><identifier>DOI: 10.13031/trans.12885</identifier><language>eng</language><publisher>St. Joseph: American Society of Agricultural and Biological Engineers</publisher><subject>Adaptive algorithms ; Algorithms ; Irrigation ; Irrigation pipes ; Mutation ; Trees ; Water conservation ; Water supply</subject><ispartof>Transactions of the ASABE, 2019, Vol.62 (2), p.447-459</ispartof><rights>Copyright American Society of Agricultural and Biological Engineers 2019</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c263t-2392fe3d61eda31bf71e19727fde0683e0413f045b2edae4ac5b6d53e6c031dd3</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,777,781,4010,27904,27905,27906</link.rule.ids></links><search><creatorcontrib>Lyu, Shilei</creatorcontrib><creatorcontrib>Wu, Benlei</creatorcontrib><creatorcontrib>Li, Zhen</creatorcontrib><creatorcontrib>Hong, Tiansheng</creatorcontrib><creatorcontrib>Wang, Jianhua</creatorcontrib><creatorcontrib>Huang, Yonglin</creatorcontrib><title>Tree-Type Irrigation Pipe Network Planning Using an Improved Bat Algorithm</title><title>Transactions of the ASABE</title><description>A tree-type irrigation pipe network has a substantial role in saving water. To address the pipe network planning problem, an improved model is proposed by comprehensively considering the effects of various pipe network layouts and pipe diameters on the investment cost. The model can guarantee the water supply connectivity using the concept of high-level water nodes. Meanwhile, an improved self-adaptive bat algorithm with step-controlled and mutation mechanisms is proposed herein. The performance of the proposed algorithm is examined using 12 unimodal and multimodal functions. The experimental results reveal that the improved bat algorithm can effectively avoid local optima and exhibits high solution accuracy. Moreover, planning experiments are performed on the two pipe network cases. Results reveal that the proposed pipe network planning using the improved bat algorithm has a good precision and extendibility. Keywords: Bat algorithm, Pipe diameter optimization, Pipe network layout, Self-adaptive step, Tree-type pipe network.</description><subject>Adaptive algorithms</subject><subject>Algorithms</subject><subject>Irrigation</subject><subject>Irrigation pipes</subject><subject>Mutation</subject><subject>Trees</subject><subject>Water conservation</subject><subject>Water supply</subject><issn>2151-0040</issn><issn>2769-3295</issn><issn>2151-0040</issn><issn>2769-3287</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNpNkMtOwzAQRS0EEqWw4wMssSXFj9hJl6XiUVRBF-nacuJJSUntYrug_j2mZcFm5o50NHPnInRNyYhywuld9NqGEWVlKU7QgFFBM0JycvpPn6OLENZJiVwUA_RSeYCs2m8Bz7zvVjp2zuJFl-ZXiN_Of-BFr63t7Aovw2_VFs82W---wOB7HfGkXznfxffNJTprdR_g6q8P0fLxoZo-Z_O3p9l0Ms8aJnnMGB-zFriRFIzmtG4LCnRcsKI1QGTJgeSUt8lfzRIAuW5ELY3gIJv0ojF8iG6Oe5OJzx2EqNZu5206qRjjQkohC5ao2yPVeBeCh1ZtfbfRfq8oUYe01CEtdUiL_wAGql2f</recordid><startdate>2019</startdate><enddate>2019</enddate><creator>Lyu, Shilei</creator><creator>Wu, Benlei</creator><creator>Li, Zhen</creator><creator>Hong, Tiansheng</creator><creator>Wang, Jianhua</creator><creator>Huang, Yonglin</creator><general>American Society of Agricultural and Biological Engineers</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7ST</scope><scope>7TB</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>KR7</scope><scope>SOI</scope></search><sort><creationdate>2019</creationdate><title>Tree-Type Irrigation Pipe Network Planning Using an Improved Bat Algorithm</title><author>Lyu, Shilei ; Wu, Benlei ; Li, Zhen ; Hong, Tiansheng ; Wang, Jianhua ; Huang, Yonglin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c263t-2392fe3d61eda31bf71e19727fde0683e0413f045b2edae4ac5b6d53e6c031dd3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Adaptive algorithms</topic><topic>Algorithms</topic><topic>Irrigation</topic><topic>Irrigation pipes</topic><topic>Mutation</topic><topic>Trees</topic><topic>Water conservation</topic><topic>Water supply</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lyu, Shilei</creatorcontrib><creatorcontrib>Wu, Benlei</creatorcontrib><creatorcontrib>Li, Zhen</creatorcontrib><creatorcontrib>Hong, Tiansheng</creatorcontrib><creatorcontrib>Wang, Jianhua</creatorcontrib><creatorcontrib>Huang, Yonglin</creatorcontrib><collection>CrossRef</collection><collection>Environment Abstracts</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><collection>Environment Abstracts</collection><jtitle>Transactions of the ASABE</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lyu, Shilei</au><au>Wu, Benlei</au><au>Li, Zhen</au><au>Hong, Tiansheng</au><au>Wang, Jianhua</au><au>Huang, Yonglin</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Tree-Type Irrigation Pipe Network Planning Using an Improved Bat Algorithm</atitle><jtitle>Transactions of the ASABE</jtitle><date>2019</date><risdate>2019</risdate><volume>62</volume><issue>2</issue><spage>447</spage><epage>459</epage><pages>447-459</pages><issn>2151-0040</issn><issn>2769-3295</issn><eissn>2151-0040</eissn><eissn>2769-3287</eissn><abstract>A tree-type irrigation pipe network has a substantial role in saving water. To address the pipe network planning problem, an improved model is proposed by comprehensively considering the effects of various pipe network layouts and pipe diameters on the investment cost. The model can guarantee the water supply connectivity using the concept of high-level water nodes. Meanwhile, an improved self-adaptive bat algorithm with step-controlled and mutation mechanisms is proposed herein. The performance of the proposed algorithm is examined using 12 unimodal and multimodal functions. The experimental results reveal that the improved bat algorithm can effectively avoid local optima and exhibits high solution accuracy. Moreover, planning experiments are performed on the two pipe network cases. Results reveal that the proposed pipe network planning using the improved bat algorithm has a good precision and extendibility. Keywords: Bat algorithm, Pipe diameter optimization, Pipe network layout, Self-adaptive step, Tree-type pipe network.</abstract><cop>St. Joseph</cop><pub>American Society of Agricultural and Biological Engineers</pub><doi>10.13031/trans.12885</doi><tpages>13</tpages></addata></record> |
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subjects | Adaptive algorithms Algorithms Irrigation Irrigation pipes Mutation Trees Water conservation Water supply |
title | Tree-Type Irrigation Pipe Network Planning Using an Improved Bat Algorithm |
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