干旱区生态环境知识资源中心(Arid): Machine Learning on Minimizing Irrigation Water for Lawns

Arid

DOI	10.13044/j.sdewes.d7.0304
	Machine Learning on Minimizing Irrigation Water for Lawns
	Gu, Weiqing; Yi, Zhaocheng
通讯作者	Gu, WQ
来源期刊	JOURNAL OF SUSTAINABLE DEVELOPMENT OF ENERGY WATER AND ENVIRONMENT SYSTEMS-JSDEWES
ISSN	1848-9257
出版年	2020
卷号	8 期号:4 页码:701-714
英文摘要	Conserving water has always been very important for California especially during drought seasons, due to the fact that California geographically consists most of the hot and dry deserts. The goal of this project is to create an automatic recommendation irrigation system for the purpose of minimizing water use but keeping lawn grass still green. In this project, a mathematical model has been developed and big data analytic techniques have been applied to achieve the goal using the lawns of Harvey Mudd College as an example. The major results of this project include a smart irrigation algorithm by taking weather conditions and human's induced irrigation patterns and an application to notify the user the irrigation rate calculated automatically by the newly developed algorithm. The method here is scalable to different lawns whether owned by an individual or by an organization as long as there is historical irrigation data available. In conclusion, this method saves money, minimizes water pollution, and preserves water resources especially for drought regions in the world.
英文关键词	Energy saving Smart irrigation system Machine learning Data analytics Emerging needs Saving water Application
类型	Article ; Proceedings Paper
语种	英语
开放获取类型	DOAJ Gold, Green Published
收录类别	ESCI
WOS记录号	WOS:000546983700008
WOS关键词	DECISION-SUPPORT ; SYSTEM ; MANAGEMENT
WOS类目	Environmental Sciences
WOS研究方向	Environmental Sciences & Ecology
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/334460
作者单位	[Gu, Weiqing] Harvey Mudd Coll, 301 Platt Blvd, Claremont, CA 91711 USA; [Yi, Zhaocheng] Pitzer Coll, 1050 N Mills Ave, Claremont, CA 91711 USA
推荐引用方式 GB/T 7714	Gu, Weiqing,Yi, Zhaocheng. Machine Learning on Minimizing Irrigation Water for Lawns[J],2020,8(4):701-714.
APA	Gu, Weiqing,&Yi, Zhaocheng.(2020).Machine Learning on Minimizing Irrigation Water for Lawns.JOURNAL OF SUSTAINABLE DEVELOPMENT OF ENERGY WATER AND ENVIRONMENT SYSTEMS-JSDEWES,8(4),701-714.
MLA	Gu, Weiqing,et al."Machine Learning on Minimizing Irrigation Water for Lawns".JOURNAL OF SUSTAINABLE DEVELOPMENT OF ENERGY WATER AND ENVIRONMENT SYSTEMS-JSDEWES 8.4(2020):701-714.