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Managing Traditional Solar Greenhouse With CPSS: A Just-for-Fit Philosophy | |
Kang, Mengzhen1,2![]() ![]() ![]() ![]() ![]() | |
发表期刊 | IEEE TRANSACTIONS ON CYBERNETICS
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ISSN | 2168-2267 |
2018-12-01 | |
卷号 | 48期号:12页码:3371-3380 |
摘要 | The profit of greenhouse production is influenced by management activities (e.g., environmental control and plantation scheduling) as well as social conditions (e.g., price fluctuation). In China, the prevailing horticultural facility is the traditional solar greenhouse. The key existing problem is the lack of knowledge of growers, which in turn leads to inefficient management, low production, or unsalable products. To secure effective green-house management, the production planning system must account for the crop growing environment, grower's activities, and the market. This paper presents an agricultural cyber-physical-social system (CPSS) serving agricultural production management, with a case study on the solar greenhouse. The system inputs are derived from social and physical sensors, with the former collecting the price of agricultural products in a wholesale market, and the latter collecting the necessary environmental data in the solar greenhouse. Decision support for the cropping plan is provided by the artificial system, computational experiment, and parallel execution-based method, with description intelligence for estimating the crop development and harvest time, prediction intelligence for optimizing the planting time and area according to the expected targets (stable production or maximum gross profit), and prescription intelligence for online system training. The presented system fits the current technical and economic situation of horticulture in China. The application of agricultural CPSS could decrease waste in labor or fertilizer and support sustainable agricultural production. |
关键词 | Big data cropping plan greenhouse management Internet of Things (IoT) modeling plant development and growth nonlinear programming smart agriculture solar greenhouse tomato |
DOI | 10.1109/TCYB.2018.2858264 |
关键词[WOS] | DRIVEN MODELING APPROACH ; SIMULATING PLANT-GROWTH ; TOMATO ; AGRICULTURE ; CLIMATE |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[61533019] ; National Natural Science Foundation of China[31400623] ; National Natural Science Foundation of China[31700315] ; Basic and Frontier Research Project of Chongqing Science and Technology Commission[cstc2018jcyjAX0587] ; National Natural Science Foundation of China[61533019] ; National Natural Science Foundation of China[31400623] ; National Natural Science Foundation of China[31700315] ; Basic and Frontier Research Project of Chongqing Science and Technology Commission[cstc2018jcyjAX0587] |
WOS研究方向 | Automation & Control Systems ; Computer Science |
WOS类目 | Automation & Control Systems ; Computer Science, Artificial Intelligence ; Computer Science, Cybernetics |
WOS记录号 | WOS:000450613100010 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/22591 |
专题 | 多模态人工智能系统全国重点实验室_平行智能技术与系统团队 |
通讯作者 | Wang, Xiujuan |
作者单位 | 1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 2.Qingdao Acad Intelligent Ind, Innovat Ctr Parallel Agr, Qingdao 266109, Peoples R China 3.Chongqing Technol & Business Univ, Sch Comp Sci & Informat Engn, Chongqing 400067, Peoples R China 4.Qingdao AgriTech Co Ltd, Technol Res & Dev Dept, Qingdao 266000, Peoples R China 5.Beijing Engn Res Ctr Intelligent Syst & Technol, Beijing 100190, Peoples R China 6.Univ Chinese Acad Sci, Sch Comp & Control Engn, Beijing 100049, Peoples R China 7.Natl Univ Def Technol, Res Ctr Mil Computat Expt & Parallel Syst Technol, Changsha 410073, Hunan, Peoples R China |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Kang, Mengzhen,Fan, Xing-Rong,Hua, Jing,et al. Managing Traditional Solar Greenhouse With CPSS: A Just-for-Fit Philosophy[J]. IEEE TRANSACTIONS ON CYBERNETICS,2018,48(12):3371-3380. |
APA | Kang, Mengzhen,Fan, Xing-Rong,Hua, Jing,Wang, Haoyu,Wang, Xiujuan,&Wang, Fei-Yue.(2018).Managing Traditional Solar Greenhouse With CPSS: A Just-for-Fit Philosophy.IEEE TRANSACTIONS ON CYBERNETICS,48(12),3371-3380. |
MLA | Kang, Mengzhen,et al."Managing Traditional Solar Greenhouse With CPSS: A Just-for-Fit Philosophy".IEEE TRANSACTIONS ON CYBERNETICS 48.12(2018):3371-3380. |
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