华南农业大学学报2024,Vol.45Issue(1):127-136,10.DOI:10.7671/j.issn.1001-411X.202209034
基于模糊控制的设施菜心生产环境管控模型及系统
Management model and system based on fuzzy control for production environment of facility flowering Chinese cabbage
摘要
Abstract
[Objective]To achieve real-time monitoring and precise regulation of the growing environment of facility flowering Chinese cabbage,a growing environment management model and system based on fuzzy control was designed.[Method]The system used Internet of Things equipment to monitor environmental factors(atmospheric temperature,soil temperature,soil moisture,and soil electrical conductivity)information in real-time at seed germination period,leaf growth period and stalk formation period,and compared the monitored values with the values of suitable range of the parameters to obtain the deviation of each environmental factor and its change rate.The management model used a combination method of fuzzy reasoning and qualitative analysis to optimize the control amount of environmental factors,determined the regulation decision of environmental regulation equipment,and achieved the precise regulation of environmental factors.[Result]The comparison tests of the management modes showed that the average real-time control performance of the control system mode was 0.10,0.17,and 0.18,and the average accuracy was 0.78,0.68,and 0.74 respectively in the three growth stages;The average real-time control performance of the manual management mode was 0.37,0.41 and 0.43,and the average accuracy was 0.31,0.34 and 0.30,respectively.The average real-time performance and accuracy of the management system were improved by 62.50%and 1.34 times respectively compared with the manual management mode.[Conclusion]This management system can realize the real-time acquisition and accurate regulation of the production environment information,and help users better manage the production of the facility flowering Chinese cabbage.关键词
设施农业/菜心/管控模型/模糊控制/环境调控Key words
Facility agriculture/Flowering Chinese cabbage/Management model/Fuzzy control/Environmental regulation分类
农业科技引用本文复制引用
毛远洋,陈芳玲,卞智逸,肖德琴,周敏..基于模糊控制的设施菜心生产环境管控模型及系统[J].华南农业大学学报,2024,45(1):127-136,10.基金项目
广东省重点领域研发计划(2019B020214005) (2019B020214005)
广州市科技计划(202206010116) (202206010116)