气候变化领域集成服务门户(CCPortal): Recommendation system using bio-inspired algorithms for urban orchards

CCPortal

DOI	10.1016/j.iot.2024.101173
	Recommendation system using bio-inspired algorithms for urban orchards
	Nunez, Juan M., V; Corchado, Juan M.; Giraldo, Diana M.; Rodriguez-Gonzalez, Sara; De la Prieta, Fernando
发表日期	2024
ISSN	2543-1536
EISSN	2542-6605
起始页码	26
卷号	26
英文摘要	According to the Food and Agriculture Organization of the United Nations (FAO), climate change is exponentially affecting agricultural production worldwide, with food prices expected to increase by up to 90 percent by 2030 and hunger and malnutrition rates to rise by 2050. This paper presents the development of a platform based on the Internet of Things (IoT) for monitoring urban gardens as a strategy to mitigate hunger, promote food sovereignty and circular economy in areas of food shortage. To this end, an Internet of Things (IoT) architecture is proposed and implemented that involves a social design layer that allows an effective transfer of knowledge to communities and a recommendation system based on evolutionary computation to optimize and maximize the productivity of urban orchards, and thus contribute to the 2030 agenda of the Sustainable Development Goals (SDGs). Finally, three experiments in urban gardens are shown to validate evolutionary computation and artificial intelligence models, such as multiple linear regression, genetic algorithms, ant colony algorithms and spatial estimation and inference algorithms such as the Kriging algorithm. The productivity of urban lettuce orchards is increased between 25 and 45%.
英文关键词	Internet of Things; Bio-inspired algorithms; Urban orchards; Lettuce crops; Social design
语种	英语
WOS研究方向	Computer Science ; Engineering ; Telecommunications
WOS类目	Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号	WOS:001222004200001
来源期刊	INTERNET OF THINGS
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/293472
作者单位	University of Salamanca; Universidad Autonoma de Occidente
推荐引用方式 GB/T 7714	Nunez, Juan M., V,Corchado, Juan M.,Giraldo, Diana M.,et al. Recommendation system using bio-inspired algorithms for urban orchards[J],2024,26.
APA	Nunez, Juan M., V,Corchado, Juan M.,Giraldo, Diana M.,Rodriguez-Gonzalez, Sara,&De la Prieta, Fernando.(2024).Recommendation system using bio-inspired algorithms for urban orchards.INTERNET OF THINGS,26.
MLA	Nunez, Juan M., V,et al."Recommendation system using bio-inspired algorithms for urban orchards".INTERNET OF THINGS 26(2024).