Environment humidity and temperature prediction in agriculture using Mamdani inference systems

This paper presents the results of a humidity and temperature prediction model in the environment for agriculture, using diffuse sets and optimizing their parameters by heuristic methods, such as genetic algorithms, and exact methods such as Quasi-Newton. It has been identified that non-specialized...

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Veröffentlicht in:International journal of electrical and computer engineering (Malacca, Malacca) Jg. 11; H. 4; S. 3502
Hauptverfasser: Velandia, Julio Barón, Capera Quintana, Jonathan Steven, Vanegas Ayala, Sebastian Camilo
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Yogyakarta IAES Institute of Advanced Engineering and Science 01.08.2021
Schlagworte:
Agriculture
Fuzzy logic
Genetic algorithms
Heuristic methods
Humidity
Inference
Optimization
Optimization techniques
Prediction models
System dynamics
ISSN:2088-8708, 2722-2578, 2088-8708
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Abstract This paper presents the results of a humidity and temperature prediction model in the environment for agriculture, using diffuse sets and optimizing their parameters by heuristic methods, such as genetic algorithms, and exact methods such as Quasi-Newton. It has been identified that non-specialized users could have difficulties in understanding the system dynamics and the behavior of variables over time. The aim of this research is obtain models with a high level of interpretability and accuracy that allows predicting the temperature and humidity values for the environment. The use of fuzzy logic to present a solution has great advantages as this system is highly rated for interpretability. Furthermore, by relating the obtained values for environment humidity and temperature to qualitative categories as high, medium or low, it allows non-specialized users to have a better understanding of the system dynamics. Two optimization techniques are applied to two different diffuse sets that allow the prediction of the humidity and temperature. It is found that the best implementation involves a Mamdani fuzzy inference system optimized with Quasi-Newton algorithm that uses a set of initial values attained through a previous optimization process with a genetic algorithm.
AbstractList This paper presents the results of a humidity and temperature prediction model in the environment for agriculture, using diffuse sets and optimizing their parameters by heuristic methods, such as genetic algorithms, and exact methods such as Quasi-Newton. It has been identified that non-specialized users could have difficulties in understanding the system dynamics and the behavior of variables over time. The aim of this research is obtain models with a high level of interpretability and accuracy that allows predicting the temperature and humidity values for the environment. The use of fuzzy logic to present a solution has great advantages as this system is highly rated for interpretability. Furthermore, by relating the obtained values for environment humidity and temperature to qualitative categories as high, medium or low, it allows non-specialized users to have a better understanding of the system dynamics. Two optimization techniques are applied to two different diffuse sets that allow the prediction of the humidity and temperature. It is found that the best implementation involves a Mamdani fuzzy inference system optimized with Quasi-Newton algorithm that uses a set of initial values attained through a previous optimization process with a genetic algorithm.
Author Velandia, Julio Barón
Capera Quintana, Jonathan Steven
Vanegas Ayala, Sebastian Camilo
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StartPage 3502
SubjectTerms Agriculture
Fuzzy logic
Genetic algorithms
Heuristic methods
Humidity
Inference
Optimization
Optimization techniques
Prediction models
System dynamics
Title Environment humidity and temperature prediction in agriculture using Mamdani inference systems
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