Name
Title | ||
|---|---|---|
A Water-saving Irrigation Decision-making Model for Greenhouse Tomatoes based on Genetic Optimization T-S Fuzzy Neural Network. |
Abstract | ||
|---|---|---|
In order to improve the utilization of irrigation water resources of greenhouse tomatoes, a water-saving irrigation decision-making model based on genetic optimization T-S fuzzy neural network is proposed in this paper. The main work are as follows: Firstly, the traditional genetic algorithm is optimized by introducing the constraint operator and update operator of the Krill herd (KH) algorithm. Secondly, the weights and thresholds of T-S fuzzy neural network are optimized by using the improved genetic algorithm. Finally, on the basis of the real data set, the genetic optimization T-S fuzzy neural network is used to simulate and predict the irrigation volume for greenhouse tomatoes. The performance of the genetic algorithm improved T-S fuzzy neural network (GA-TSFNN), the traditional T-S fuzzy neural network algorithm (TSFNN), BP neural network algorithm(BPNN) and the genetic algorithm improved BP neural network algorithm (GA-BPNN) is compared by simulation. The simulation experiment results show that compared with the TSFNN, BPNN and the GA-BPNN, the error of the GA-TSFNN between the predicted value and the actual value of the irrigation volume is smaller, and the proposed method has a better prediction effect. This paper provides new ideas for the water-saving irrigation decision in greenhouse tomatoes. |
Year | DOI | Venue |
|---|---|---|
2019 | 10.3837/tiis.2019.06.009 | KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS |
Keywords | Field | DocType |
T-S fuzzy neural network,genetic optimization,krill herd,irrigation decision,greenhouse tomatoes,Internet of Things | Decision-making models,Computer science,Internet of Things,Krill herd,Operations research,Greenhouse,Artificial neural network,Irrigation,Water saving,Distributed computing | Journal |
Volume | Issue | ISSN |
13 | 6 | 1976-7277 |
Citations | PageRank | References |
0 | 0.34 | 0 |
Authors | ||
4 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Zhili Chen | 1 | 23 | 5.90 |
| J.-C. Zhao | 2 | 135 | 52.42 |
| Huarui Wu | 3 | 9 | 3.62 |
| Yisheng Miao | 4 | 5 | 3.86 |