考虑作物价格波动的传感器成本约束栽培管理

IF 0.4 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC
Yasunari Maeda
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引用次数: 0

摘要

基于数学工程的栽培管理已有大量的研究。在以往的一些研究中,在生长状态未知的情况下,具有传感器的多农田成本约束栽培管理的期望利润最大化。然而,在之前的研究中,假设在所有的农业领域种植相同的作物,并且作物价格不会波动。本文研究了在农田可种植不同作物且生长状态未知的情况下,考虑作物价格波动的传感器成本约束栽培管理问题。与之前的研究一样,种植管理问题由马尔可夫决策过程建模。该方法采用动态规划方法,参照贝叶斯准则实现预期利润最大化。算例表明了该方法的有效性。通过算例验证了不同作物间的自适应成本调整。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cost Constrained Cultivation Management With Sensors Considering Fluctuation of Crop Price

There is a lot of previous research on cultivation management based on mathematical engineering. In some previous research, the expected profit of cost-constrained cultivation management for multiple agricultural fields with sensors is maximized under the condition that growing states are unknown. However, in the previous research, it is assumed that the same crop will be grown in all agricultural fields and crop prices do not fluctuate. In this research, cost-constrained cultivation management with sensors considering fluctuation of crop price under the condition that different crops can be grown in the agricultural fields and growing states are unknown is studied. The cultivation management problem is modeled by Markov decision processes, as in previous research. The expected profit is maximized with reference to a Bayes criterion using dynamic programming in the proposed method. The effectiveness of the proposed method is shown by some computational examples. Adaptive cost adjustment between the different crops is confirmed in the computational examples.

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来源期刊
Electronics and Communications in Japan
Electronics and Communications in Japan 工程技术-工程:电子与电气
CiteScore
0.60
自引率
0.00%
发文量
45
审稿时长
6-12 weeks
期刊介绍: Electronics and Communications in Japan (ECJ) publishes papers translated from the Transactions of the Institute of Electrical Engineers of Japan 12 times per year as an official journal of the Institute of Electrical Engineers of Japan (IEEJ). ECJ aims to provide world-class researches in highly diverse and sophisticated areas of Electrical and Electronic Engineering as well as in related disciplines with emphasis on electronic circuits, controls and communications. ECJ focuses on the following fields: - Electronic theory and circuits, - Control theory, - Communications, - Cryptography, - Biomedical fields, - Surveillance, - Robotics, - Sensors and actuators, - Micromachines, - Image analysis and signal analysis, - New materials. For works related to the science, technology, and applications of electric power, please refer to the sister journal Electrical Engineering in Japan (EEJ).
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