Model-based Irrigation Control using Model Predictive Control and DSSAT Crop Simulator

被引：0
|
作者：
Jang, Jisung [1 ]
Tian, Di [2 ]
He, Q. Peter [1 ]
机构：
[1] Auburn Univ, Dept Chem Engn, Auburn, AL 36849 USA
[2] Auburn Univ, Dept Crop Soil & Environm Sci, Auburn, AL 36849 USA
来源：
2022 AMERICAN CONTROL CONFERENCE, ACC | 2022年
关键词：
FORMULATION;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Water usage for agricultural irrigation has seen an increasing trend due to climate change. As a result, model-based irrigation management has drawn increased research interest in recent years. In this work, a widely used crop simulator, the Decision Support System for Agrotechnology Transfer (DSSAT), is utilized to evaluate the performance of a model predictive control (MPC) based irrigation control scheme. The total irrigation amount from MPC is compared to the rule-based irrigation plan from DSSAT, which are further evaluated based on the crop yields from different irrigation plans.
引用
收藏
页码：5314 / 5319
页数：6
相关论文
共 50 条
  • [31] FRACTIONAL OPTIMAL CONTROL APPROACH TO THE DIABETICS MODEL
    Nadeem, Muhammad
    Habib, Mustafa
    Arif, Ayesha
    Asjad, Muhammad Imran
    JOURNAL OF APPLIED MATHEMATICS AND COMPUTATIONAL MECHANICS, 2024, 23 (01) : 71 - 82
  • [32] An adjoint method for control of liquid-gas flows using a sharp interface model
    Vu, Lam
    Fikl, Alexandru
    Bodony, Daniel J.
    Desjardins, Olivier
    JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 484
  • [33] A Predictive Control Model of Bernoulli Production Line with Rework Loop for Real-Time WIP Optimization in Permutation Flowshop
    Gu, Wenbin
    Guo, Zhenyang
    Wang, Xianliang
    Yang, Yiran
    Yuan, Minghai
    MACHINES, 2024, 12 (01)
  • [34] A Flexible Model-Based Regularized Reconstruction Approach for Magnetic Particle Imaging
    Maerz, Thomas
    Gapyak, Vladyslav
    Weinmann, Andreas
    INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2022, ICNAAM-2022, 2024, 3094
  • [35] A Deep Long Short-Term Memory Network Embedded Model Predictive Control Strategies for Car-Following Control of Connected Automated Vehicles in Mixed Traffic
    Zhou, Yang
    Zhang, Zhen
    Ding, Fan
    Ahn, Soyoung
    Wu, Keshu
    Ran, Bin
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 25 (07) : 8209 - 8220
  • [36] Blind Model-Based Fusion of Multi-band and Panchromatic Images
    Wei, Qi
    Bioucas-Dias, Jose
    Dobigeon, Nicolas
    Tourneret, Jean-Yves
    Godsill, Simon
    2016 IEEE INTERNATIONAL CONFERENCE ON MULTISENSOR FUSION AND INTEGRATION FOR INTELLIGENT SYSTEMS (MFI), 2016, : 21 - 25
  • [37] Predictive based optimization of the laminated composite beam model for energy harvester application using RSM and TOPSIS
    Jegadeesan, K.
    Shankar, K.
    MECHANICS OF ADVANCED MATERIALS AND STRUCTURES, 2024,
  • [38] Comparative analysis on fractional optimal control of an SLBS model
    Eroglu, Beyza Billur Iskender
    Yapiskan, Dilara
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2023, 421
  • [39] Low-Carrier-Ratio Model Predictive Control for 100 kHz Large-Signal Multiphase Converters With Low THD
    Tang, Cheng
    Xu, Qianming
    Guo, Peng
    Hu, Jiayu
    Zhang, Jiakui
    Xu, Bailong
    Wang, Lei
    Chen, Yandong
    Luo, An
    IEEE TRANSACTIONS ON POWER ELECTRONICS, 2024, 39 (02) : 2420 - 2431
  • [40] A speed-maximization trajectory optimization model on a reservation-based intersection control system
    Ma, Muting
    Li, Zhixia
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2023, 154
12345