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
  • [21] Robust distributed model predictive control for systems of parallel structure within process networks
    Zhang, Shuzhan
    Zhao, Dongya
    Spurgeo, Sarah K.
    JOURNAL OF PROCESS CONTROL, 2019, 82 : 70 - 90
  • [22] Robust Platoon Control of Mixed Autonomous and Human-Driven Vehicles for Obstacle Collision Avoidance: A Cooperative Sensing-Based Adaptive Model Predictive Control Approach
    Tian, Daxin
    Zhou, Jianshan
    Han, Xu
    Lang, Ping
    ENGINEERING, 2024, 42 : 244 - 266
  • [23] Model Predictive Control of Discrete-Continuous Energy Systems via Generalized Disjunctive Programming
    Bhattacharya, Arnab
    Ma, Xu
    Vrabie, Draguna L.
    IFAC PAPERSONLINE, 2021, 54 (20): : 913 - 918
  • [24] Improved design of constrained model predictive tracking control for batch processes against unknown uncertainties
    Wu, Sheng
    Jin, Qibing
    Zhang, Ridong
    Zhang, Junfeng
    Gao, Furong
    ISA TRANSACTIONS, 2017, 69 : 273 - 280
  • [25] Toward a Unifying Framework Blending Real-Time Optimization and Economic Model Predictive Control
    Faulwasser, Timm
    Pannocchia, Gabriele
    INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2019, 58 (30) : 13583 - 13598
  • [26] Robust Control of Uncertain Piezoelectric Laminated Plates Based on Model Reduction
    Wang, Xiaobing
    Liu, Yinghua
    Gao, Wei
    Chen, Jianjun
    AIAA JOURNAL, 2011, 49 (11) : 2337 - 2348
  • [27] Finite Element Model Based Temperature Consensus Control for Material Microstructure
    Zheng, Chengjian
    Tan, Yixuan
    Wen, John T.
    Maniatty, Antoinette M.
    2015 AMERICAN CONTROL CONFERENCE (ACC), 2015, : 619 - 624
  • [28] Stabilization of city-scale road traffic networks via macroscopic fundamental diagram-based model predictive perimeter control
    Sirmatel, Isik Ilber
    Geroliminis, Nikolas
    CONTROL ENGINEERING PRACTICE, 2021, 109
  • [29] A General Model for Both Shape Control and Locomotion Control of Tensegrity Systems
    Cai, Huiying
    Wang, Meijia
    Xu, Xian
    Luo, Yaozhi
    FRONTIERS IN BUILT ENVIRONMENT, 2020, 6
  • [30] Control Strategy for Excipient Variability in the Quality by Design Approach Using Statistical Analysis and Predictive Model: Effect of Microcrystalline Cellulose Variability on Design Space
    Kim, Ji Yeon
    Choi, Du Hyung
    PHARMACEUTICS, 2022, 14 (11)