Data-Driven Robust Optimization for Greenhouse Temperature Control Using Model Predictive Control

Data-Driven Robust Optimization for Greenhouse Temperature Control Using Model Predictive Control

This work proposes a novel data-driven robust model predictive control (DDRMPC) framework for automatic control of greenhouse temperature and CO2 concentration level. The essential concept is to combine dynamic models of greenhouse temperature and CO2 concentration level with data-driven models that...

Full description

Bibliographic Details
Main Authors:	Wei-Han Chen, Fengqi You
Format:	Article
Language:	English
Published:	AIDIC Servizi S.r.l. 2020-08-01
Series:	Chemical Engineering Transactions
Online Access:	https://www.cetjournal.it/index.php/cet/article/view/11062

Similar Items

Robust analysis for data-driven model predictive control
by: Hong Jianwang, et al.
Published: (2021-01-01)

New York State's 100% renewable electricity transition planning under uncertainty using a data-driven multistage adaptive robust optimization approach with machine-learning
by: Ning Zhao, et al.
Published: (2021-05-01)

Data-Driven Optimization Framework for Nonlinear Model Predictive Control
by: Shiliang Zhang, et al.
Published: (2017-01-01)

A Data-Driven Optimization Approach for the Optimization of Shale Gas Supply Chains under Uncertainty
by: Jiyao Gao, et al.
Published: (2019-10-01)

Data-driven robust optimization
by: Gupta, Vishal, et al.
Published: (2018)

Robust QFT-Based Feedback Linearization Controller of the Greenhouse Diurnal Temperature Using Natural Ventilation
by: A. Hoyo, et al.
Published: (2019-01-01)

The mathematical model of temperature and humidity control for greenhouses
by: GIU, WEN-SHAN, et al.
Published: (1989)

Optimization for Data-Driven Preventive Control Using Model Interpretation and Augmented Dataset
by: Junyu Ren, et al.
Published: (2021-06-01)

Data Driven Economic Model Predictive Control
by: Masoud Kheradmandi, et al.
Published: (2018-04-01)

Data-Driven Koopman Model Predictive Control for Optimal Operation of High-Speed Trains
by: Bin Chen, et al.
Published: (2021-01-01)

Optimization under moment, robust, and data-driven models of uncertainty
by: Doan, Xuan Vinh
Published: (2010)

Design and Robustness Analysis of Intelligent Controllers for Commercial Greenhouse
by: M. C. Subin, et al.
Published: (2020-07-01)

Data-Driven Robust Optimization in Healthcare Applications
Published: (2018)

Adaptive Iterative Control of Temperature in Greenhouse
by: Viktor S. Grudinin, et al.
Published: (2019-09-01)

Data-Driven Affinely Adjustable Robust Volt/VAr Control
by: Cheng, R., et al.
Published: (2023)

Batch Process Scheduling under Uncertainty using Data-Driven Multistage Adaptive Robust Optimization
by: C. Ning, et al.
Published: (2017-10-01)

Robust Optimization for Batch Process Scheduling Under Uncertainty Using Piecewise Linear Decision Rule
by: Cen Guo, et al.
Published: (2018-08-01)

Empirical comparison of robust, data driven and stochastic optimization
by: Wang, Yanbo, S.M. Massachusetts Institute of Technology
Published: (2009)

Robust, risk-sensitive, and data-driven control of Markov Decision Processes
by: Le Tallec, Yann
Published: (2007)

Real-time QFT Control for Temperature in Greenhouses
by: Rafael Augusto Núñez Rodríguez, et al.
Published: (2019-05-01)

Automated Greenhouse : Temperature and soil moisture control
by: Attalla, Daniela, et al.
Published: (2015)

Light and Temperature Control for Greenhouse Plant Growth
by: Saken K. Sheryazov, et al.
Published: (2021-03-01)

Comparison of Data-Driven Thermal Building Models for Model Predictive Control
by: Gernot Steindl, et al.
Published: (2019-12-01)

[en] DATA-DRIVEN ROBUST OPTIMIZATION MODEL APPLIED FOR FIXED INCOME ALLOCATION
Published: (2020)

A Novel Model-Free Robust Control of Cable-Driven Manipulators
by: Yaoyao Wang, et al.
Published: (2019-01-01)

Robust Constrained Model Predictive Control for T-S Fuzzy Uncertain System with Data Loss and Data Quantization
by: Hongchun Qu, et al.
Published: (2021-01-01)

Robust Load Frequency Control Schemes in Power System Using Optimized PID and Model Predictive Controllers
by: Komboigo Charles, et al.
Published: (2018-11-01)

Robust Data-Driven Optimization for Production Planning with Onsite Power
by: Jin, Ziliang
Published: (2020)

PORTFOLIO SELECTION VIA DATA-DRIVEN DISTRIBUTIONALLY ROBUST OPTIMIZATION
by: JOAO GABRIEL FELIZARDO S SCHLITTLER
Published: (2018)

Robust estimation and sub-optimal predictive control for satellites
by: Ahmed, Shakil
Published: (2012)

Robust model predictive control : robust control invariant sets and efficient implementation
by: Liu, Chengyuan
Published: (2017)

Robust Modeling and Predictions of Greenhouse Gas Fluxes from Forest and Wetland Ecosystems
by: Ishtiaq, Khandker S
Published: (2015)

Robustness aspects of Model Predictive Control
by: Megías Jiménez, David
Published: (2000)

Robust & stochastic model predictive control
by: Cheng, Qifeng
Published: (2012)

Robust model predictive control design
by: Bell, Geoffrey Laurence
Published: (2000)

Robust constrained model predictive control
by: Richards, Arthur George, 1977-
Published: (2005)

A Data-Driven Approach to Prediction and Optimal Bucket-Filling Control for Autonomous Excavators
by: Sandzimier, Ryan Joseph, et al.
Published: (2020)

Strategy for the optimal climate control of greenhouse tomatoes
by: Trigui, Maher.
Published: (2000)

Robust Model Predictive Control and Distributed Model Predictive Control: Feasibility and Stability
by: Liu, Xiaotao
Published: (2014)

Data-Driven Model for the Prediction of Total Dissolved Gas: Robust Artificial Intelligence Approach
by: Mohamed Khalid AlOmar, et al.
Published: (2020-01-01)