Receding horizon control based on prioritised multi-operational ranges for greenhouse environment regulation

Rahul Singhal, Rajesh Kumar, Satyanarayana Neeli

Research output: Contribution to journalArticlepeer-review

10 Citations (Scopus)

Abstract

Energy demand by a controller extensively depends on how its control strategy incorporates the desired environment. For greenhouses, existing optimal environment considerations by the control strategies are fixed level reference trajectory and allowable range for control outputs. The fixed level reference approach only favours a reference trajectory taken from a specified permissible range, instead of determining the reference path within the same range requiring lowest energy demand. The classical receding horizon control (RHC) implementation is limited to a single operation range due to the fixed format for problem formulation. This paper proposes the multi-operational ranges (MOR) based control strategy for RHC, which simultaneously handles the multiple constraints explicitly defined for control output. This new approach favours the straightforward design for the multiple constraints into various operational ranges, prioritised them based on the operational preferences, and accommodate all complications specified for temperature regulation of tomatoes. The greenhouse temperature regulation by proposed MOR RHC approach was compared with the established fixed two-level reference RHC with an adaptive transition, where each level represents the desired temperature for day or night operation. Results show that MOR approach achieves significant energy savings over the fixed level reference approach under identical environmental conditions.

Original languageEnglish
Article number105840
JournalComputers and Electronics in Agriculture
Volume180
DOIs
Publication statusPublished - Jan 2021
Externally publishedYes

Keywords

  • Adaptive reference
  • Energy-efficient strategy
  • Greenhouse control
  • Multi-operational ranges
  • Receding horizon control

ASJC Scopus subject areas

  • Forestry
  • Agronomy and Crop Science
  • Computer Science Applications
  • Horticulture

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