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A 2–dimensional Hammerstein model for heating and ventilation control of conceptual thermal zones

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A 2–dimensional Hammerstein model for heating and ventilation control of conceptual thermal zones. / Tsitsimpelis, Ioannis; Taylor, C. James.
10th UKACC International Control Conference. Loughborough, 2014.

Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNConference contribution/Paperpeer-review

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@inproceedings{940e928324a14b3299999aa73a9e707b,
title = "A 2–dimensional Hammerstein model for heating and ventilation control of conceptual thermal zones",
abstract = "The research behind this article aims to reduce the operational costs and energy consumption of closed-environment growing systems, or grow-cells. Essentially a sealed building with a controlled environment, and insulated from outside lighting, grow-cells are configured to suit the particular crop being produced. The article briefly reviews the concept and preliminary work in relation to a prototype being developed by the authors and collaborating industry partner. Here, limitations in the temperature control system can lead to significant thermal gradients and poor efficiency. In this regard, the main focus of the article concerns a novel approach to thermal modelling that includes quantitative identification of spatial zones with similar thermal characteristics and the estimation of steady state temperature functions based on the heater and fan input voltages. These are combined with either a linear or a state-dependent parameter model, to represent the transient response. This approach yields a Hammerstein type model which, in this article, is optimised and evaluated using experimental data collected from 30 thermocouples distributed around an environmental test chamber.",
keywords = "grow-cell, closed-environment growing system, state-dependent parameter, spatial zones, thermal modelling, Hammerstein model, environmental chamber, transfer function model, logistic growth function",
author = "Ioannis Tsitsimpelis and Taylor, {C. James}",
year = "2014",
month = jul,
language = "English",
booktitle = "10th UKACC International Control Conference",

}

RIS

TY - GEN

T1 - A 2–dimensional Hammerstein model for heating and ventilation control of conceptual thermal zones

AU - Tsitsimpelis, Ioannis

AU - Taylor, C. James

PY - 2014/7

Y1 - 2014/7

N2 - The research behind this article aims to reduce the operational costs and energy consumption of closed-environment growing systems, or grow-cells. Essentially a sealed building with a controlled environment, and insulated from outside lighting, grow-cells are configured to suit the particular crop being produced. The article briefly reviews the concept and preliminary work in relation to a prototype being developed by the authors and collaborating industry partner. Here, limitations in the temperature control system can lead to significant thermal gradients and poor efficiency. In this regard, the main focus of the article concerns a novel approach to thermal modelling that includes quantitative identification of spatial zones with similar thermal characteristics and the estimation of steady state temperature functions based on the heater and fan input voltages. These are combined with either a linear or a state-dependent parameter model, to represent the transient response. This approach yields a Hammerstein type model which, in this article, is optimised and evaluated using experimental data collected from 30 thermocouples distributed around an environmental test chamber.

AB - The research behind this article aims to reduce the operational costs and energy consumption of closed-environment growing systems, or grow-cells. Essentially a sealed building with a controlled environment, and insulated from outside lighting, grow-cells are configured to suit the particular crop being produced. The article briefly reviews the concept and preliminary work in relation to a prototype being developed by the authors and collaborating industry partner. Here, limitations in the temperature control system can lead to significant thermal gradients and poor efficiency. In this regard, the main focus of the article concerns a novel approach to thermal modelling that includes quantitative identification of spatial zones with similar thermal characteristics and the estimation of steady state temperature functions based on the heater and fan input voltages. These are combined with either a linear or a state-dependent parameter model, to represent the transient response. This approach yields a Hammerstein type model which, in this article, is optimised and evaluated using experimental data collected from 30 thermocouples distributed around an environmental test chamber.

KW - grow-cell

KW - closed-environment growing system

KW - state-dependent parameter

KW - spatial zones

KW - thermal modelling

KW - Hammerstein model

KW - environmental chamber

KW - transfer function model

KW - logistic growth function

M3 - Conference contribution/Paper

BT - 10th UKACC International Control Conference

CY - Loughborough

ER -