Greenhouses climate modelling. Tests, adaptation and validation of a dynamic climate model

Most greenhouse climate models are specific for a particular combination of greenhouse type, crop, region and weather conditions. Models are formulated and validated for those conditions and it is not easy to directly extrapolate them to other, different conditions. In order to use them the coefficients need to be calibrated by experimental work, followed by validation of the adapted model. The main purpose of this work was the application of a formal dynamic climate model, defined and validated for heated greenhouses in continental regions of Spain, to non heated greenhouses in a mild winter region at the coast of Portugal. The original model was tested, adapted and validated so it simulated the microclimate inside unheated greenhouses. The methodology used enabled the problems to be identified, the model to be modified in a systematic way and then re-run to determine the improved performance. The new model includes new properties for some boundary components and sub-models for ventilation and stomatal resistance applicable to this greenhouse-crop system and new expressions for the convection heat transfer coefficients. In the validation process predicted and measured variables were compared graphically to show trends in the data and by using statistical parameters to characterise model performance. The model was validated with data representing different weather, ventilation operation and tomato crop conditions. Good agreement between predicted and measured data was obtained. It has been proved that this model can be used to estimate the greenhouse climate conditions, based on the weather conditions and on the greenhouse-crop system characteristics. Additional key words: convection heat transfer coefficients, nocturnal ventilation, unheated greenhouses.

[1]  Paulo Salgado,et al.  Greenhouse climate hierarchical fuzzy modelling , 2005 .

[2]  Shaojin Wang,et al.  Predicting the Microclimate in a Naturally Ventilated Plastic House in a Mediterranean Climate , 2000 .

[3]  G. Papadakis,et al.  The mechanisms involved in the natural ventilation of greenhouses , 1996 .

[4]  Thierry Boulard,et al.  A simple greenhouse climate control model incorporating effects of ventilation and evaporative cooling , 1993 .

[5]  A. Baille,et al.  Influence of thermal screen optical properties on heat losses and microclimate of greenhouses , 1985 .

[6]  G. Bot Greenhouse climate: from physical processes to a dynamic model , 1983 .

[7]  Gurpreet Singh,et al.  Formulation and validation of a mathematical model of the microclimate of a greenhouse , 2006 .

[8]  José Boaventura Cunha,et al.  GREENHOUSE CLIMATE MODELS: AN OVERVIEW , 2003 .

[9]  R.G. Sargent,et al.  Verification and validation of simulation models , 1994, 2008 Winter Simulation Conference.

[10]  Cecilia Stanghellini,et al.  Simulation of Greenhouse Management in the Subtropics, Part I: Model Validation and Scenario Study for the Winter Season , 2005 .

[11]  B. J. Bailey,et al.  MODELLING LEAF CONVECTIVE HEAT TRANSFER , 1995 .

[12]  J. Montero,et al.  Experimental results and modelling of humidity control strategies for greenhouses in continental and coastal settings in the Mediterranean region. II: Modelling of strategies. , 2008 .

[13]  Juan Ignacio Montero,et al.  Night energy balance in a heated low-cost plastic greenhouse , 2006 .

[14]  Uri M. Peiper,et al.  Transfer coefficients of several polyethylene greenhouse covers , 1988 .

[15]  T. Kozai,et al.  Dynamic modeling of the environment in a naturally ventilated, fog-cooled greenhouse , 2006 .

[16]  L. R. Ahuja,et al.  Infiltration and soil water movement , 1992 .

[17]  Shaojin Wang,et al.  A networked two-dimensional sonic anemometer system for the measurement of air velocity in greenhouses , 1999 .

[18]  Daniel Berckmans,et al.  Quality of modelling plant responses for environment control purposes , 1999 .

[19]  B. J. Bailey,et al.  A review of greenhouse engineering developments during the 1990s , 2002 .

[20]  H. Challa,et al.  Greenhouse Climate Control: An Integrated Approach , 2001 .

[21]  B. J. Bailey,et al.  The effect of climate on tomato transpiration in greenhouses : measurements and models comparison , 1992 .

[22]  Robert G. Sargent,et al.  Verification and validation of simulation models , 1998, 1998 Winter Simulation Conference. Proceedings (Cat. No.98CH36274).

[23]  J. Montero,et al.  Experimental results and modelling of humidity control strategies for greenhouses in continental and coastal settings in the Mediterranean region. I: Experimental results and model development , 2008 .

[24]  Constantinos Kittas,et al.  Natural ventilation performance of six greenhouse and tunnel types , 1997 .

[25]  L. Navas,et al.  FORMULATION AND SENSITIVITY ANALYSIS OF A DYNAMIC MODEL OF THE GREENHOUSE CLIMATE VALIDATION FOR A MILD MEDITERRANEAN CLIMATE , 1998 .

[26]  J. Monteith,et al.  Principles of Environmental Physics , 2014 .

[27]  Y. Zhang,et al.  Predicting the microclimate inside a greenhouse: an application of a one-dimensional numerical model in an unheated greenhouse , 1997 .

[28]  M. Sherman INFILTRATION-PRESSURIZATION CORRELATION: SIMPLIFIED PHYSICAL MODELING , 1980 .

[29]  J. F. Meneses,et al.  Influence of soil covering, plastic ageing and roof whitening on climate and tomato crop response in an unheated plastic Mediterranean greenhouse. , 2000 .

[30]  George Papadakis,et al.  Mixed, forced and free convection heat transfer at the greenhouse cover , 1992 .

[31]  I. Segal,et al.  Greenhouse climate control. , 1990 .

[32]  Harmanto,et al.  Microclimate and Air Exchange Rates in Greenhouses covered with Different Nets in the Humid Tropics , 2006 .

[33]  T. Boulard,et al.  Modelling of Air Exchange Rate in a Greenhouse Equipped with Continuous Roof Vents , 1995 .

[34]  B. J. Bailey,et al.  The reduction of thermal radiation in glasshouses by thermal screens , 1981 .

[35]  Shaojin Wang,et al.  PA—Precision Agriculture: Convective and Ventilation Transfers in Greenhouses, Part 1: the Greenhouse considered as a Perfectly Stirred Tank , 2002 .

[36]  Raphael Linker,et al.  Greenhouse temperature modeling: a comparison between sigmoid neural networks and hybrid models , 2004, Math. Comput. Simul..

[37]  C. Kittas Greenhouse cover conductances , 1986 .

[38]  Jan Pieters,et al.  Performances of Greenhouses with the Presence of Condensation on Cladding Materials , 1997 .

[39]  R. Horton Canopy Shading Effects on Soil Heat and Water Flow , 1989 .

[40]  C. Stanghellini,et al.  Transpiration of greenhouse crops : an aid to climate management , 1987 .

[41]  J. Stoer,et al.  Introduction to Numerical Analysis , 2002 .

[42]  G.P.A. Bot,et al.  Physics of greenhouse climate. , 1996 .

[43]  Cecilia Stanghellini,et al.  Mixed convection above greenhouse crop canopies , 1993 .

[44]  M. Mermier,et al.  Mesures et modélisation de la résistance stomatique foliaire et de la transpiration d'un couvert de tomates de serre , 1991 .