Research & projects

Models that have to agree with a real greenhouse

My work sits between three things: a simulation model, a set of sensors, and a structure with plants in it. The interesting part is where they disagree — that gap is usually where the energy is going.

Greenhouse energy simulation

I build TRNSYS-based building energy simulation models of single- and multi-span greenhouses and calibrate them against measured temperature, humidity and heating demand. The models are then used the way an architect uses a drawing: to test cover materials, screen configurations, ventilation strategies and set-point schedules before anything is built. Recent work looks at how temperature set-points and deadbands change summer energy loads, and how loads compare between temperate and Middle Eastern climates.

Envelope and thermal screens

Screens are the cheapest energy measure a grower can install, and the hardest to specify honestly. I measure overall heat transfer coefficients, convective coefficients and long-wave radiative properties of energy-saving screens using hot-box and TRNSYS methods, and use the results to optimise screen combinations for maximum conservation.

Heat pumps, daylight and renewables

I developed and validated air-to-water heat pump models for greenhouse heating and cooling, and assessed their performance when integrated with multi-span greenhouses. In Canada the question shifted to light: designing and optimising external solar reflectors so cold-climate greenhouses can capture more winter daylight without a bigger energy bill. Earlier work in Spain looked at wind pumps for greenhouse irrigation.

Microclimate control and machine learning

Ventilation efficiency of side and roof vents, CFD airflow analysis of a commercial vertical farm, and a review of machine-learning approaches to microclimate prediction and system control. The goal is control that anticipates the climate instead of reacting to it.

Projects, grants & awards

Funded work

FunderProjectRolePeriod
Mitacs, CanadaResearch, development and demonstration of sustainable greenhouses for urban communities in cold climatesPostdoctoral fellowship2024 – 2027
Alberta Real Estate Foundation (AREF)Dissemination and demonstration of sustainable greenhouses for urban communities in cold climates (co-funded by Mitacs)Researcher2024 – 2026
Horizon Europe · MSCASolutions towards a net-zero energy greenhouse with low environmental impact Seal of ExcellencePostdoctoral researcher2025
Korea Research FoundationDevelopment of an integrative energy system model for greenhouse energy managementResearch professor2021 – 2022
IPET, KoreaDevelopment of a model for the use of renewable energy systems in greenhousesPostdoctoral fellow2019 – 2021
IPET, KoreaOptimal control and energy management of greenhouse structural systemsResearcher2018
Kyungpook National UniversityDevelopment of a smart greenhouse structural system for single- and multi-span greenhousesResearcher2015 – 2017

Scholarships: CEIGRAM research scholarship, Madrid (2012–2013); KNU International Graduate Scholarship, Daegu (2015–2017).

Mentoring
Students co-supervised
Seong-Ha Kang — MSc, Gyeongsang National University 2026 –
Aynkaran Aymmugan — MSc, University of Alberta 2023 – 2025
Anis Rabiu — PhD, Kyungpook National University 2021 – 2022
Misbaudeen Adesanya — PhD, Kyungpook National University 2021 – 2022
Adeel Rafiq — MSc, Kyungpook National University 2019 – 2020
Tools
Modelling & computing
TRNSYS 18 ANSYS Fluent MATLAB Python Grasshopper Honeybee Ladybug

Advanced TRNSYS 18 training (Solugen, Seoul; University of Liège, Belgium) and daylight-analysis training with Grasshopper and Honeybee in Edmonton.

Service
Memberships & committees
Scientific committee, eSim 2024 — IBPSA Alberta chapter, Canada
International advisory committee, FETiCON, Nigeria (since 2022)
Alberta Greenhouse Growers Association (AGGA)
Korean Society of Bio-Environmental Control (KSBEC)
Korean Society of Agricultural Engineers (KSAE)
Pakistan Engineering Council (PEC)