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Mohammad Royapoor

Mohammad Royapoor
RED Engineering Design Ltd

Doctor of Philosophy

About

37
Publications
124,756
Reads
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1,213
Citations

Publications

Publications (37)
Article
Full-text available
A large number of randomly interacting variables combine to dictate the energy performance of a building. Building energy simulation models attempt to capture these perturbations as accurately as possible. The prediction accuracy of building energy models can now be better examined given the widespread availability of environmental and energy monit...
Article
Buildings are complex thermodynamic entities that account for a large proportion of energy consumption. This work explores the application of data-driven models in order to forecast the building energy consumption over long time horizons. Long Short-Term-Memory and Random Forest are used to forecast hourly heating and cooling energy consumption in...
Article
Full-text available
Energy models require accurate calibration to deliver reliable predictions. This study offers statistical guidance for a systematic treatment of uncertainty before and during model calibration. Statistical emulation and history matching are introduced. An energy model of a domestic property and a full year of observed data are used as a case study....
Article
Full-text available
Solar energy is among the cleanest and most sustainable ways to enhance electrical supply's resiliency and reliability for domestic and industrial use. A Photovoltaic (PV) system is the most effective way of capturing solar energy. Long-term warranty, low-cost maintenance, and vast resource availability, solar power generation has an advantage over...
Chapter
This chapter outlines the initial findings of a smart local energy system (SLES) demonstrator that at inception contained 1.96 MWp of renewable generation, 24 MWhp of electrical storage, 3.87 MWp of EV charging, 3.49 MWth of heat pump outputs and 36 kg/h of proton exchange membrane (PEM) H2 electrolyser. The platform for deploying these assets was...
Article
Fruits are high moisture agricultural produce rendering them highly perishable hence the danger of postharvest losses is also lurking when there are inadequate storage facilities. The losses result from physical, chemical, and physiological changes that are triggered by the loss in moisture content. Preservation of fruits using available and afford...
Article
Full-text available
The electrification of heating is expected to grow in the UK domestic sector, and this has increased interest in the effects that this may have on low and high voltage network operation. However, Electrified heating profiles that alter with control decisions can only be obtained from dedicated building modelling that energy system modellers do not...
Article
Energy systems are undergoing radical changes that have resulted in buildings being regarded as proactive players with the potential to contribute positively to energy networks. This study investigates the role of active buildings (ABs) as prosumers in energy systems by introducing a building-to-building (B2B) strategy for energy exchange between r...
Article
Full-text available
Buildings and greenhouses consume vast amounts of energy and natural resources for heating and ventilation. It is still unclear how the synergetic effect of combining greenhouses and buildings' forced waste airflows could improve both systems' energy efficiency. This study quantified the energy recovery potential of exchanging airflows in a rooftop...
Article
Full-text available
Sustainability certifications like BREEAM, LEED, and China's sustainable green building award certification scheme encourage installation of technologies that save mains water and grid electricity. Among these are rainwater harvesting systems, ultralow water use appliances, photovoltaic panel systems, and intelligent building management systems. In...
Conference Paper
This paper proposes a method for applying engineering design principles to a type of energy system called a smart local energy system. Axiomatic design theory is used to develop a series of knowledge domains about a demonstrator energy system, the knowledge domains describing the different facets of customer, functional, solution and construction e...
Conference Paper
Full-text available
The decarbonisation of residential building stock in the UK requires accessible tools that can reliably and rapidly model residential building power demands as a function of multiple low carbon technologies and building control schemes. Whilst a variety of modelling tools exists, these platforms are either intended for expert analysts, are not suit...
Article
This work uses high resolution data from 130 electricity sub-meters to characterise a 12,500m2 commercial building as a virtual power plant (VPP) by assessing magnitude and duration of electrical loads suitable for demand response (DR). In 2018, the building had a peak hourly demand of 48 W/m2 and its electricity consumption (183.2 kWh/m2/yr.) was...
Article
Energy and environmental data is collected from 5 tower blocks each containing 90 apartments to create two representative calibrated energy models. Three towers (heated by individual natural gas boilers) characterise medium (137.3 kWh/m2/yr.) and two (heated by electrical night storage heaters) characterise low (75.4 kWh/m2/yr.) thermal demands whe...
Conference Paper
Full-text available
While detailed Building Information Modeling (BIMs) can make 3D energy modelling of entire cities a plausible prospect, seamless import of BIM-derived files into energy simulation platforms requires further development and remains an active research area. This work reports on the extent to which geometric and semantic information available in a BIM...
Article
Full-text available
The building performance monitored over one year of a Conventional House and a Passive House in North East England is presented in this paper. These two houses which differ in building fabric, the type of ventilation and thermal storage, the use of different energy and residents’ occupancy result in distinct building energy performance and indoor a...
Article
Full-text available
A historic and current perspective is offered of building climate and plant control techniques while also reporting the results of a survey that reveals more conventional control methods to still be preferred by industry-based practitioners. Specifically Artificial Neural Network and reinforcement and machine learning have seldom been taken up in p...
Conference Paper
Full-text available
In Northern European climates, passive decarbonisation of building design has predominantly been concerned with limiting fabric U-values. Within a well-insulated fabric however the contribution of internal thermal mass and the dynamics of fabric to air heat exchange become more instrumental in achieving thermal equilibrium. Where high internal gain...
Conference Paper
Full-text available
Thermo-chemical potential of absorption and desorption is highly promising to capture and use residual heat at low-temperature ranges. Due to loss-free transport and storage of the captured energy potential, medium- to long distance transport and medium-term storage offer interesting potentials to utilise residual heat. As such, there is an opportu...
Article
A new domestic air-source heat pump model is proposed which can be parameterised either from field data, experimental data or manufacturers’ standard rating data. The model differs from the much more prevalent system-side regression models for these types of heat pumps in that it operates on refrigerant-side variables. This makes it more suited to...
Article
free access to our article https://authors.elsevier.com/a/1U6K715eieklB9 Anyone who clicks on the link until January 14, 2017, will be taken to the final version of your article on ScienceDirect for free. No sign up or registration is needed - just click and read!
Conference Paper
Full-text available
The decreasing cost of sensing equipment and developments in the field of data science are providing increased opportunities for the validation and enhancement of existing knowledge and solutions across many fields. With the primary aim of supporting the optimisation of domestic thermal energy use, this paper documents the early stages of the appli...
Article
Full-text available
In electrical or thermal appliances, heat (thermal energy) must either be added into or removed from a system to maintain operational stability. Heat pipes can enhance the heat transfer capabilities without needing a significant temperature gradient between heat sources and heat sinks. The effectiveness of heat pipes is due to the latent heat of ph...
Article
Buildings worldwide consume approximately 45% of primary energy sources, making it the single largest energy consumption sector. The importance of improving a building's energy performance was emphasized by the government with the enforcement of sustainable building policies. Article 9 of the Directive 2010/31/EU of the European Parliament and the...
Conference Paper
Full-text available
A recently completed, EPSRC-funded project researched the use of low cost, pervasive sensing to monitor building environmental conditions and occupant interactions as a means to reduce the uncertainties associated with the creation of a building model for refurbishment options and smarter control appraisal. This paper gives a brief introduction to...
Conference Paper
Due to growing concerns over climate change and rising energy costs, energy efficiency in industrial applications and use of renewable energy sources for energy supply have gained growing importance. Furthermore the potential for the recovery of low grade waste heat has become a subject of a multitude of scientific and industrial studies. Commercia...

Questions

Questions (51)
Question
Does anyone have any recommendation on a single or set of authoritative publications that summarise different fuel cell technologies and their TRL ?
Question
Does anyone know how G to A++++ energy labels are assigned for residential properties in the Netherlands?
for instance I understand that between 0 to 50 kWh/m2/yr. of energy consumption will result in an energy label of A+++. [1] does 0-50 kWh/m2/yr. concern all or only fossil based site consumption? and [2] does this apply to a 40m2 apartment as well as a 1200m2 communal living space? does dwelling size make any difference to calculated energy label?
Question
Despite such great interests in greening our planet to compensate environmental damage of human activities, I have found very little on how we can meaningfully 'measure' the magnitude of carbon sequestrations by trees. Attached is one of the only publications that I could source which outlines how much carbon a year a number of tree varieties arrest and sequestrate as they mature.
Does anyone have any other referenceable sources that outlines carbon sequestration of plants?
Question
I am using an evolutionary-based GA optimisation tool that divides the space of possibilities into subsets to perform hypercube sampling within each subset, and thereafter generates multiple generation of results, the best of which will form the Pareto front and through each iteration move closer to the global optimum. However is it possible that through the process of hypercube sampling (and hence disregarding some options) , this tool might miss a true global optimum?
Question
Both SOFC and PEMFC technologies involve the introduction of heat at various degrees and the process temperature needs to be maintained in order to achieve best possible overall efficiencies.
Is there any recent literature on how much 'waste heat' can be removed from any of the above to be utilised elsewhere and how this might impact hydrogen production efficiencies?
Thanks
M
Question
Can anyone recommend a 'robust reference' that covers the percentage of electrical input into computers that does useful work (operating fans/pushing electrons around, computational duties) and what is then the percentage that is transformed into low grade heat?
Thanks
M
Question
Is there any relationship between the tendency of a gas to leak from containers/pipework and its molar weight?
For instance, given smaller molar mass of hydrogen (2.016 g/mol) compared to 16 g/mol for Natural Gas, is it correct to conclude that Hydrogen would exhibit a greater leakage risk when replacing natural gas in utility pipelines when transmitted under the same working pressures?
Question
Can anyone offer sources that offer error (or uncertainty) bands to be applied to the annual energy production (AEP) of wind turbines that are calculated from mean annual wind speeds?
AEPs are reported to carry considerable errors with up to 15% uncertainty on power curve determination and up to 20% on wind resources [1], so if anyone has a source on how to treat the compound uncertainty please can you advise?
[1] Frandsen, S. et. al. Accuracy of Estimation of Energy Production from Wind Power Plants.
Question
Can anyone please suggest any literature that reports on H2 production efficiencies? For instance photosynthesis delivers H2 at very modest efficiencies of around 1.5% and conversion values of up to 75% are reported for SO Fuel Cells. I would love to hear thoughts on the processes that deliver the highest primary fuel to hydrogen conversion efficiency.
Question
I would appreciate suggestions on any methods to generate electricity from a constant thermal source at around 70 ° C.
Sharing publications would be great if it covers established (or developing) technologies that utilises advanced working fluids in a heat engine to deliver electrical power.
Question
I wondered if colleagues with practical experience of GSHP technologies can offer thoughts on where the most novel areas for innovation for GSHPs might lie?
Would it be the development and characterisation of new, zero GWP refrigerants, control and optimisation of fluid flow, compressor technology, hybridisation with say PV-Ts?
I would love to hear from people with hands-on experience.
Thanks
Question
Can anybody please direct me to an authoritative source that reports the energy density of natural gas both in gaseous and liquid forms?
Question
I have the following 'ranges' that describe the full breadth of uncertainty range from a number of interdependent parameter inputs in building energy simulation. There is no single formula that describes the relationship between these variables. These variables however interact via a complex number of schedules, fundamental equations and coding modules.
Is there any publication that can advice on how to combine these uncertainties to arrive at a single overall value? If I use ordinary compound error formula (or uncertainty propagation formula), I lose the negative ranges that are just as important to me and I end up with positive values only (which isn't what i want and perceive to be a reflection of the overall uncertainty).
Weather : -4% to 6.1%
Occupant: 4 to 26%
Mechanical systems: -15.3% to 70.3%
Controls: -28.7% to 79.2%
Overall uncertainty ???
Question
We are working on a large number of building-related time series data sets that display various degrees of 'randomness'. When plotted, some display recognisable diurnal or seasonal patterns that can be correlated to building operational regimes or the weather (i.e. heating energy consumption with distinct signatures as hourly and seasonal intervals). However some appear to be completely random (Lift data that contains a lot of random noise).
Does anyone know if an established method exists that can be deployed on these data sets and provide some 'quantification' or 'ranking' of how much stochasticity exists in each data set?

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