Comparison of Real-world Data with Simulated Results to Enhance Building Thermal Retention when using Shading Devices

Conference paper


Salehi, B., Andrews, D., Chaer, I., Newton, E. and Gillich, A. (2022). Comparison of Real-world Data with Simulated Results to Enhance Building Thermal Retention when using Shading Devices . CIBSE Technical Symposium 2022. London South Bank University 21 - 22 Apr 2022
AuthorsSalehi, B., Andrews, D., Chaer, I., Newton, E. and Gillich, A.
TypeConference paper
Abstract

Managing thermal loss is a key topic that needs further investigation as it has a direct link to reducing the energy load in buildings. One of these thermal loss management methods can be the use of shading devices. Dynamic thermal models normally used at the early stages of the building design can play an important role in the decisionmaking process regarding the use of shading devices. This paper presents the results of a real-world study assessing the potential of using a sealed cellular blind as a passive energy conservation method, where the real-world results are compared with the simulated results generated with EDSL Tas. During the real-world study, a positive impact of having blinds was seen whereby the window surface temperature increased and office heating energy consumption was lowered. EDSL Tas was able to predict a similar trend of results for the window surface temperature but not for the energy consumption. This was mainly due to the inability of the software in demonstrating the effect of infiltration of the blind.

KeywordsDynamic thermal modelling; real-world data collection; cellular blind; heat loss.
Year2022
Accepted author manuscript
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Open
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Print23 Apr 2022
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Accepted23 Mar 2022
Deposited30 Mar 2022
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Paurine, A, Maidment, GG and Chaer, I (2018). Reflective Glass Effect on Energy Consumption and Food Quality in Delicatessen Cabinets. CIBSE Technical Symposium. London, UK. 12 - 13 Apr 2018 CIBSE.
A Real-world Study of the Relationship between Subjective Assessment of Productivity, Subjective Perception of Environmental Conditions and Objective Productivity Measures
De Grussa, Z, Andrews, D, Chalk, A and Bush, D (2018). A Real-world Study of the Relationship between Subjective Assessment of Productivity, Subjective Perception of Environmental Conditions and Objective Productivity Measures. CIBSE Technical Symposium. London 12 - 13 Apr 2018 CIBSE.
Study of Energy and Cost Savings of Demand Controlled Fresh Air Systems
Chaer, I and Ricchetti, A (2018). Study of Energy and Cost Savings of Demand Controlled Fresh Air Systems. CIBSE Technical Symposium. London, UK 12 - 13 Apr 2018 CIBSE.
Overcoming Practical Challenges and Implementing Low-Carbon Heat in the UK: Lessons from the Balanced Energy Network (BEN) at LSBU
Arif, M, Gillich, A, Ford, A and Wang, Y (2018). Overcoming Practical Challenges and Implementing Low-Carbon Heat in the UK: Lessons from the Balanced Energy Network (BEN) at LSBU. CIBSE Technical Symposium. London 12 - 13 Apr 2018
Executive function and academic achievement in primary school children: The use of task-related processing speed
Gordon, R, Smith-Spark, JH, Newton, EJ and Henry, LA (2018). Executive function and academic achievement in primary school children: The use of task-related processing speed. Frontiers in Psychology. 9 (APR). https://doi.org/10.3389/fpsyg.2018.00582
The Pro-Circular Change Model (P-CCM)– Proposing A Framework Facilitating Behavioural Change Towards a Circular Economy
Muranko, Z, Andrews, D, Newton, EJ, Chaer, I and Proudman, P (2018). The Pro-Circular Change Model (P-CCM)– Proposing A Framework Facilitating Behavioural Change Towards a Circular Economy. Resources, Conservation and Recycling. 135, pp. 132-140. https://doi.org/10.1016/j.resconrec.2017.12.017
Developing a Sustainable and Circular Business Model for the Blinds and Shutter Industry in the UK
Andrews, D, De Grussa, Z, Chalk, A and Bush, D (2018). Developing a Sustainable and Circular Business Model for the Blinds and Shutter Industry in the UK. in: Charter, M (ed.) Designing for the Circular Economy London Routledge (Taylor & Francis Group).
Feasibility Study of Pumping Cycle Kite Power System Implication in Scotland UK
Ye, Z, Lawner, H, Chaer, I and Marcus, R (2018). Feasibility Study of Pumping Cycle Kite Power System Implication in Scotland UK. 2018 3rd International Conference on Renewable Energy and Conservation. Sydney, Australia
Smart cities – Thermal networks for London
Chaer, I, Pope, I, Yebiyo, M and Paurine, A (2018). Smart cities – Thermal networks for London. Thermal Science and Engineering Progress. 8, pp. 10-16. https://doi.org/10.1016/j.tsep.2018.07.011
Modelling development and analysis on the Balanced Energy Networks (BEN) in London
Song, WH, Wang, Y, Gillich, A, Ford, A and Hewitt, M (2018). Modelling development and analysis on the Balanced Energy Networks (BEN) in London. Applied Energy. 233/4, pp. 114-125. https://doi.org/10.1016/j.apenergy.2018.10.054
Developing a Circular Economy in the Retail Refrigeration Industry: The Influence of Financial Incentives, Quality Standards and Process Supporting Tools on the Behavioural Intentions to Purchase and Produce Remanufactured Refrigeration Equipment
Muranko, Z, Andrews, D, Chaer, I, Newton, EJ and Proudman, P (2018). Developing a Circular Economy in the Retail Refrigeration Industry: The Influence of Financial Incentives, Quality Standards and Process Supporting Tools on the Behavioural Intentions to Purchase and Produce Remanufactured Refrigeration Equipment. 2nd International Conference on Sustainable Energy and Resource Use in Food Chains (ICSEF 2018). Paphos, Cyprus 17 - 19 Oct 2018
Modelling of Heat Energy Recovery Potential form Underground Railways with Nearby Vertical Ground Heat Exchangers in an Urban Environment
Revesz, A, Chaer, I, Thompson, J, Mavroulidou, M, Gunn, M and Graeme, M (2018). Modelling of Heat Energy Recovery Potential form Underground Railways with Nearby Vertical Ground Heat Exchangers in an Urban Environment. Applied Thermal Engineering. 147, pp. 1059-1069. https://doi.org/10.1016/j.applthermaleng.2018.10.118
Carbon Reduction and Energy Optimization Strategy for one NHS Trust
Chaer, I and Sattar, E (2015). Carbon Reduction and Energy Optimization Strategy for one NHS Trust. Technical symposium 2017: delivery resilient high performance buildings. Loughborough University 05 - 06 Apr 2017 CIBSE. pp. ? - ? (21)
Using Life Cycle Assessment to Illustrate the Benefits of Blinds as Passive and Sustainable Energy Saving Products in the Domestic Environment in the UK
Andrews, D, De Grussa, Z and Chaer, I (2015). Using Life Cycle Assessment to Illustrate the Benefits of Blinds as Passive and Sustainable Energy Saving Products in the Domestic Environment in the UK. Going north for sustainability. London South Bank University 25 Nov 2015 London South Bank University.
An Assessment of Differing Environmental and Economic Factors and their Impact on the Development of a Circular Economy for Refrigerated Display Cabinets in the UK
Andrews, D, Muranko, Z and Chaer, I (2015). An Assessment of Differing Environmental and Economic Factors and their Impact on the Development of a Circular Economy for Refrigerated Display Cabinets in the UK. Sustainable Innovation 2015. University for the Creative Arts Epsom, Surrey, UK 09 - 10 Nov 2015 London South Bank University.
Energy and Water Environmental Trade-Offs of Data Center Cooling Technologies
Andrews, D, Flucker, S, Whitehead, B and Tozer, R (2017). Energy and Water Environmental Trade-Offs of Data Center Cooling Technologies. ASHRAE winter conference. Las Vegas, USA 28 Jan - 01 Feb 2017
The use and impact of manual and motorised blinds as aids to thermal and visual comfort in domestic buildings in the UK
Andrews, D, De Grussa, Z, Chalk, A and Bush, D (2017). The use and impact of manual and motorised blinds as aids to thermal and visual comfort in domestic buildings in the UK. Living and Sustainability: An Environmental Critique of Design and Building Practices, Locally and Globally. London South Bank University, London
Novel Trigeneration Analysis Model (TAM) for Assessing Optimal Cooling and CCHP Scenarios in Urban New Developments
Chaer, I, Opara, P and Day, T (2017). Novel Trigeneration Analysis Model (TAM) for Assessing Optimal Cooling and CCHP Scenarios in Urban New Developments. 10th International Conference on Thermal Engineering: Theory and Applications. Muscat, Oman 26 - 28 Feb 2017
Community Energy in the UK: The End or the Beginning of a Brighter Future?
Mirzania, P, Andrews, D, Ford, A and Maidment, GG (2017). Community Energy in the UK: The End or the Beginning of a Brighter Future? Energy for Society: 1st international conference on Energy Research & Social Science. Sitges, Spain 05 - 07 Apr 2017
A smarter way to electrify heat – The Balanced Energy Network approach to demand side response in the UK
Gillich, A (2017). A smarter way to electrify heat – The Balanced Energy Network approach to demand side response in the UK. European Council for an Energy Efficient Economy (ECEEE) Summer Study. Hyeres, France 29 May - 03 Jun 2017 London South Bank University.
Unwrapped food product display shelf life assessment
Hadawey, A, Tassou, SA, Chaer, I and Sundararajan, R (2017). Unwrapped food product display shelf life assessment. Energy Procedia. 123, pp. 62-69. https://doi.org/10.1016/j.egypro.2017.07.233
A tale from the tropics: Education for sustainability and the value of project based learning
Andrews, D and Townsend, B (2017). A tale from the tropics: Education for sustainability and the value of project based learning. Building Community: Design Education for a Sustainable Future: 19th INTERNATIONAL CONFERENCE ON ENGINEERING AND PRODUCT DESIGN EDUCATION. Oslo, Norway 07 - 08 Sep 2017
Growing Spaces: developing a sustainability literate graduate.
Andrews, D and Soares, S (2017). Growing Spaces: developing a sustainability literate graduate. Building Community: Design Education for a Sustainable Future: 19th International Conference on Engineering and Product Design Education. Oslo, Norway 07 - 08 Sep 2017
A Case Study assessing the impact of Shading Systems combined with Night-Time Ventilation strategies on Overheating within a Residential Property
De Grussa, A, Andrews, D, Chalk, A and Bush, D (2017). A Case Study assessing the impact of Shading Systems combined with Night-Time Ventilation strategies on Overheating within a Residential Property. 38th AIVC - 6th TightVent & 4th venticool Conference, 2017 Ventilating healthy low-energy buildings,. Nottingham, UK 13 - 14 Sep 2017
Incentivising pro-circular behaviours: proposing a new enhanced capital allowance scheme for remanufactured products - the case of refrigerated display cabinets in the United Kingdom
Muranko, Z, Andrews, D, Chaer, I, Newton, EJ, Proudman, P and Longhurst, M (2017). Incentivising pro-circular behaviours: proposing a new enhanced capital allowance scheme for remanufactured products - the case of refrigerated display cabinets in the United Kingdom. Energy Procedia. 123, pp. 369-374. https://doi.org/10.1016/j.egypro.2017.07.271
Designing an ‘optimal’ domestic retrofit programme
Gillich, A, Sunikka-Blank, M and Ford, A (2017). Designing an ‘optimal’ domestic retrofit programme. Building Research & Information. 46 (7), pp. 767-778. https://doi.org/10.1080/09613218.2017.1368235
Pro-circular behaviours and refrigerated display cabinets: supporting resource efficiency in the retail refrigeration sector
Muranko, Z, Andrews, D, Chaer, I, Newton, EJ, Proudman, P and Longhurst, M (2017). Pro-circular behaviours and refrigerated display cabinets: supporting resource efficiency in the retail refrigeration sector. Energy Procedia. 123, pp. 70-75. https://doi.org/10.1016/j.egypro.2017.07.235
Non-equilibrium gas-liquid transition model
Chaer, I, Librovich, BV, Nowakowski, AF and Tassou, SA (2007). Non-equilibrium gas-liquid transition model. Sixth International Congress on Industrial Applied Mathematics (ICIAM07) and GAMM Annual Meeting. Zurich Dec 2007 London South Bank University. https://doi.org/10.1002/pamm.200700233
Refrigerant emissions and leakage prevention across Europe - Results from the RealSkillsEurope project
Koronaki, IP, Cowan, D, Maidment, GG, Beerrnan, K, Schreurs, M, Kaar, K, Chaer, I, Gontarz, G, Christodoulaki, RI and Cazauran, X (2012). Refrigerant emissions and leakage prevention across Europe - Results from the RealSkillsEurope project. Energy. 45 (1), pp. 71 - 80. https://doi.org/10.1016/j.energy.2012.05.040
UK Centre for Efficient and Renewable Energy in Buildings (CEREB)- Lessons Learned After 5 Years of Running
Yebiyo, M, Chaer, I, Shatha, H, Ye, Z and Dunn, A (2016). UK Centre for Efficient and Renewable Energy in Buildings (CEREB)- Lessons Learned After 5 Years of Running. 9th International Conference on Thermal Engineering: Theory and Applications. Abu Dhabi, UAE 24 - 26 Mar 2016 London South Bank University.
Alternative Heat Transfer Fluid in Heating Systems-Energy Results from a Real Case Study
Yebiyo, M, Chaer, I, Shatha, H, Ye, Z, Peter, S and Kadir, D (2016). Alternative Heat Transfer Fluid in Heating Systems-Energy Results from a Real Case Study. 9th International Conference on Thermal Engineering: Theory and Applications. Abu Dhabi, UAE 24 - 26 Mar 2016
Lessons for the UK Green Deal from the US BBNP
Gillich, A (2016). Lessons for the UK Green Deal from the US BBNP. Building Research & Information. 45 (4), pp. 384-395. https://doi.org/10.1080/09613218.2016.1159500
Experimental study and flow visualization of Fe2O3/kerosene in glass oscillating heat pipes
Goshayeshi, HR and Chaer, I (2016). Experimental study and flow visualization of Fe2O3/kerosene in glass oscillating heat pipes. Applied Thermal Engineering. 103, pp. 1213-1218. https://doi.org/10.1016/j.applthermaleng.2016.04.109
A Literature Review Outlining the Importance of Blinds and Shutters as a Sustainable Asset that has the Potential to enhance the Productivity of Occupants in the UK
De Grussa, Z, Andrews, D, Newton, EJ, Lowry, GD, Chalk, A and Bush, D (2016). A Literature Review Outlining the Importance of Blinds and Shutters as a Sustainable Asset that has the Potential to enhance the Productivity of Occupants in the UK. Going North for Sustainability Doctoral Workshop ARCOM / CHOBE. London South Bank University, London 30 Jun 2016 London South Bank University.
Simulation of the heat recovery use of R744 systems in a supermarket
Colombo, I, Maidment, GG, Chaer, I and Paurine, A (2016). Simulation of the heat recovery use of R744 systems in a supermarket. 12th IIR Gustav Lorentzen Natural Working Fluids Conference. Edinburgh, UK 21 - 24 Aug 2016 IIR. https://doi.org/10.18462/iir.gl.2016.1180
Talking with experts - from research to objects: using academic research as the basis of collaborative and cross disciplinary projects for design students
Soares, S and Andrews, D (2016). Talking with experts - from research to objects: using academic research as the basis of collaborative and cross disciplinary projects for design students. 18th International Conference on Engineering and Product Design Education. Aalborg, Denmark 08 - 09 Sep 2016
Radi(c)al Departures: Comparing Conventional Octolinear Versus Concentric Circles Schematic Maps for the Berlin U-Bahn/S-Bahn Networks Using Objective and Subjective Measures of Effectiveness
Roberts, MJ, Newton, EJ and Canals, M (2016). Radi(c)al Departures: Comparing Conventional Octolinear Versus Concentric Circles Schematic Maps for the Berlin U-Bahn/S-Bahn Networks Using Objective and Subjective Measures of Effectiveness. Information Design Journal. 22 (2), pp. 92-115. https://doi.org/10.1075/idj.22.2.04rob
DEVELOPING CIRCULAR ECONOMY FOR THE RETAIL REFRIGERATION INDUSTRY: HOW FINANCIAL INCENTIVES COULD INFLUENCE REMANUFACTURiNG OF REFRIGERATED DISPLAY CABINETS IN THE UK
Muranko, Z, Andrews, D, Chaer, I, Newton, EJ, Proudman, P and Longhurst, M (2016). DEVELOPING CIRCULAR ECONOMY FOR THE RETAIL REFRIGERATION INDUSTRY: HOW FINANCIAL INCENTIVES COULD INFLUENCE REMANUFACTURiNG OF REFRIGERATED DISPLAY CABINETS IN THE UK. Sustainable Innovation 2016 21st International Conference ‘Circular Economy’ Innovation & Design. University for the Creative Arts Epsom, Surrey, UK 07 - 08 Nov 2016
The Challenges and Benefits of Developing a Sustainable and Circular Business Model for the Blinds and Shutter Industry in the UK
Andrews, D, De Grussa, Z, Chalk, A and Bush, D (2016). The Challenges and Benefits of Developing a Sustainable and Circular Business Model for the Blinds and Shutter Industry in the UK. Sustainable Innovation 2016, 21st International Conference - ‘Circular Economy’ Innovation & Design'. University for the Creative Arts, Epsom, Surrey, UK 07 - 08 Nov 2016
THE BARRIERS TO AND DRIVERS OF A CIRCULAR ECONOMY FOR THE BLINDS AND SHUTTERS INDUSTRY IN THE UK
Andrews, D, De Grussa, Z, Chalk, A and Bush, D (2016). THE BARRIERS TO AND DRIVERS OF A CIRCULAR ECONOMY FOR THE BLINDS AND SHUTTERS INDUSTRY IN THE UK. 5th International conference on Life Cycle Assessment: Life Cycle Thinking for leading managers. Lille, France 08 - 09 Nov 2016
HARNESSING DAYLIGHTING AND SOLAR GAINS AS SUSTAINABLE ARCHITECTURAL DESIGNMETHODSIN MIXED-USE DEVELOPMENTS IN LAGOS, NIGERIA.
Mahmoudi Saber, E., Chaer, I. and Ekpeti, B. (2015). HARNESSING DAYLIGHTING AND SOLAR GAINS AS SUSTAINABLE ARCHITECTURAL DESIGNMETHODSIN MIXED-USE DEVELOPMENTS IN LAGOS, NIGERIA. CIBSE Technical Symposium. London 16 - 17 Apr 2015 CIBSE.
Why Education and User Feedback Won’t Close the Performance Gap for University Accommodation
Gillich, A, Sunikka-Blank, M and Ford, A (2015). Why Education and User Feedback Won’t Close the Performance Gap for University Accommodation. CIBSE Technical Symposium. London 16 - 17 Apr 2015 CIBSE.
Comparison of copper and glass oscillating heat pipes with Fe2O3 under magnetic field.
Goshayeshi, HR and Chaer, I (2015). Comparison of copper and glass oscillating heat pipes with Fe2O3 under magnetic field. International Journal of Low-Carbon Technologies. 11 (4), pp. 455- 459. https://doi.org/10.1093/ijlct/ctv021
Ground source heat pumps and their interactions with underground railway tunnels in an urban environment: A review
Revesz, A, Chaer, I, Thompson, J, Mavroulidou, M, Gunn, MJ and Maidment, GG (2015). Ground source heat pumps and their interactions with underground railway tunnels in an urban environment: A review. Applied Thermal Engineering. 93, pp. 147 - 154. https://doi.org/10.1016/j.applthermaleng.2015.09.011
Estimation of Cooling Energy Demand and Carbon Emissions from Urban Buildings using a Quasi-dynamic Model
Cowan, D, Maidment, GG and Chaer, I (2014). Estimation of Cooling Energy Demand and Carbon Emissions from Urban Buildings using a Quasi-dynamic Model. ASHRAE 2014 Winter Conference. New York city, USA 18 - 22 Jan 2014 London South Bank University.
A Carbon Footprint Study and a Life Cycle Assessment of an identical Refrigerated Display Cabinet: comparative analysis of the respective ratios of embodied and operational impacts
Bibalou, D, Andrews, D, Chaer, I, Maidment, GG and Longhurst, M (2014). A Carbon Footprint Study and a Life Cycle Assessment of an identical Refrigerated Display Cabinet: comparative analysis of the respective ratios of embodied and operational impacts. 4th International Conference on Life Cycle Approaches. Lille, France 05 - 06 Nov 2014 Forum for Sustainability Through Life Cycle Innovation.
Objective versus subjective measures of metro map usability: Investigating the benefits of breaking design rules.
Roberts, M.J., Newton, E.J., Lagattolla, F.D., Hughes, S. and Hasler, M.C. (2013). Objective versus subjective measures of metro map usability: Investigating the benefits of breaking design rules. International Journal of Human Computer Studies. 71, pp. 363-386. https://doi.org/10.1016/j.ijhcs.2012.09.004
Potential life cycle carbon savings with low emissivity packaging for refrigerated food on display
Davies, G., Man, CMD, Andrews, D, Paurine, A, Hutchins, MG and Maidment, GG (2012). Potential life cycle carbon savings with low emissivity packaging for refrigerated food on display. Journal of Food Engineering. 109 (2), pp. 202-208. https://doi.org/10.1016/j.jfoodeng.2011.10.018
Carbon dioxide refrigeration with heat recovery for supermarkets
Colombo, I, Maidment, GG, Chaer, I and Missenden, JM (2012). Carbon dioxide refrigeration with heat recovery for supermarkets. International Journal of Low-Carbon Technologies. 9 (1), pp. 38-44. https://doi.org/10.1093/ijlct/cts040
REAL Zero – Reducing refrigerant emissions & leakage- feedback from the IOR Project
Cowan, D, Gartshore, J, Christina, F, Chaer, I and Maidment, GG (2011). REAL Zero – Reducing refrigerant emissions & leakage- feedback from the IOR Project. Proceedings of the Institute of Refrigeration.
Modelling and performance evaluation of a low-temperature ammonia-water absorption refrigeration system
Ge, YT, Tassou, SA and Chaer, I (2009). Modelling and performance evaluation of a low-temperature ammonia-water absorption refrigeration system. International Journal of Low-Carbon Technologies. 4 (2), pp. 68 - 77. https://doi.org/10.1093/ijlct/ctp015
Number development and children with Specific Language Impairment.
R, Cowan., C, Donlan., Newton, E. J. and D, Lloyd. (2008). Number development and children with Specific Language Impairment. in: A. Dowker (ed.) Mathematical difficulties: psychology and intervention. Academic Press.
The role of language in mathematical development; Evidence from children with specific language impairments.
Donlan, C., Cowan, R., Newton, E.J. and Lloyd, D. (2007). The role of language in mathematical development; Evidence from children with specific language impairments. Cognition. 103 (1), pp. 23-33. https://doi.org/10.1016/j.cognition.2006.02.007
Trigeneration in food retail: An energetic, economic and environmental evaluation for a supermarket application; Applied Thermal Engineering
Sugiartha, N, Tassou, SA, Chaer, I and Marriott, D (2007). Trigeneration in food retail: An energetic, economic and environmental evaluation for a supermarket application; Applied Thermal Engineering. Applied Thermal Engineering. 29 (13), pp. 2624-2632. https://doi.org/10.1016/j.applthermaleng.2008.11.018
Number skills and knowledge in children with specific language impairment.
Cowan, R., Donlan, C., Newton, E.J. and Lloyd, D (2005). Number skills and knowledge in children with specific language impairment. Journal of Educational Psychology. 97, pp. 732-744. https://doi.org/10.1037/0022-0663.97.4.732
Evaluation of the communications aids project.
Wright, J., Clarke, M., Donlan, C., Weatherly, H., Newton, C., Cherguit, J. and Newton, E.J. (2004). Evaluation of the communications aids project. University College London.
Individual differences transcend the rationality debate
Newton, E.J. and Roberts, M.J. (2003). Individual differences transcend the rationality debate. Behavioral and Brain Sciences. 26, pp. 530-531. https://doi.org/10.1017/S0140525X03230119
Heat transfer and pressure drop of ice slurries in plate heat exchangers
Bellas, J, Chaer, I and Tassou, SA (2002). Heat transfer and pressure drop of ice slurries in plate heat exchangers. Applied Thermal Engineering. 22 (7), pp. 721 - 732. https://doi.org/10.1016/S1359-4311(01)00126-0
Inspection times, the change task, and the rapid-response selection task.
Roberts, M.J. and Newton, E.J. (2001). Inspection times, the change task, and the rapid-response selection task. Quarterly Journal of Experimental Psychology. 54A, pp. 1031-1048. https://doi.org/10.1080/02724980143000082
Understanding strategy selection
Roberts, M.J. and Newton, E.J. (2001). Understanding strategy selection. International Journal of Human-Computer Studies. 54 (1), pp. 137-154. https://doi.org/10.1006/ijhc.2000.0434
An experimental study of strategy development.
Newton, E.J. and Roberts, M.J. (2000). An experimental study of strategy development. Memory & Cognition. 28 (4), pp. 565-573. https://doi.org/10.3758/BF03201247