id |
ecaade2020_272 |
authors |
De Luca, Francesco and Wortmann, Thomas |
year |
2020 |
title |
Multi-Objective Optimization for Daylight Retrofit |
source |
Werner, L and Koering, D (eds.), Anthropologic: Architecture and Fabrication in the cognitive age - Proceedings of the 38th eCAADe Conference - Volume 1, TU Berlin, Berlin, Germany, 16-18 September 2020, pp. 57-66 |
doi |
https://doi.org/10.52842/conf.ecaade.2020.1.057
|
summary |
In sustainable building design, daylight improves occupants' wellbeing and reduces electric lighting use, but glazed areas can increase energy consumption for heating and cooling. Conflicting objectives such as daylight and energy consumption are the primary motivation behind multi-objective optimization. This paper presents the multi-objective optimization problem of maximizing daylight availability and minimizing whole energy consumption for the daylight retrofit of Tallinn University of Technology assembly hall, currently windowless. We present benchmark results of six different multi-objective algorithms and analyze the solutions on the best-known Pareto front. The majority of the analyzed solutions allow for adequate daylight provision of the building without additional energy consumption. Results of daylight and energy simulations for the analyzed solutions, are presented and discussed. |
keywords |
Daylight; Energy efficiency; Retrofit; Parametric design; Multi-objective optimization |
series |
eCAADe |
email |
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full text |
file.pdf (12,972,360 bytes) |
references |
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Andersen, M, Mardaljevic, J and Lockley, SW (2012)
A framework for Predicting the Non-visual Effects of Daylight - Part I: Photobiology-based model
, Lighting Research & Technology, 44(1), pp. 37-53
|
|
|
|
Bader, J and Zitzler, E (2011)
HypE: An Algorithm for Fast Hypervolume-Based Many-Objective Optimization
, Evolutionary Computation, 19(1), p. 45-76
|
|
|
|
Belém, CG and Leitão, A (2019)
Conflicting Goals in Architecture: A study on Multi-Objective Optimisation
, Proc. of 24th CAADRIA, p. 453-462
|
|
|
|
Costa, A and Nannicini, G (2018)
RBFOpt: an open-source library for black-box optimization with costly function evaluations
, Math. Pro. Com., 10(4), p. 597-629
|
|
|
|
De Luca, F, Simson, R, Voll, H and Kurnitski, J (2018)
Daylighting and Energy Performance Design for Single Floor Commercial Hall Buildings
, Management of Envinron. Quality: An Int. Journal, 29(4), pp. 722-739
|
|
|
|
De Luca, F, Voll, H and Thalfeldt, M (2016)
Horizontal or Vertical? Windows' layout selection for shading devices optimization
, Management of Envinron. Quality: An Int. Journal, 27(6), pp. 623-633
|
|
|
|
De Luca, F, Voll, H and Thalfeldt, M (2018)
Comparison of Static and Dynamic Shading Systems for Office Buildings Energy Consumption and Cooling Load Assessment
, Management of Envinron. Quality: An Int. Journal, 29(5), pp. 978-998
|
|
|
|
Deb, K, Pratap, A, Agarwal, S and Meyarivan, T (2002)
A fast and elitist multiobjective genetic algorithm: NSGA-II
, IEEE Trans. Evol. Comput., 6(2), p. 182-197
|
|
|
|
Emmerich, MTM and Deutz, AH (2018)
A tutorial on multiobjective optimization: fundamentals and evolutionary methods
, Nat. Comput., 17(3), p. 585-609
|
|
|
|
Haase, M and Grynning, S (2017)
Optimized Façade Design - Energy Efficiency, Comfort and Daylight in Early Design Phase
, En. Procedia, 132, pp. 484-489
|
|
|
|
Hamdy, M, Nguyen, AT and Hensen, JLM (2016)
A performance comparison of multi-objective optimization algorithms for solving nearly-zero-energy-building design problems
, Energy Build., 121, p. 57-71
|
|
|
|
Ko, R (2019)
Tuning and Benchmarking a Blackbox Optimization Algorithm
, Master's Thesis, Yale
|
|
|
|
Li, X (2003)
A Non-dominated Sorting Particle Swarm Optimizer for Multiobjective Optimization
, GECCO, Springer, pp. 37-48
|
|
|
|
Lockley, S (2009)
Circadian Rhythms: Influence of Light in Humans
, Larry, RS (eds), Encyclopedia of Neuroscience, Academic Press, pp. 971-988
|
|
|
|
Nazaroff, WW (2014)
Illumination, lighting technologies, and indoor environmental quality
, Indoor Air, 24(3), pp. 225-226
|
|
|
|
Pandharipande, A and Newsham, GR (2018)
Lighting controls: Evolution and Revolution
, Lighting Research & Technology, 50, pp. 115-128
|
|
|
|
Reinhart, CF, Jakubiec, AJ and Ibarra, D (2013)
Definition of a Reference Office for Standardized Evaluations of Dynamic Façade and Lighting Technologies
, Proceedings of BS2013, pp. 3645-3652
|
|
|
|
Reinhart, CF, Mardaljevic, J and Rogers, Z (2006)
Dynamic Daylight Performance Metrics for Sustainable Building Design
, Leukos, 3(1), pp. 7-31
|
|
|
|
Reinhart, CF (2014)
Daylighting Handbook I. Fundamentals. Designing with the Sun
, MIT Press
|
|
|
|
Reinhart, CF (2018)
Daylighting Handbook II. Daylight Simulations. Dynamic Facades
, MIT Press
|
|
|
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last changed |
2022/06/07 07:55 |
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