Ant colony algorithm for building energy optimisation problems and comparison with benchmark algorithms

Article

Bamdad, Keivan, Cholette, Michael E, Guan, Lisa and Bell, John. 2017. "Ant colony algorithm for building energy optimisation problems and comparison with benchmark algorithms." Energy and Buildings. 154, pp. 404-414. https://doi.org/10.1016/j.enbuild.2017.08.071
Article Title

Ant colony algorithm for building energy optimisation problems and comparison with benchmark algorithms

ERA Journal ID4185
Article CategoryArticle
AuthorsBamdad, Keivan (Author), Cholette, Michael E (Author), Guan, Lisa (Author) and Bell, John (Author)
Journal TitleEnergy and Buildings
Journal Citation154, pp. 404-414
Number of Pages11
Year2017
PublisherElsevier
Place of PublicationNetherlands
ISSN0378-7788
1872-6178
Digital Object Identifier (DOI)https://doi.org/10.1016/j.enbuild.2017.08.071
Web Address (URL)https://www.sciencedirect.com/science/article/abs/pii/S0378778817313324
Abstract

In the design of low-energy buildings, mathematical optimisation has proven to be a powerful tool for minimising energy consumption. Simulation-based optimisation methods are widely employed due to the nonlinear thermal behaviour of buildings. However, finding high-quality solutions with reasonable computational cost remains a significant challenge in the building industry.

In this paper, Ant Colony Optimisation for continuous domain (ACOR) is developed and applied to optimise a commercial building in Australia. The results for a typical commercial building showed that optimisation can achieve an additional energy savings of more than 11.4%, even after some common energy saving measures were implemented (e.g. double pane windows). The performance of ACOR was compared to three benchmark optimisation algorithms: Nelder-Mead (NM) algorithm, Particle Swarm Optimisation with Inertia Weight (PSOIW) and the hybrid Particle Swarm Optimisation and Hooke-Jeeves (PSO-HJ). This comparison showed that ACOR was able to consistently find better solutions in less time than the benchmark algorithms. The findings demonstrate that ACOR can further facilitate the design of low-energy buildings.

KeywordsOptimisation algorithm benchmarking, Building optimisation, Ant colony optimisation, Particle swarm optimisation, Australian commercial building
ANZSRC Field of Research 2020409999. Other engineering not elsewhere classified
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Byline AffiliationsQueensland University of Technology
University of Technology Sydney
Institution of OriginUniversity of Southern Queensland
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Do, Thu-Trang, Subbiah, Jegadesan, Manzhos, Sergei, Jones, David J, Bell, John M and Sonar, Prashant. 2018. "Phthalimide and naphthalimide: Effect of end-capping groups on molecular properties and photovoltaic performance of 9-fluorenone based acceptors for organic solar cells." Organic Electronics. 62, pp. 12-20. https://doi.org/10.1016/j.orgel.2018.06.040
Molecular engineering strategy for high efficiency fullerene-free organic solar cells using conjugated 1,8-naphthalimide and fluorenone building blocks
Do, Thu Trang, Pham, Hong Duc, Manzhos, Sergei, Bell, John M and Sonar, Prashant. 2017. "Molecular engineering strategy for high efficiency fullerene-free organic solar cells using conjugated 1,8-naphthalimide and fluorenone building blocks." ACS Applied Materials and Interfaces. 9 (20), pp. 16967-16976. https://doi.org/10.1021/acsami.6b16395
Vinylene and benzo[c] [1,2,5]thiadiazole: Effect of the pi-spacer unit on the properties of bis(2-oxoindolin-3-ylidene)-benzodifuran-dione containing polymers for n-channel organic field-effect transistors
Do, Thu Trang, Patil, Basanagouda B, Singh, Samarendra P, Yambem, Soniya D, Feron, Krishna, Ostrikov, Kostya (Ken), Bell, John M and Sonar, Prashant. 2018. "Vinylene and benzo[c] [1,2,5]thiadiazole: Effect of the pi-spacer unit on the properties of bis(2-oxoindolin-3-ylidene)-benzodifuran-dione containing polymers for n-channel organic field-effect transistors." RSC Advances: an international journal to further the chemical sciences. 8 (68), pp. 38919-38928. https://doi.org/10.1039/c8ra08890j
Indenofluorene-based-copolymers: Influence of electron-deficient benzothiadiazole (BT) and benzooxadiazole (BO) moieties on light emitting devices
Do, Thu-Trang, Matsuki, Keiichiro, Sakanoue, Tomo, Wong, Fu-Lung, Manzhos, Sergei, Lee, Chun-Sing, Bell, John, Takenobu, Taishi and Sonar, Prashant. 2019. "Indenofluorene-based-copolymers: Influence of electron-deficient benzothiadiazole (BT) and benzooxadiazole (BO) moieties on light emitting devices." Organic Electronics. 70, pp. 14-24. https://doi.org/10.1016/j.orgel.2019.03.050
Microstructure and mechanical properties of titanium/steel bimetallic joints
Chu, Qiaoling, Bai, Ruixiang, Zhang, Min, Li, Jihong, Lei, Zhenkun, Hu, Ning, Bell, John M and Yan, Cheng. 2017. "Microstructure and mechanical properties of titanium/steel bimetallic joints." Materials Characterization. 132, pp. 330-337. https://doi.org/10.1016/j.matchar.2017.08.025
Correction: Naphthalene flanked diketopyrrolopyrrole based organic semiconductors for high performance organic field effect transistors (New Journal of Chemistry (2018) 42 (12374–12385) DOI: 10.1039/C8NJ01453A)
Liu, Qian, Sun, Huabin, Blaikie, Chula, Caporale, Chiara, Manzhos, Sergei, Feron, Krishna, MacLeod, Jennifer M., Massi, Massimiliano, Bottle, Steven E., Bell, John, Noh, Yong-Young and Sonar, Prashant. 2018. "Correction: Naphthalene flanked diketopyrrolopyrrole based organic semiconductors for high performance organic field effect transistors (New Journal of Chemistry (2018) 42 (12374–12385) DOI: 10.1039/C8NJ01453A)." New Journal of Chemistry: a journal for new directions in chemistry. 42 (19), p. 16384. https://doi.org/10.1039/C8NJ90083C
Benefit assessment of battery plus solar for customers and the grid
Boulaire, Fanny, Narimani, Afsaneh, Bell, John, Drogemuller, Robin, Vine, Desley, Buys, Laurie and Walker, Geoffrey. 2019. "Benefit assessment of battery plus solar for customers and the grid." Energy Strategy Reviews. 26. https://doi.org/10.1016/j.esr.2019.100372
Atypical defect motions in brittle layered sodium titanate nanowires
Bo, Arixin, Chen, Kai, Pickering, Edmund, Zhan, Haifei, Bell, John, Du, Aijun, Zhang, Yongqiang, Wang, Xiaoguang, Zhu, Huaiyong, Shan, Zhiwei and Gu, Yuantong. 2018. "Atypical defect motions in brittle layered sodium titanate nanowires." Journal of Physical Chemistry Letters. 9 (20), pp. 6052-6059. https://doi.org/10.1021/acs.jpclett.8b02349
Building energy optimisation under uncertainty using ACOMV algorithm
Bamdad, Keivan, Cholette, Michael E, Guan, Lisa and Bell, John. 2018. "Building energy optimisation under uncertainty using ACOMV algorithm." Energy and Buildings. 167, pp. 322-333. https://doi.org/10.1016/j.enbuild.2018.02.053
Low hysteresis perovskite solar cells using an electron-beam evaporated WO3-x thin film as the electron transport layer
Ali, Fawad, Pham, Ngoc Duy, Fan, Lijuan, Tiong, Vincent, Ostrikov, Ken, Bell, John M., Wang, Hongxia and Tesfamichael, Tuquabo. 2019. "Low hysteresis perovskite solar cells using an electron-beam evaporated WO3-x thin film as the electron transport layer." ACS Applied Energy Materials. 2 (8), pp. 5456-5464. https://doi.org/10.1021/acsaem.9b00547
Tuning the amount of oxygen vacancies in sputter-deposited SnOx films for enhancing the performance of perovskite solar cells
Ali, Fawad, Pham, Ngoc Duy, Bradford, H. Jonathan, Khoshsirat, Nima, Ostrikov, Ken, Bell, John M, Wang, Hongxia and Tesfamichael, Tuquabo. 2018. "Tuning the amount of oxygen vacancies in sputter-deposited SnOx films for enhancing the performance of perovskite solar cells." ChemSusChem: chemistry and sustainability, energy and materials. 11 (18), pp. 3096-3103. https://doi.org/10.1002/cssc.201801541
Stretchable respiration sensors: Advanced designs and multifunctional platforms for wearable physiological monitoring
Dinh, Toan, Nguyen, Thanh, Phan, Hoang-Phuong, Nguyen, Nam-Trung, Dao, Dzung Viet and Bell, John. 2020. "Stretchable respiration sensors: Advanced designs and multifunctional platforms for wearable physiological monitoring." Biosensors and Bioelectronics. 166. https://doi.org/10.1016/j.bios.2020.112460
Three-dimensional (3D) numerical modeling of morphogenesis in dehydrated fruits and vegetables
Rathnayaka, C. M., Karunasena, H. C. P., Senadeera, W., Guan, L. and Gu, Y. T.. 2018. "Three-dimensional (3D) numerical modeling of morphogenesis in dehydrated fruits and vegetables." Chen, Guangnan (ed.) Advances in agricultural machinery and technologies. Boca Raton, United States. CRC Press. pp. 431-454
A 3-D meshfree numerical model to analyze cellular scale shrinkage of different categories of fruits and vegetables during drying
Rathnayaka Mudiyanselage, C. M., Karunasena, H. C. P., Gu, Y. T., Guan, L., Banks, J. and Senadeera, W.. 2016. "A 3-D meshfree numerical model to analyze cellular scale shrinkage of different categories of fruits and vegetables during drying." 7th International Conference on Computational Methods (ICCM 2016). Berkeley, California 01 - 04 Aug 2016 California, USA.
A meshfree three-dimensional (3-D) numerical model to study transport phenomena in single plant cells during drying
Rathnayaka Mudiyanselage, C. M., Karunasena, H. C. P., Gu, Y. T., Guan, L., Banks, J. and Senadeera, W.. 2016. "A meshfree three-dimensional (3-D) numerical model to study transport phenomena in single plant cells during drying." Steinberg, Theodore, Sauret, Emilie and Saha, Suvash (ed.) 10th Australasian Heat and Mass Transfer Conference (AHMT 2016). Brisbane, Australia 14 - 15 Jul 2016 Brisbane, Australia.
Novel trends in numerical modelling of plant food tissues and their morphological changes during drying - a review
Rathnayaka Mudiyanselage, C. M., Karunasena, H. C. P., Gu, Y. T., Guan, L. and Senadeera, W.. 2017. "Novel trends in numerical modelling of plant food tissues and their morphological changes during drying - a review." Journal of Food Engineering. 194, pp. 24-39. https://doi.org/10.1016/j.jfoodeng.2016.09.002
Pumping systems: design and energy efficiency
Guan, Lisa and Chen, Guangnan. 2015. "Pumping systems: design and energy efficiency." Anwar, Sohail (ed.) Encyclopedia of energy engineering and technology. United States. Taylor & Francis. pp. 1-8
Life cycle energy analysis of eight residential houses in Brisbane, Australia
Guan, Lisa, Walmselya, Madeleine and Chen, Guangnan. 2015. "Life cycle energy analysis of eight residential houses in Brisbane, Australia." Procedia Engineering. 121, pp. 653-661. https://doi.org/10.1016/j.proeng.2015.08.1059
Investigation on Temperature-Dependent Electrical Conductivity of Carbon Nanotube/Epoxy Composites for Sustainable Energy Applications
Njuguna, Michael K., Galpaya, Dilini, Yan, Cheng, Colwell, Colwell, Will, Geoffrey, Hu, Ning, Yarlagadda, Prasad and Bell, John M.. 2015. "Investigation on Temperature-Dependent Electrical Conductivity of Carbon Nanotube/Epoxy Composites for Sustainable Energy Applications." Journal of Nanoscience and Nanotechnology. 15 (9), pp. 6957-6964. https://doi.org/10.1166/jnn.2015.10514
Buildings: climate change
Guan, Lisa and Chen, Guangnan. 2012. "Buildings: climate change." Jorgensen, Sven Erik (ed.) Encyclopedia of environmental management. New York, NY. United States. CRC Press. pp. 457-463
Air conditioning systems: design and energy efficiency
Guan, Lisa and Chen, Guangnan. 2012. "Air conditioning systems: design and energy efficiency." Capehart, Barney L. (ed.) Encyclopedia of energy engineering and technology. London, United Kingdom. CRC Press. pp. 1-8
Ethanol sensitivity of thermally evaporated nanostructured WO3 thin films doped and implanted with Fe
Ahsan, M., Ahmad, M. Z., Tesfamichael, T., Bell, J. and Yarlagadda, Prasad K. D. V.. 2013. "Ethanol sensitivity of thermally evaporated nanostructured WO3 thin films doped and implanted with Fe." 2nd International Conference on Measurement, Instrumentation and Automation (ICMIA 2013). China 23 - 24 Apr 2013 Scientific.Net. https://doi.org/10.4028/www.scientific.net/AMM.333-335.1938
Influences of green star rating tool on HVAC system design
Guan, Lisa and Chen, Guangnan. 2009. "Influences of green star rating tool on HVAC system design." Zhang, Xiaosong and Nan da Xue, Dong (ed.) 6th International Symposium on Heating, Ventilating and Air Conditioning (ISHVAC 2009). Nanjing, China 06 - 09 Nov 2009
Utilization of solar energy for building operation
Guan, Lisa and Chen, Guangnan. 2009. "Utilization of solar energy for building operation." Zhang, Xiaosong and Nan da Xue, Dong (ed.) 6th International Symposium on Heating, Ventilating and Air Conditioning (ISHVAC 2009). Nanjing, China 06 - 09 Nov 2009
Solar energy: utilization in building operations
Guan, Lisa and Chen, Guangnan. 2010. "Solar energy: utilization in building operations." Capehart, Barney L. (ed.) Encyclopedia of energy engineering and technology. London, United Kingdom. Informa UK (Taylor & Francis Books). pp. 1-7