Building Energy Retrofits using Ant Colony Optimisation

Paper

Bamdad, Keivan, Cholette, Michael E., Guan, Lisa and Bell, John. 2017. "Building Energy Retrofits using Ant Colony Optimisation." Healthy Buildings Europe Conference 2017. Lublin, Poland 02 - 05 Jul 2017 Herndon, United States.
Paper/Presentation Title

Building Energy Retrofits using Ant Colony Optimisation

Presentation TypePaper
AuthorsBamdad, Keivan (Author), Cholette, Michael E. (Author), Guan, Lisa (Author) and Bell, John (Author)
Journal or Proceedings TitleProceedings of the Healthy Buildings Europe Conference 2017
ERA Conference ID42870
Article Number0086
Number of Pages6
Year2017
Place of PublicationHerndon, United States
ISBN9788379472604
9788379472321
Web Address (URL) of Paperhttps://www.isiaq.org/docs/presentation/0086.pdf
Conference/EventHealthy Buildings Europe Conference 2017
Healthy Buildings
Event Details
Healthy Buildings
HB
Rank
A
A
A
A
A
A
A
A
Event Details
Healthy Buildings Europe Conference 2017
Event Date
02 to end of 05 Jul 2017
Event Location
Lublin, Poland
Abstract

Building retrofits offer an effective solution to enhance energy efficiency in buildings. However, identifying the most effective retrofit remains a challenge due to numerous possible retrofit measures which may have different impacts on building energy consumption. Simulation-based optimization methods (coupling building simulation software with an optimisation algorithm) are powerful tools to identify the best retrofit for a building. In this research, nine variables of a typical Australian office building are optimised under three different sets of building simulation assumptions using Ant Colony Optimisation for Mixed Variables (ACOMV). Results show that up to 19.1% energy savings can be achieved after applying optimal retrofit measures. Results also indicate that incorrect building simulation assumptions (e.g. internal loads) can considerably reduce energy savings obtained by optimisation method. This research provides new design insight into the importance of simulation assumption in building energy optimisation.

KeywordsAnt Colony Optimisation; Building Retrofits; Simulation-Based-Optimisation
ANZSRC Field of Research 2020401699. Materials engineering not elsewhere classified
Byline AffiliationsQueensland University of Technology
University of Technology Sydney
Institution of OriginUniversity of Southern Queensland
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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
Ant colony algorithm for building energy optimisation problems and comparison with benchmark algorithms
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
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