A computer-based, interactive genetic algorithm optimisation design tool (GENOD) for reinforced concrete structures

Journal article


Ceranic, Boris and Fryer, Colin 2000. A computer-based, interactive genetic algorithm optimisation design tool (GENOD) for reinforced concrete structures. International Journal of Design Computing, Vol. 2.
AuthorsCeranic, Boris and Fryer, Colin
Abstract

This paper describes the application of genetic algorithms to the optimum cost design of realistic reinforced concrete structures, set within an artificial intelligence computer design environment. The interactive optimisation design tool GENOD developed by authors combines structural analysis with design and offers advantages over the current use of computer technology in design offices. Traditional design of reinforced concrete structures requires the adherence to precise guidelines as specified in the relevant Codes of Practice. This process relies on the designer's intuition and experience and often it is not clear which direction will lead towards a more economical structure. GENOD, however, replaces this conventional approach by a systematic, goal-orientated design process that uses artificial intelligence in searching and sorting through similar design concepts to achieve an economical design. Genetic algorithms are implemented using an object-orientated visual programming language offering facilities for continual monitoring, assessing and changing the current state of the search control parameters. These facilities are shown to be essential when determining the most suitable control parameter settings for a given structural problem. Results obtained so far have shown that genetic algorithms can be successfully applied to the minimum cost design of reinforced concrete skeletal structures, overcoming the difficulties associated with the practical assessment of the structural costs, discontinuity of the design equations and their complex interrelationship with the design variables.

KeywordsReinforced concrete; Genetic Algorithms; Optimisation; Structural design
Year2000
JournalInternational Journal of Design Computing, Vol. 2
ISSN1329-7147
Web address (URL)http://hdl.handle.net/10545/582942
hdl:10545/582942
Publication datesJan 2000
Publication process dates
Deposited30 Nov 2015, 14:06
ContributorsUniversity of Derby
File
File Access Level
Open
Permalink -

https://repository.derby.ac.uk/item/9532z/a-computer-based-interactive-genetic-algorithm-optimisation-design-tool-genod-for-reinforced-concrete-structures

Download files

  • 20
    total views
  • 0
    total downloads
  • 0
    views this month
  • 0
    downloads this month

Export as

Related outputs

The cradle to gate life-cycle assessment of thermoelectric materials: A comparison of inorganic, organic and hybrid types
Soleimani, Zohreh, Zoras, Stamatis, Ceranic, Boris, Shahzad, Sally and Cui, Yuanlong 2021. The cradle to gate life-cycle assessment of thermoelectric materials: A comparison of inorganic, organic and hybrid types. Sustainable Energy Technologies and Assessments. 44, pp. 1-12. https://doi.org/10.1016/j.seta.2021.101073
A comprehensive review on the output voltage/power of wearable thermoelectric generators concerning their geometry and thermoelectric materials
Soleimani, Zohreh, Zoras, Stamatis, Ceranic, Boris, Cui, yuanlong and Shahzad, Sally 2021. A comprehensive review on the output voltage/power of wearable thermoelectric generators concerning their geometry and thermoelectric materials. Nano Energy. 89, pp. 1-31. https://doi.org/10.1016/j.nanoen.2021.106325
Shape optimisation of cold roll formed sections considering effects of cold working
Qadir, Sangar, Nguyen, Van Bac, Hajirasouliha, Iman, Ceranic, Boris, Tracada, Eleni and English, Martin 2021. Shape optimisation of cold roll formed sections considering effects of cold working. Thin-Walled Structures. https://doi.org/10.1016/j.tws.2021.108576
Design of heat sinks for wearable thermoelectric generators to power personal heating garments: A numerical study
Soleimani, Zohreh, Zoras, Stamatis, Cui, Yuanlong, Ceranic, Boris and Shahzad, Salome 2020. Design of heat sinks for wearable thermoelectric generators to power personal heating garments: A numerical study. IOP Conference Series: Earth and Environmental Science. https://doi.org/10.1088/1755-1315/410/1/012096
Optimization of a wearable thermoelectric generator encapsulated in polydimethylsiloxane (PDMS): A numerical modelling
Soleimani, Zohreh, Zoras, Stamatis, Ceranic, Boris, Cui, Yuanlong and Shahzad, Sally 2020. Optimization of a wearable thermoelectric generator encapsulated in polydimethylsiloxane (PDMS): A numerical modelling. IEEE. https://doi.org/10.1109/REPE48501.2019.9025156
A review on recent developments of thermoelectric materials for room-temperature applications
Solemaini, Zohreh, Zoras, Stamatis, Ceranic, Boris, Shahzad, Sally and Cui, YUANLONG 2019. A review on recent developments of thermoelectric materials for room-temperature applications. Sustainable Energy Technologies and Assessments. https://doi.org/10.1016/j.seta.2019.100604
Design of heat sinks for wearable thermoelectric generators to power personal heating garments: A numerical study
Soleimani, Zohreh, Zoras, Stamatis, Cui, Yuanlong, Ceranic, Boris and Shahzad, Sally 2019. Design of heat sinks for wearable thermoelectric generators to power personal heating garments: A numerical study. IOP Conference Series: Earth and Environmental Science.
A shape grammar approach to climatically adaptable facade systems with real time performance evaluation.
TUNG NGUYEN, BORIS CERANIC, CHRISTOPHER CALLAGHAN 2019. A shape grammar approach to climatically adaptable facade systems with real time performance evaluation.
Sustainable infrastructure delivery in Nigeria: implementation of the analytic network process for contractor selection.
Arowosafe, Oluwunmi, Oduyemi, Olufolahan, Ceranic, Boris and Dean, Angela 2018. Sustainable infrastructure delivery in Nigeria: implementation of the analytic network process for contractor selection. Sustainable Buildings. https://doi.org/10.1051/sbuild/2018003
A review of critical framework assessment matrices for data analysis on overheating in buildings impact.
Adlington Martin and Ceranic, Boris 2017. A review of critical framework assessment matrices for data analysis on overheating in buildings impact. International Journal of Architectural and Environmental Engineering. https://doi.org/10.1999/1307-6892/63800
Sustainable infrastructure delivery in Nigeria: implementation of the analytic network process for contractor selection.
Arowosafe, Oluwunmi, Oduyemi, Olufolahan, Ceranic, Boris and Dean, Angela 2018. Sustainable infrastructure delivery in Nigeria: implementation of the analytic network process for contractor selection. Sustainable Buildings. https://doi.org/10.1051/sbuild/2018003
A critical review of the impact of global warming on overheating in buildings.
Adlington Martin and Ceranic, Boris 2018. A critical review of the impact of global warming on overheating in buildings.
Shape grammar and kinetic façade shading systems: a novel approach to climate adaptive building design with a real time performance evaluation.
Ceranic, Boris, Nguyen, Tung and Callaghan, Christopher 2018. Shape grammar and kinetic façade shading systems: a novel approach to climate adaptive building design with a real time performance evaluation. International Conference Geomapplica 2018.
A novel application of sustainable material sourcing and building performance monitoring: case study based approach.
Ceranic, Boris, Rajpurohit, Jaideep Singh and Latham, Derek 2018. A novel application of sustainable material sourcing and building performance monitoring: case study based approach.
Rapid deployment modular building solutions and climatic adaptability: Case based study of a novel approach to “thermal capacity on demand” and building management systems.
Ceranic, Boris, Beardmore, John and Cox, Adrian 2018. Rapid deployment modular building solutions and climatic adaptability: Case based study of a novel approach to “thermal capacity on demand” and building management systems. Energy and Buildings. https://doi.org/10.1016/j.enbuild.2018.01.044
A novel modular design approach to “thermal capacity on demand” in a rapid deployment building solutions: Case study of Smart-POD
Ceranic, Boris, Beardmore, John and Cox, Adrian 2017. A novel modular design approach to “thermal capacity on demand” in a rapid deployment building solutions: Case study of Smart-POD. Energy Procedia. https://doi.org/10.1016/j.egypro.2017.09.582
’Too many empty homes, too many homeless’ – A novel design and procurement framework for transforming empty homes through sustainable solutions
Ceranic, Boris, Markwell, Graham and Dean, Angela 2017. ’Too many empty homes, too many homeless’ – A novel design and procurement framework for transforming empty homes through sustainable solutions. Energy Procedia. https://doi.org/10.1016/j.egypro.2017.03.218
Sustainable Sourcing and Innovative Use of Building Materials: Case Study of Energy Plus House, Hieron's Wood, Derbyshire UK
Ceranic, Boris, Latham, Derek and Dean, Angela 2016. Sustainable Sourcing and Innovative Use of Building Materials: Case Study of Energy Plus House, Hieron's Wood, Derbyshire UK. International Journal of Energy and Environment.
Sustainable Design and Building Information Modelling: Case Study of Energy Plus House, Hieron's Wood, Derbyshire UK
Ceranic, Boris, Latham, Derek and Dean, Angela 2015. Sustainable Design and Building Information Modelling: Case Study of Energy Plus House, Hieron's Wood, Derbyshire UK. Energy Procedia. https://doi.org/10.1016/j.egypro.2015.12.163
Modern interpretation of FengShui in contemporary sustainable residential design
Zhong, Z. and Ceranic, Boris 2008. Modern interpretation of FengShui in contemporary sustainable residential design. Proc. of International Conference Eco Architecture II 2008, WIT Transactions on Ecology and the Environment. https://doi.org/10.2495/ARC080051
Sensitivity analysis and optimum design curves for the minimum cost design of singly and doubly reinforced concrete beams
Ceranic, Boris and Fryer, Colin 2000. Sensitivity analysis and optimum design curves for the minimum cost design of singly and doubly reinforced concrete beams. Structural and Multidisciplinary Optimization. https://doi.org/10.1007/s001580050156
Life cycle environmental performance of material specification: a BIM-enhanced comparative assessment
Ajayi, Saheed O., Oyedele, Lukumon O., Ceranic, Boris, Gallanagh, Mike and Kadiri, Kabir O. 2015. Life cycle environmental performance of material specification: a BIM-enhanced comparative assessment. International Journal of Sustainable Building Technology and Urban Development. https://doi.org/10.1080/2093761X.2015.1006708
Case study based approach to integration of sustainable design analysis, performance and building information modelling
Ceranic, Boris, Dean, Angela, Faulkner, M. and Latham, Derek 2016. Case study based approach to integration of sustainable design analysis, performance and building information modelling.
Application of shape grammar theory to underground rail station design and passenger evacuation
Ceranic, Boris and Smith, Graham 2012. Application of shape grammar theory to underground rail station design and passenger evacuation. Proc. of International Conference on Innovations in Engineering and Technology for Sustainable Development, Tamil Nadu, India, 2012.
Sustainable design analysis and BIM integration
Ceranic, Boris 2013. Sustainable design analysis and BIM integration. in: John Wiley and Sons.
A sustainable infrastructure delivery model: value added strategy in the Nigerian construction industry
Arowosafe, O., Ceranic, Boris and Dean, Angela 2015. A sustainable infrastructure delivery model: value added strategy in the Nigerian construction industry.
FengShui – a systematic research of vernacular sustainable development In Ancient China and its lessons for future
Ceranic, Boris and Zhong, Z. 2007. FengShui – a systematic research of vernacular sustainable development In Ancient China and its lessons for future. 7th International CARE Conference, Greenwich.
A genetic algorithm approach to the minimum cost design of reinforced concrete flanged beams under multiple loading conditions
Ceranic, Boris and Fryer, Colin 2008. A genetic algorithm approach to the minimum cost design of reinforced concrete flanged beams under multiple loading conditions. Proc.of International Australasian Conference on Structural Optimisation, Sydney, Australia, pp. 71-78.
Spatial layout planning in sub-surface rail station design for effective fire evacuation
Smith, Graham and Ceranic, Boris 2008. Spatial layout planning in sub-surface rail station design for effective fire evacuation. Architectural Engineering and Design Management. https://doi.org/10.3763/aedm.2008.0078
Sustainable design and building information modelling: case study of energy plus house, Hieron's Wood, Derbyshire UK
Ceranic, Boris, Dean, Angela and Latham, Derek 2015. Sustainable design and building information modelling: case study of energy plus house, Hieron's Wood, Derbyshire UK. International Conference on Sustainability in Energy and Buildings 2015.
Construction costs and value management: study of multinational practices in Nigeria
Arowosafe, O., Ceranic, Boris and Dean, Angela 2015. Construction costs and value management: study of multinational practices in Nigeria.
An application of simulated annealing to the optimum design of reinforced concrete retaining structures
Ceranic, Boris, Fryer, Colin and Baines, R.W. 2001. An application of simulated annealing to the optimum design of reinforced concrete retaining structures. Computers & Structures. https://doi.org/10.1016/S0045-7949(01)00037-2
Optimum design of reinforced concrete skeletal systems using non-linear programming techniques.
Ceranic, Boris 2000. Optimum design of reinforced concrete skeletal systems using non-linear programming techniques. PhD Thesis https://doi.org/10.48773/92wy6