GPML: an XML-based standard for the interchange of genetic programming trees

Journal article

Esmail Saber (2019). GPML: an XML-based standard for the interchange of genetic programming trees. Genetic Programming and Evolvable Machines . 11. https://doi.org/10.1007/s10710-019-09370-4
AuthorsEsmail Saber
Abstract

We propose a genetic programming markup language (GPML), an XML-based standard for the interchange of genetic programming trees, and outline the benefits such a format would bring in allowing the deployment of trained genetic programming (GP) models in applications as well as the subsidiary benefit of allowing GP researchers to directly share trained trees. We present a formal definition of this standard and describe details of an implementation. In addition, we present a case study where GPML is used to implement a model predictive controller for the control of a building heating plant.

Year2019
JournalGenetic Programming and Evolvable Machines
Journal citation11
PublisherSpringer
ISSN1389-2576
Digital Object Identifier (DOI)https://doi.org/10.1007/s10710-019-09370-4
Web address (URL)https://link.springer.com/article/10.1007/s10710-019-09370-4?wt_mc=Internal.Event.1.SEM.ArticleAuthorOnlineFirst&utm_source=ArticleAuthorContributingOnlineFirst&utm_medium=email&utm_content=AA_en_06082018&ArticleAuthorContributingOnlineFirst_20191129
Publication dates
Print27 Nov 2019
Publication process dates
Accepted13 Nov 2019
Deposited12 Dec 2019
Publisher's version
License
File Access Level
Open
Permalink -

https://openresearch.lsbu.ac.uk/item/889wq

Download files

Publisher's version
Dou2019_Article_GPMLAnXML-basedStandardForTheI.pdf
License: CC BY 4.0
File access level: Open

  • 108
    total views
  • 77
    total downloads
  • 2
    views this month
  • 2
    downloads this month

Export as

Related outputs

Review of Intelligent Control Systems for Natural Ventilation as Passive Cooling Strategy for UK Buildings and Similar Climatic Conditions
Mahmoudi Saber, E., Chaer, I., Gillich, A. and Ekpeti, B. (2021). Review of Intelligent Control Systems for Natural Ventilation as Passive Cooling Strategy for UK Buildings and Similar Climatic Conditions. Energies. 14 (15), p. e4388. https://doi.org/10.3390/en14154388
Reducing carbon footprint and cooling demandin arid climates using an integrated hybrid ventilation and photovoltaic approach
Mahmoudi, S. E. and Elnabaw, M. H. (2021). Reducing carbon footprint and cooling demandin arid climates using an integrated hybrid ventilation and photovoltaic approach. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-021-01571-1
Performance prediction and evaluation on the first balanced energy networks (BEN) part I: BEN and building internal factors
Wang, Y, Gillich, A, Liu, D, Mahmoudi Saber, E., Yebiyo, M, Kang, R, Ford, A and Hewitt, M (2021). Performance prediction and evaluation on the first balanced energy networks (BEN) part I: BEN and building internal factors. Energy. 221, pp. 119797-119797. https://doi.org/10.1016/j.energy.2021.119797
Model predictive control of non-domestic heating using genetic programming dynamic models
Mahmoudi Saber, E. (2020). Model predictive control of non-domestic heating using genetic programming dynamic models. Applied Soft Computing . 97 (B), pp. 106695-106695. https://doi.org/10.1016/j.asoc.2020.106695
Limits and uncertainty for energy efficiency in the UK housing stock
Gillich, A., Mahmoudi Saber, E. and Mohareb, E. (2019). Limits and uncertainty for energy efficiency in the UK housing stock. Energy Policy. 133. https://doi.org/10.1016/j.enpol.2019.110889
Performance evaluation of damper control settings for operation of multiple-zone variable air volume reheat system in different building applications and climate types
Mahmoudi Saber, E. (2017). Performance evaluation of damper control settings for operation of multiple-zone variable air volume reheat system in different building applications and climate types. Building Simulation. 10 (5), pp. 687-696. https://doi.org/10.1007/s12273-017-0353-4
Adaptable cooling coil performance during part loads in the tropics - A computational evaluation
Sekhar, C, Anand, P, Schiavon, S, Tham, KW, Cheong, D and Mahmoudi Saber, E. (2017). Adaptable cooling coil performance during part loads in the tropics - A computational evaluation. Energy and Buildings. 159, pp. 148-163. https://doi.org/10.1016/j.enbuild.2017.10.086
A review of high temperature cooling systems in tropical buildings
Mahmoudi Saber, E., Tham, KW and Leibundgut, H (2016). A review of high temperature cooling systems in tropical buildings. Building and Environment. 96, pp. 237-249. https://doi.org/10.1016/j.buildenv.2015.11.029
Performance evaluation of low exergy systems depicting decentralized dedicated outdoor air system coupled with radiant cooling in the tropics
Mahmoudi Saber, E. (2016). Performance evaluation of low exergy systems depicting decentralized dedicated outdoor air system coupled with radiant cooling in the tropics. PhD Thesis National University of Singapore Department of Building
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.
Ventilation effectiveness and contaminant distribution in an occupied space conditioned with low exergy ventilation technologies in the tropics
Mahmoudi Saber, E., Mast, M, Tham, KW and Leibundgut, H (2015). Ventilation effectiveness and contaminant distribution in an occupied space conditioned with low exergy ventilation technologies in the tropics. Healthy Buildings 2015 Europe. Eindhoven, Netherlands 18 - 20 May 2015 London South Bank University.
PV (photovoltaics) performance evaluation and simulation-based energy yield prediction for tropical buildings
Mahmoudi Saber, E., Lee, SE, Manthapuri, S, Yi, W and Deb, C (2014). PV (photovoltaics) performance evaluation and simulation-based energy yield prediction for tropical buildings. Energy. 71, pp. 588-595. https://doi.org/10.1016/j.energy.2014.04.115
Numerical Modelling of an Indoor Space Conditioned with Low Exergy Cooling Technologies in the Tropics
Mahmoudi Saber, E., Mast, M, Tham, KW and Leibundgut, H (2014). Numerical Modelling of an Indoor Space Conditioned with Low Exergy Cooling Technologies in the Tropics. 13th International Conference on Indoor Air Quality and Climate. Hong Kong 07 - 12 Jul 2014 London South Bank University.
Thermal comfort and IAQ analysis of a decentralized DOAS system coupled with radiant cooling for the tropics
Mahmoudi Saber, E., Iyengar, R, Mast, M, Meggers, F, Tham, KW and Leibundgut, H (2014). Thermal comfort and IAQ analysis of a decentralized DOAS system coupled with radiant cooling for the tropics. Building and Environment. 82, pp. 361-370. https://doi.org/10.1016/j.buildenv.2014.09.001
Stuck in a stack—Temperature measurements of the microclimate around split type condensing units in a high rise building in Singapore
Bruelisauer, M, Meggers, F, Mahmoudi Saber, E., Li, C and Leibundgut, H (2013). Stuck in a stack—Temperature measurements of the microclimate around split type condensing units in a high rise building in Singapore. Energy and Buildings. 71, pp. 28-37. https://doi.org/10.1016/j.enbuild.2013.11.056