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Data · dataset · 2024

Optimising the prediction of hourly heat demand using an effective Artificial Neural Network method

Listed in ZivaHub and Deakin Research Online and DMU Figshare — shown once because both records carry DOI 10.6084/m9.figshare.25952854.v2

<p dir="ltr">An artificial neural network (ANN) model has been developed to predict hourly heat demand from past demand only.

Description

This is the revised version (2026) of the code and network, as used in the revised manuscript; it replaces the 2024 version. The attached data includes the following files:</p><ol><li>Trained neural network for Model 3 (.mat file), 49 input delays and 2 hidden neurons</li><li>Matlab code for running Model 3 (.m file), including the spike repair rule</li><li>Heat demand data (2010 test series), to be used with the above two files as an example</li><li>rsquare.m, a helper function called by the code</li></ol><p dir="ltr"><br></p>

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Where it is published

Catalogue records · 1

Topics

Provenance · 3 source records, 26 field assertions
SourceKeyLast seenRaw
ZivaHuboai:figshare.com:article/259528545 d agoJSON v1
Deakin Research Onlineoai:figshare.com:article/259528545 d agoJSON v1
DMU Figshareoai:figshare.com:article/259528545 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].anzsrc:field:401102mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Environmentally sustainable engineering']
concepts[field].anzsrc:field:401102mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Environmentally sustainable engineering']
concepts[field].anzsrc:field:401102mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Environmentally sustainable engineering']
concepts[field].anzsrc:field:460207mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Modelling and simulation']
concepts[field].anzsrc:field:460207mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Modelling and simulation']
concepts[field].anzsrc:field:460207mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Modelling and simulation']
concepts[field].anzsrc:field:490304mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Optimisation']
concepts[field].anzsrc:field:490304mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Optimisation']
concepts[field].anzsrc:field:490304mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Optimisation']
concepts[field].anzsrc:group:4611mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Machine Learning']
concepts[field].anzsrc:group:4611mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Machine Learning']
concepts[field].anzsrc:group:4611mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Machine Learning']
concepts[field].local:field:computer-science-aimapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:computer-science-aimapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:computer-science-aimapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:engineeringmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:engineeringmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
descriptionsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/description
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