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>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.25952854.v2 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Computer Science & AI · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Engineering · Engineering · Engineering · Environmentally sustainable engineering · Environmentally sustainable engineering · Environmentally sustainable engineering · Machine learning · Machine learning · Machine learning · Modelling and simulation · Modelling and simulation · Modelling and simulation · Optimisation · Optimisation · Optimisation
Provenance · 3 source records, 26 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/25952854 | 5 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/25952854 | 5 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/25952854 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:401102 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Environmentally sustainable engineering'] |
| concepts[field].anzsrc:field:401102 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Environmentally sustainable engineering'] |
| concepts[field].anzsrc:field:401102 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Environmentally sustainable engineering'] |
| concepts[field].anzsrc:field:460207 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Modelling and simulation'] |
| concepts[field].anzsrc:field:460207 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Modelling and simulation'] |
| concepts[field].anzsrc:field:460207 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Modelling and simulation'] |
| concepts[field].anzsrc:field:490304 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Optimisation'] |
| concepts[field].anzsrc:field:490304 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Optimisation'] |
| concepts[field].anzsrc:field:490304 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Optimisation'] |
| concepts[field].anzsrc:group:4611 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Machine Learning'] |
| concepts[field].anzsrc:group:4611 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Machine Learning'] |
| concepts[field].anzsrc:group:4611 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Machine Learning'] |
| concepts[field].local:field:computer-science-ai | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
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| concepts[field].local:field:computer-science-ai | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:engineering | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |