Smart Grids Data Analysis: A Systematic Mapping Study
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14610%2F20%3A00115135" target="_blank" >RIV/00216224:14610/20:00115135 - isvavai.cz</a>
Result on the web
<a href="https://ieeexplore.ieee.org/document/8903549" target="_blank" >https://ieeexplore.ieee.org/document/8903549</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/TII.2019.2954098" target="_blank" >10.1109/TII.2019.2954098</a>
Alternative languages
Result language
angličtina
Original language name
Smart Grids Data Analysis: A Systematic Mapping Study
Original language description
Data analytics and data science play a significant role in nowadays society. In the context of smart grids, the collection of vast amounts of data has seen the emergence of a plethora of data analysis approaches. In this article, we conduct a systematic mapping study aimed at getting insights about different facets of SG data analysis: application subdomains (e.g., power load control), aspects covered (e.g., forecasting), used techniques (e.g., clustering), tool support, research methods (e.g., experiments/simulations), and replicability/reproducibility of research. The final goal is to provide a view of the current status of research. Overall, we found that each subdomain has its peculiarities in terms of techniques, approaches, and research methodologies applied. Simulations and experiments play a crucial role in many areas. The replicability of studies is limited concerning the provided implemented algorithms, and to a lower extent due to the usage of private datasets.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
<a href="/en/project/EF16_013%2F0001802" target="_blank" >EF16_013/0001802: CERIT Scientific Cloud</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2020
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
IEEE Transactions on Industrial Informatics
ISSN
1551-3203
e-ISSN
1941-0050
Volume of the periodical
16
Issue of the periodical within the volume
6
Country of publishing house
US - UNITED STATES
Number of pages
21
Pages from-to
3619-3639
UT code for WoS article
000526381800001
EID of the result in the Scopus database
2-s2.0-85081581363