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Knowledge engineering for wind energy

delete2024-04-12
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OA
AI
Y
Yuriy Marykovskiy *
T
Thomas A. Clark
J
Justin Day
M
Marcus Wiens
C
Charles Henderson
J
Julian Quick
I
Imad Abdallah
A
Anna Maria Sempreviva
J
Jean-Paul Calbimonte
E
Eleni Chatzi
S
Sarah Barber
DOI:10.5194/wes-9-883-2024delete
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摘要

摘要

En 中文
With the rapid evolution of the wind energy sector, there is an ever-increasing need to create value from the vast amounts of data made available both from within the domain and from other sectors. This article addresses the challenges faced by wind energy domain experts in converting data into domain knowledge, connecting and integrating them with other sources of knowledge, and making them available for use in next-generation artificial intelligence systems. To this end, this article highlights the role that knowledge engineering can play in the digital transformation of the wind energy sector. It presents the main concepts underpinning knowledge-based systems and summarises previous work in the areas of knowledge engineering and knowledge representation in a manner that is relevant and accessible to wind energy domain experts. A systematic analysis of the current state of the art on knowledge engineering in the wind energy domain is performed with available tools put into perspective by establishing the main domain actors and their needs, as well as identifying key problematic areas. Finally, recommendations for further development and improvement are provided.
Keyword:
ONTOLOGY
PRINCIPLES
DATABASE
LESSONS
SYSTEM

期刊

Wind Energy 封面图
Wind Energy
IF:
3.3
论文数:
2.5K
被引数:
6.5K

机构

P
Pacific Northwest National Laboratory
学者数:
9.0K
论文数: 6.3K
被引数: 14
N
natural environment research council (nerc)
学者数:
4.4K
论文数: 3.5K
被引数: 4
E
ETH Zurich
学者数:
3.0W
论文数: 2.4W
被引数: 8.4W
T
technical university of denmark
学者数:
2.6W
论文数: 2.8W
被引数: 37
U
united states department of energy (doe)
学者数:
11.3W
论文数: 9.6W
被引数: 246
S
swiss federal institutes of technology domain
学者数:
9.0W
论文数: 8.0W
被引数: 163
U
uk research & innovation (ukri)
学者数:
2.7W
论文数: 2.3W
被引数: 32
N
nerc british antarctic survey
学者数:
1.0K
论文数: 866
被引数: 1
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