TY - JOUR
T1 - Automated discovery of scientific concepts
T2 - Replicating three recent discoveries in mechanics
AU - Hakuk, Yaron
AU - Reich, Yoram
N1 - Publisher Copyright:
© 2020 Elsevier Ltd
PY - 2020/4
Y1 - 2020/4
N2 - Throughout history, humanity cherished new scientific discoveries; many people devoted their lives to find them in laborious manual processes. Since the emergence of artificial intelligence, about 60 years ago, the possibility of automated scientific discovery has become conceivable and has attracted significant and growing interest. Many studies of automated scientific discovery have been presented over the years. This article presents a new automated discovery approach that crosses disciplines and transfers knowledge between them. The approach requires rich and formal background knowledge to find concepts, methods, or laws not known in one discipline by using their counterpart in other disciplines, specifically disciplinary knowledge that is represented in the Interdisciplinary Engineering Knowledge Genome. Three recent discoveries in mechanics were replicated automatically through software execution, demonstrating the validity of the approach. In future studies, the goal is to discover new knowledge in mechanics and/or electronics, as well as venture into other disciplines including outside engineering.
AB - Throughout history, humanity cherished new scientific discoveries; many people devoted their lives to find them in laborious manual processes. Since the emergence of artificial intelligence, about 60 years ago, the possibility of automated scientific discovery has become conceivable and has attracted significant and growing interest. Many studies of automated scientific discovery have been presented over the years. This article presents a new automated discovery approach that crosses disciplines and transfers knowledge between them. The approach requires rich and formal background knowledge to find concepts, methods, or laws not known in one discipline by using their counterpart in other disciplines, specifically disciplinary knowledge that is represented in the Interdisciplinary Engineering Knowledge Genome. Three recent discoveries in mechanics were replicated automatically through software execution, demonstrating the validity of the approach. In future studies, the goal is to discover new knowledge in mechanics and/or electronics, as well as venture into other disciplines including outside engineering.
KW - Interdisciplinary engineering knowledge genome
KW - Knowledge discovery
KW - Knowledge-based discovery
KW - Scientific discovery
KW - Truss mechanism duality
UR - http://www.scopus.com/inward/record.url?scp=85080989082&partnerID=8YFLogxK
U2 - 10.1016/j.aei.2020.101080
DO - 10.1016/j.aei.2020.101080
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AN - SCOPUS:85080989082
SN - 1474-0346
VL - 44
JO - Advanced Engineering Informatics
JF - Advanced Engineering Informatics
M1 - 101080
ER -