Automated discovery of scientific concepts: Replicating three recent discoveries in mechanics

Yaron Hakuk, Yoram Reich

Research output: Contribution to journalArticlepeer-review

Abstract

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.

Original languageEnglish
Article number101080
JournalAdvanced Engineering Informatics
Volume44
DOIs
StatePublished - Apr 2020

Keywords

  • Interdisciplinary engineering knowledge genome
  • Knowledge discovery
  • Knowledge-based discovery
  • Scientific discovery
  • Truss mechanism duality

Fingerprint

Dive into the research topics of 'Automated discovery of scientific concepts: Replicating three recent discoveries in mechanics'. Together they form a unique fingerprint.

Cite this