DEEP LEARNING FROM NATURE AND MACHINES: FRACTURE AND FATIGUE OF ENGINEERED AND BIOLOGICAL MATERIALS [Plenary Lecture]

DEEP LEARNING FROM NATURE AND MACHINES: FRACTURE AND FATIGUE OF ENGINEERED AND BIOLOGICAL MATERIALS [Plenary Lecture]

Subra SureshGrand Ballroom E

This plenary lecture will provide an overview of recent research illustrating how biomimetics, experiments, computational modeling and physics-informed machine learning algorithms synergistically provide unique insights into the deformation, fracture and fatigue characteristics of diverse classes of engineered and biological materials. Specific examples and applications considered here include: fracture and fatigue of compositionally graded nanostructured metals; metallization of diamond by engineering its elastic strain and fracture at nanoscale for applications in microelectronics and energy storage; deformation, failure and fatigue characteristics of human red blood cells with implications for clinical manifestations and human diseases; and design of plant-based materials for self-actuating soft robotics and as substrates for flexible electronics.
EXTENDED ABSTRACT

MIT, Cambridge, Massachusetts, United States of America
Mon 09:20 - 10:00
Plenary Lecture
Posted in .