Skip to main content

RVE & Micromechanical Analysis

Instructor

  • Zeliang Liu, Ph.D.

Price

  • $350
  • $175 for students

What's Included

  • One day of in­struc­tion
  • Class notes

RVE & Micromechanical Analysis

Prerequisites

  • You should be fa­mil­iar with LS-DY­NA® and ma­te­r­i­al mod­el­ing.

Syllabus

This class in­tro­duces sev­er­al nu­mer­i­cal meth­ods for RVE and mi­cro­me­chan­i­cal analy­sis us­ing LS-DY­NA. This class in­cludes var­i­ous ex­am­ples of mul­ti­scale ma­te­ri­als, such as rub­ber com­pos­ites, poly­crys­tals, and car­bon-fiber re­in­forced poly­mer com­pos­ites. The class al­so has a sec­tion on overview­ing emerg­ing ma­chine learn­ing meth­ods in ma­te­r­i­al mod­el­ing. You should leave this class with a well-round­ed un­der­stand­ing of how to use da­ta gen­er­at­ed from an RVE analy­sis in large-scale sim­u­la­tions.

Content

Part 1:

  1. In­tro­duc­tion
  2. Rep­re­sen­ta­tive vol­ume el­e­ment (RVE) the­o­ry
  3. Overview of di­rect nu­mer­i­cal sim­u­la­tion for RVE analy­sis
  4. Loads & bound­ary con­di­tions
  5. LS-DY­NA's RVE pack­age for mul­ti­scale ma­te­r­i­al mod­el­ing
  6. RVE with in­ter­fa­cial fail­ure (debond­ing)
  7. Ex­am­ples

Part 2:

  1. Overview of ma­chine learn­ing meth­ods in ma­te­r­i­al mod­el­ing
  2. Chal­lenges and mo­ti­va­tions
  3. In­tro­duc­tion to deep ma­te­r­i­al net­work
  4. Da­ta gen­er­a­tion us­ing LS-DY­NA's RVE pack­ages
  5. Ap­pli­ca­tions
  6. Sum­ma­ry & fu­ture work