Massachusetts Institute of Technology
Analysis and algorithms for parametrization, optimization and customization of sled hockey equipment and other dynamical systems
Abstract
dc:description.abstractA dynamical system, an ensemble of particles, states of which evolve over time, can be described using a system of ordinary/partial differential equations (ODEs/PDEs). This dissertation presents fundamental investigations of the analysis and algorithms for the study of dynamical systems, by parametrizing, optimizing and customizing. We develop and/or implement numerical algorithms, for solving ODEs/PDEs, and statistical/machine-learning algorithms based on data, for physical inference and prediction. We further apply the methodologies on sled hockey, an adaptation of stand-up hockey, allows people with physical disabilities to participate in the game of ice hockey. First, we develop and implement numerical algorithms to study the nonlinear dynamics described by 4th-order nonlinear PDEs. The non-linear solvers apply multidimensional Newton's method with a Jacobian-free approach and a generalized conjugate residual (GCR) approach.
Degree
thesis:*- Name thesis:degree_name
- Doctoral
- Department dc:contributor.department
- Massachusetts Institute of Technology. Department of Mechanical Engineering
- Grantor dc:publisher
- Massachusetts Institute of Technology
- Year dc:date.issued
- 2020
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Liang, Youzhi,Ph.D.Massachusetts Institute of Technology.
- Advisor dc:contributor.advisor
-
- A.E. Hosoi.
Subjects
dc:subject × 1Rights
dc:rights- Statement dc:rights
-
- MIT theses may be protected by copyright. Please reuse MIT thesis content according to the MIT Libraries Permissions Policy, which is available through the URL provided.
- Licence dc:rights.uri
- Language dc:language.iso
- eng
Identifiers
dc:identifier.*- Handle dc:identifier.uri
- https://hdl.handle.net/1721.1/127727
- OAI identifier oai:identifier
- oai:dspace.mit.edu:1721.1/127727