PhD Thesis Defense
Thomas Stepleton
Carnegie Mellon University

Toward Versatile Structural Modification for Bayesian Nonparametric Time Series Models

Event Location: GHC 6501Abstract: Unsupervised learning techniques discover organizational structure in data, but to do so they must approach the problem with a priori assumptions. A fundamental trend in the development of these techniques has been the relaxation or elimination of the unwanted or arbitrary structural assumptions they impose. For systems that derive hidden Markov [...]

PhD Thesis Defense
Ankur Datta
Carnegie Mellon University

Closed-Form Analysis of Human Motion in Monocular Videos

Event Location: NSH 1507Abstract: When interacting with our surroundings, our actions are highly structured. This structure is a consequence of the purposefulness of human behavior --- we tend to do similar things in similar circumstances. Artificial systems must develop an understanding of the underlying dynamics that encode this structure to understand human actions in a [...]

PhD Thesis Defense
Rachel Kirby
Carnegie Mellon University

Social Robot Navigation

Event Location: NSH 1507Abstract: Mobile robots that encounter people on a regular basis must react to them in some way. While traditional robot control algorithms treat all unexpected sensor readings as objects to be avoided, we argue that robots that operate around people should react socially to those people, following the same social conventions that [...]

PhD Thesis Defense
Matt Zucker
Carnegie Mellon University

Learning and Optimization Methods for High Level Planning

Event Location: NSH 1507Abstract: Motion planning for complex systems such as legged robots and mobile manipulators has proven to be a difficult task due to the high dimensional configuration spaces that underly such systems, and also due to the variety of constraints which must be met at all times. One way to escape the so-called [...]

PhD Thesis Defense
Geoffrey A. Hollinger
Carnegie Mellon University

Search in the Physical World

Event Location: NSH 3305Abstract: This thesis examines search in the physical world, which differs significantly from the searches in the digital world that we perform every day on our computers. When searching the internet, for instance, success is a matter of informed indexing that allows the information to be retrieved quickly. In these cases, there [...]

PhD Thesis Defense
Lillian Y. Chang
Carnegie Mellon University

Pre-grasp interaction as a manipulation strategy for movable objects

Event Location: GHC 6501Abstract: Many approaches to improving robotic manipulation have focused on reach-to-grasp tasks, where the arm motion and hand configuration are planned for grasping an object. In these solutions, the object placement is often considered fixed in the environment and is carefully grasped from its presented configuration. In contrast, humans often take advantage [...]

PhD Thesis Defense
Rosen Diankov
Carnegie Mellon University

Automated Construction of Robotic Manipulation Programs

Event Location: NSH 3002Abstract: Society is becoming more automated with robots beginning to perform most tasks in factories and starting to help out in home and office environments. Arguably, one of the most important functions of robots is the ability to manipulate objects in their environment to accomplish primitive tasks. Because the space of possible [...]

PhD Thesis Defense
Frederik W. Heger
Carnegie Mellon University

Assembly Planning in Constrained Environments: Building Structures with Multiple Mobile Robots

Event Location: NSH 3002Abstract: Assembly is a task at which robots excel, but only as long as they operate in well-controlled environments such as factories or assembly lines. This thesis presents a comprehensive planning and execution framework that enables mobile manipulator robots to overcome this limitation and assemble large structures in physically challenging environments. In [...]

PhD Thesis Defense
David Silver
Carnegie Mellon University

Learning Preference Models for Autonomous Mobile Robots in Complex Domains

Event Location: NSH 1507Abstract: Achieving robust and reliable autonomous operation even in complex unstructured environments is a central goal of field robotics. As the environments and scenarios to which robots are applied have continued to grow in complexity, so has the challenge of properly defining preferences and tradeoffs between various actions and the terrains they [...]

PhD Thesis Defense
Christopher R. Baker
Carnegie Mellon University

Toward Adaptation and Reuse of Advanced Robotic Algorithms

Event Location: GHC 8102Abstract: As robotic systems become larger and more complex, it is increasingly important to compose them from reusable software components that can be easily deployed in novel systems. To date, efforts in this area have focused on device abstractions and messaging frameworks that promote the rapid and interoperable development of various perception, [...]