Highly parallelized control programming methodologies using multicore CPU and FPGA for highly dynamic multi-DoF mobile robots, applied to the MIT Cheetah
Thesis: Ph. D., Massachusetts Institute of Technology, Department of Mechanical Engineering, 2014.
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| Format: | Thesis |
| Language: | eng |
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Massachusetts Institute of Technology
2014
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| Online Access: | http://hdl.handle.net/1721.1/87982 |
| _version_ | 1811087749478875136 |
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| author | Seok, Sangok |
| author2 | Sangbae Kim. |
| author_facet | Sangbae Kim. Seok, Sangok |
| author_sort | Seok, Sangok |
| collection | MIT |
| description | Thesis: Ph. D., Massachusetts Institute of Technology, Department of Mechanical Engineering, 2014. |
| first_indexed | 2024-09-23T13:51:24Z |
| format | Thesis |
| id | mit-1721.1/87982 |
| institution | Massachusetts Institute of Technology |
| language | eng |
| last_indexed | 2024-09-23T13:51:24Z |
| publishDate | 2014 |
| publisher | Massachusetts Institute of Technology |
| record_format | dspace |
| spelling | mit-1721.1/879822019-04-12T07:53:17Z Highly parallelized control programming methodologies using multicore CPU and FPGA for highly dynamic multi-DoF mobile robots, applied to the MIT Cheetah Seok, Sangok Sangbae Kim. Massachusetts Institute of Technology. Department of Mechanical Engineering. Massachusetts Institute of Technology. Department of Mechanical Engineering. Mechanical Engineering. Thesis: Ph. D., Massachusetts Institute of Technology, Department of Mechanical Engineering, 2014. Cataloged from PDF version of thesis. Includes bibliographical references (pages 103-113). This thesis presents highly parallelized control programming methodologies developed for multi-degrees of freedom (DoF) robots capable of highly dynamic movements. In robotic applications that require rapid physical interactions with the environment, it is critical for the robot to achieve a high-frequency synchronization of data processing from a large number of high-bandwidth actuators and sensors. To solve this important problem in robotics, I developed parallelized control programming methodologies that effectively utilize the advantages of modern parallel real-time computing technologies: multicore CPU, the Field Programmable Gate Array (FPGA), and distributed local processors. This approach was implemented in the fast running experiments of the MIT Cheetah. In such a highly dynamic robot, the required control bandwidth is particularly high since the MIT Cheetah's leg actuation system is designed to generate high force (output torque up to 100Nm) with high bandwidth (closed loop bandwidth up to 120Hz) with minimal mechanical impedance for fast locomotive capability. On the integrated control system, a multi-layered architecture is programmed. Inspired by data parallelism, task parallelism, and the pipelining method, more than 50 processes are operated in parallel, and major processes among them are optimized to achieve the maximum throughput.The proposed methodologies enable the high-level control sampling frequency 4 kHz. With this control system platform, I achieved a high-force proprioceptive impedance control [1], and a trot-running up to 6 m/s with a locomotion efficiency rivaling animals [2].. by Sangok Seok. Ph. D. 2014-06-13T22:39:28Z 2014-06-13T22:39:28Z 2014 2014 Thesis http://hdl.handle.net/1721.1/87982 880724296 eng M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission. http://dspace.mit.edu/handle/1721.1/7582 113 pages application/pdf Massachusetts Institute of Technology |
| spellingShingle | Mechanical Engineering. Seok, Sangok Highly parallelized control programming methodologies using multicore CPU and FPGA for highly dynamic multi-DoF mobile robots, applied to the MIT Cheetah |
| title | Highly parallelized control programming methodologies using multicore CPU and FPGA for highly dynamic multi-DoF mobile robots, applied to the MIT Cheetah |
| title_full | Highly parallelized control programming methodologies using multicore CPU and FPGA for highly dynamic multi-DoF mobile robots, applied to the MIT Cheetah |
| title_fullStr | Highly parallelized control programming methodologies using multicore CPU and FPGA for highly dynamic multi-DoF mobile robots, applied to the MIT Cheetah |
| title_full_unstemmed | Highly parallelized control programming methodologies using multicore CPU and FPGA for highly dynamic multi-DoF mobile robots, applied to the MIT Cheetah |
| title_short | Highly parallelized control programming methodologies using multicore CPU and FPGA for highly dynamic multi-DoF mobile robots, applied to the MIT Cheetah |
| title_sort | highly parallelized control programming methodologies using multicore cpu and fpga for highly dynamic multi dof mobile robots applied to the mit cheetah |
| topic | Mechanical Engineering. |
| url | http://hdl.handle.net/1721.1/87982 |
| work_keys_str_mv | AT seoksangok highlyparallelizedcontrolprogrammingmethodologiesusingmulticorecpuandfpgaforhighlydynamicmultidofmobilerobotsappliedtothemitcheetah |