Massachusetts Institute of Technology
Multi-Domain Coincidence Processing and Memory Architecture for Real-Time Geiger Mode LiDAR
Abstract
dc:description.abstractGeiger-Mode LiDAR is a powerful time-of-flight range sensing technology that enables rapid, wide area three-dimensional mapping with the unique capability of foliage penetration. These sensor arrays produce very high data rates on the order of 5 Gbps, requiring high-bandwidth motion compensation and coincidence processing to correlate the range returns and locate the modes in three-dimensional space. This paper proposes a multi-processor system architecture and memory management techniques for performing orientation-compensated histogram generation and peak detection to filter the LiDAR data stream, removing redundancy and spurious outputs. The multi-processor design, employing custom logic in concert with multiple CPUs, offers a reduction in system size, weight, and power [SWaP] by several orders of magnitude when compared to existing CPU-only real time coincidence processor designs. Behavioral simulations and hardware-in-the-loop testing offer partial proof of functionality for this design, which is capable of reducing the data rate by a factor of approximately 300 with output in the form of Cartesian coordinates, which can be directly integrated into a point cloud data structure for viewing. This promising result warrants further development work on LiDAR system designs incorporating these concepts.
Degree
thesis:*- Name thesis:degree_name
- Master
- Department dc:contributor.department
- Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
- Grantor dc:publisher
- Massachusetts Institute of Technology
- Year dc:date.issued
- 2022
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- McGuire, Jacob T.
- Advisors dc:contributor.advisor
-
- Rowe, Gregory
- Steinmeyer, Joe
- Vasile, Alexandru
Rights
dc:rights- Statement dc:rights
-
- In Copyright - Educational Use Permitted
- Copyright MIT
- Licence dc:rights.uri
Identifiers
dc:identifier.*- Handle dc:identifier.uri
- https://hdl.handle.net/1721.1/144899
- OAI identifier oai:identifier
- oai:dspace.mit.edu:1721.1/144899