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Efficient CORDIC Iteration Design of LiDAR Sensors' Point-Cloud Map Reconstruction Technology
Yu-Cheng Fan1, Yi-Cheng Liu1, Chiao-An Chu2
1Department of Electronic Engineering, National Taipei University of Technology, Taipei 10608, Taiwan.
Sensors (Basel, Switzerland)
|December 15, 2019
Summary
This paper introduces an efficient COordinate Rotation DIgital Computer (CORDIC) circuit for LiDAR sensors, significantly reducing iterations and computation time. This optimized design accelerates LiDAR data processing for autonomous vehicles.
Area of Science:
- Electrical Engineering
- Computer Engineering
- Robotics
Background:
- LiDAR sensors are crucial for autonomous vehicles, requiring efficient data processing.
- Existing CORDIC algorithms can be computationally intensive for real-time LiDAR applications.
Purpose of the Study:
- To propose a novel CORDIC iteration circuit design for enhanced LiDAR sensor performance.
- To reduce computational complexity and improve the speed of LiDAR data decoding.
Main Methods:
- Developed a novel CORDIC architecture with pre-selected angles to minimize iterations.
- Implemented and tested the CORDIC circuit for LiDAR packet and 3D frame decoding.
Main Results:
- Achieved trigonometric function calculation in just seven rotations, reducing iterations by over half.
- Experimental results confirmed exact matching with ground truth data.
- The designed chip boasts a small area (1.93 mm × 1.93 mm) and low gate count (129,688).
- Demonstrated rapid decoding times (0.012 ms for packet, 0.912 ms for 3D frame) and high throughput (8.2105 × 10^8 bits/sec).
Conclusions:
- The proposed CORDIC design offers a significant improvement in efficiency for LiDAR sensors.
- This optimization reduces computation time, chip area, and power consumption.
- The efficient CORDIC solution is vital for real-time point-cloud map reconstruction in autonomous driving.
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