A systematic literature review on hardware implementation of artificial intelligence algorithms
Artificial intelligence (AI) and machine learning (ML) tools play a significant role in the recent
evolution of smart systems. AI solutions are pushing towards a significant shift in many fields …
evolution of smart systems. AI solutions are pushing towards a significant shift in many fields …
A survey of fpga-based robotic computing
Recent researches on robotics have shown significant improvement, spanning from
algorithms, mechanics to hardware architectures. Robotics, including manipulators, legged …
algorithms, mechanics to hardware architectures. Robotics, including manipulators, legged …
[PDF][PDF] Robot motion planning on a chip.
S Murray, W Floyd-Jones, Y Qi, DJ Sorin… - … Science and Systems, 2016 - researchgate.net
We describe a process that constructs robot-specific circuitry for motion planning, capable of
generating motion plans approximately three orders of magnitude faster than existing …
generating motion plans approximately three orders of magnitude faster than existing …
ITOMP: Incremental trajectory optimization for real-time replanning in dynamic environments
We present a novel optimization-based algorithm for motion planning in dynamic
environments. Our approach uses a stochastic trajectory optimization framework to avoid …
environments. Our approach uses a stochastic trajectory optimization framework to avoid …
Recent progress on sampling based dynamic motion planning algorithms
This paper reviews recent developments extending sampling based motion planning
algorithms to operate in dynamic environments. Sampling based planners provide an …
algorithms to operate in dynamic environments. Sampling based planners provide an …
The microarchitecture of a real-time robot motion planning accelerator
S Murray, W Floyd-Jones, Y Qi… - 2016 49th Annual …, 2016 - ieeexplore.ieee.org
We have developed a hardware accelerator for motion planning, a critical operation in
robotics. In this paper, we present the microarchitecture of our accelerator and describe a …
robotics. In this paper, we present the microarchitecture of our accelerator and describe a …
Fast humanoid robot collision-free footstep planning using swept volume approximations
In this paper, we propose a novel and coherent framework for fast footstep planning for
legged robots on a flat ground with 3-D obstacle avoidance. We use swept volume …
legged robots on a flat ground with 3-D obstacle avoidance. We use swept volume …
Energy-efficient realtime motion planning
Motion planning is a fundamental problem in autonomous robotics with real-time and low-
energy requirements for safe navigation through a dynamic environment. More than 90% of …
energy requirements for safe navigation through a dynamic environment. More than 90% of …
Massively parallel A* search on a GPU
Y Zhou, J Zeng - Proceedings of the AAAI conference on artificial …, 2015 - ojs.aaai.org
A* search is a fundamental topic in artificial intelligence. Recently, the general purpose
computation on graphics processing units (GPGPU) has been widely used to accelerate …
computation on graphics processing units (GPGPU) has been widely used to accelerate …
GPU-based parallel collision detection for fast motion planning
We present parallel algorithms to accelerate collision queries for sample-based motion
planning. Our approach is designed for current many-core GPUs and exploits data …
planning. Our approach is designed for current many-core GPUs and exploits data …