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Academic Publication Academic Publication

Sampling-Based Motion Planning: A Comparative Review

107
Citations
July 10, 2024
Published Date

Research Abstract & Technology Focus

Sampling-based motion planning is one of the fundamental paradigms to generate robot motions, and a cornerstone of robotics research. This comparative review provides an up-to-date guide and reference manual for the use of sampling-based motion planning algorithms. It includes a history of motion planning, an overview of the most successful planners, and a discussion of their properties. It also shows how planners can handle special cases and how extensions of motion planning can be accommodated. To put sampling-based motion planning into a larger context, a discussion of alternative motion generation frameworks highlights their respective differences from sampling-based motion planning. Finally, a set of sampling-based motion planners are compared on 24 challenging planning problems in order to provide insights into which planners perform well in which situations and where future research would be required. This comparative review thereby provides not only a useful reference manual for researchers in the field but also a guide for practitioners to make informed algorithmic decisions.
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Frequently Asked Questions (FAQ)

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What is the core focus of the research titled 'Sampling-Based Motion Planning: A Comparative Review'?

This literature focuses on: Sampling-based motion planning is one of the fundamental paradigms to generate robot motions, and a cornerstone of robotics research. This comparative review provides an up-to-date guide and reference manual for the use of sampling-based motion pl...

Are there open-source GitHub repositories related to Sampling-Based Motion Planning: A Comparative Review?

Yes, open-source projects like pedrodg28/yuzu-emu (Yuzu Emulator Switch Nintendo Pokemon Scarlet Violet, Mario Kart 8 Deluxe, firmware 18.1.0, prod.keys, shader stutter fix, FPS++ mod, save file imp...) are actively building upon these concepts.

Which startups are commercializing the technology behind Sampling-Based Motion Planning: A Comparative Review?

Products like Invoke are bringing this to market. Their focus is: Agentic coding IDE with visual planning boards and canvas.

What other academic literature is closely related to 'Sampling-Based Motion Planning: A Comparative Review'?

Yes, highly correlated activity was mapped. An entry titled 'How Human Motion Prediction Quality Shapes Social Robot Navigation Performance in Constrained Spaces' discusses this: Motivated by the vision of integrating mobile robots closer to humans in warehouses, hospitals, manufacturing plants, and the home, we focus on rob...

How is the concept of 'Sampling-Based Motion Planning: A Comparative Review' being discussed by engineers on Hacker News?

Yes, highly correlated activity was mapped. An entry titled 'Show HN: A living Vancouver. Connor is walking dogs at the SPCA this morning' discusses this: This project represents a shift from static demographic modeling to dynamic, agent-based simulation. By integrating real-time external data (transi...

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Commercial Realization

Startups and Open Source tools heavily associated with the concepts explored in this paper.

  • GitHub
    pedrodg28/yuzu-emu
    Yuzu Emulator Switch Nintendo Pokemon Scarlet Violet, Mario Kart 8 ...
  • Product Hunt
    Invoke
    Agentic coding IDE with visual planning boards and canvas
  • Product Hunt
    Bazaar V4
    AI motion graphics and video generator

Associated Media Narrative