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Rolling Resistance: Problem Solving01:17

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Rolling resistance, also known as rolling friction, is the force that resists the motion of a rolling object, such as a wheel, tire, or ball, when it moves over a surface. It is caused by the deformation of the object and the surface in contact with each other, as well as other factors like internal friction, hysteresis, and energy losses within the materials. Rolling resistance opposes the object's motion, requiring additional energy to overcome it and maintain movement. In practical...

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Science acceleration and accessibility with self-driving labs.

Richard B Canty1, Jeffrey A Bennett1, Keith A Brown2

  • 1Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC, USA.

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Self-Driving Laboratories (SDLs) automate scientific research for efficiency. This perspective discusses improving SDL access through shared facilities and networks to boost collaboration and enable complex projects.

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Area of Science:

  • Chemical Sciences
  • Materials Science
  • Automation

Background:

  • Global challenges require innovative research methods.
  • Self-Driving Laboratories (SDLs) automate experimental design and execution.
  • SDLs optimize research processes and reduce material consumption.

Purpose of the Study:

  • Explore strategies for enhancing access to Self-Driving Laboratories (SDLs).
  • Address technical and collaborative challenges in SDL implementation.
  • Promote inclusivity and enable novel research through improved SDL accessibility.

Main Methods:

  • Perspective piece discussing centralized facilities and distributed networks for SDL access.
  • Analysis of technical requirements for SDL integration.
  • Examination of collaborative frameworks for human-machine and human-human interaction within SDLs.

Main Results:

  • Centralized facilities and distributed networks can improve SDL accessibility.
  • Overcoming technical and collaborative hurdles is key to realizing SDL potential.
  • Enhanced SDL access can foster inclusivity and facilitate complex research.

Conclusions:

  • Improving access to Self-Driving Laboratories is crucial for advancing scientific research.
  • SDLs have the potential to significantly enhance research efficiency and collaboration.
  • Facilitating broader access to SDLs will accelerate solutions to complex global challenges.