This review proposes the concept of a “frugal twin,” similar to a digital twin, but for physical
experiments. Frugal twins range from simple toy examples to low-cost surrogates of high …

This review proposes the concept of a “frugal twin,” similar to a digital twin, but for physical
experiments. Frugal twins range from simple toy examples to low-cost surrogates of high …

With the rise of self-driving labs (SDLs) and automated experimentation across chemical
and materials sciences, there is a considerable challenge in designing the best autonomous …

Self-driving laboratories (SDLs) promise an accelerated application of the scientific method.
Through the automation of experimental workflows, along with the autonomization of …

The ever-growing demand for advanced functional materials requires disruption of
conventional approaches to experimentation and acceleration of the discovery process …

Self-driving labs (SDLs) have recently emerged as one of the most significant technological
developments in the chemical and materials sciences and hold the potential to revolutionize …

Accelerating the discovery of new molecules and materials, as well as developing green
and sustainable ways to synthesize them, will help to address global challenges in energy …

Self-driving laboratories (SDLs) are the future; however, the capital and expertise required
can be daunting. We introduce the idea of an optimization task for less than 100 USD, a …

The urgency of finding solutions to global energy, sustainability, and healthcare challenges
has motivated rethinking of the conventional chemistry and material science workflows. Self …

Self-driving laboratories can accelerate materials discovery by achieving scientific
objectives hundreds of times faster than automation alone. However, a self-driving …