Mass Spectrometry & Spectroscopy
Can AI Conduct Its Own Experiments?
Apr 25 2018
The AI revolution is quickly gaining momentum, with robots being deployed everywhere from offshore oil rigs to marine research centres. Now, a laboratory at Pittsburgh's Carnegie Mellon University is championing artificial intelligence by gradually outsourcing chemical work to robots.
Armed with skill, precision and steadfast diligence, the robots lift bottles filled with chemical reagents, transport them to test tube banks and dispense an exact number of drops. The goal is to pinpoint the optimum chemical makeup for high-capacity electric car batteries, a project that's fronted by the Toyota Research Institute.
While the robots are currently used only as manpower, the team assert that they could eventually devise the experiments. Over the next few months engineers are working on an artificial intelligence algorithm that will allow the robots to plan the experiments based on previous battery test runs and use data to modify the concentrations of test ingredients.
“It’s automating not only the manual part of doing the experiment but also the planning part,” explains Brian Storey, the project's head scientist.
AI enters the university science curricula
In the past robotic labour has been limited to physical tasks and activities that can be pre-automated. However, new advancements mean AI software can now empower robots with the capacity to identify and sort patterns. Over the past few years this has seen robots deployed in a host of scientific contexts, including sifting through billions of particle tracks to eventually discover the Higgs boson, aka the "God particle."
Manuela Veloso, head of Carnegie Mellon’s machine learning department maintains that robots will play a key role in helping humans process the tidal wave of digital information that's churned out by next-generation sensors, sequencers, and satellites. “We just cannot handle the amount of data anymore,” he says.
Humans and robots working together
The one downfall is that while robots are highly skilled at higher-order analysis, they're not able to present the sophisticated theoretical formulations that explain how they reached a certain answer. Until then, humans and AI will continue to work together to make scientific breakthroughs.
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