AI

The laboratory of the future makes its own experiments

At DTU, a new kind of laboratory will work around the clock without researchers in lab coats. Here, artificial intelligence devises chemical experiments and makes robots perform them, which could lead to new advanced materials for the green transition in record time.

A man is standing in a laboratory at DTU where he is setting some equipment. Photo: Thomas Steen Sørensen
Assistant Professor Andy Sode Anker is one of the researchers at DTU who is working on developing laboratories that can devise and carry out experiments autonomously. Photo: Thomas Steen Sørensen
Closeup of some equipment inside a materials laboratory at DTU. Photo: Thomas Steen Sørensen
The self-driving laboratory is housed at CAPeX—a pioneering centre that will accelerate the development of new materials for the green transition. Photo: Thomas Steen Sørensen

Facts

The Pioneer Center for Accelerating P2X Materials Discovery—commonly referred to as CAPeX—is one of Denmark’s pioneering centres and its goal is to develop new advanced materials for, for example, catalysts for use in the green transition.

Headquartered at the Climate Challenge Laboratory at DTU Lyngby Campus, the centre is run in collaboration between DTU and Aalborg University (AAU) as well as national and international partners from the University of Copenhagen, the University of Southern Denmark, Aarhus University, Stanford University, Utrecht University, and the University of Toronto. 

The sky’s the limit

This time factor will be essential if we are to solve some of the planet’s major climate challenges. This is explained by Professor Tejs Vegge, who heads CAPeX.

“It has typically taken 20 years to develop and run a large-scale production of the materials in the battery or the type of screen your mobile phone uses, but we can’t wait for that to happen in the green transition, so we try to develop new materials five to ten times faster. Artificial intelligence is essential here,” says Tejs Vegge.

Among other things, the CAPeX researchers are working to create algorithms that can learn directly from the experiments the robot is doing, and then propose completely new compositions that AI again makes the robot make. The researchers are also developing a kind of ChatGPT for material chemistry, which you can tell what material properties you want, after which AI makes suggestions for how the material can be put together. 

The self-driving laboratory has used these methods to create a catalyst that can split water into hydrogen and oxygen, so the hydrogen can be used to create sustainable fuels or chemicals, for example.

“The self-driving laboratory has tested more than 1,000 different catalyst compositions and mixed up to five different metals, something which researchers would never do that by hand. We do not decide for it what to synthesize, it chooses the composition itself, and then it learns from the data and proposes new compositions that are better than what we had before,” says Tejs Vegge.

Foundation of civilizations

For the general public, ‘new materials’ may sound abstract, but for Andy Sode Anker, it is the foundation for how far humanity has progressed.

“Chemistry and materials are all around us. Materials define our society, and many civilizations are named after materials ranging from the Stone Age to the Iron Age and Bronze Age, and we now live in what many call the Silicon Age because silicon is everywhere in our digital technology, from computers to phones,” he says.

However, much of our technology relies on rare metals, which are not necessarily the best possible materials.

“Today, we use a narrow field of materials because it takes a long time to discover and research them. If we can quickly make new materials, it opens up some wild scenarios where we might be able to make a superconductor that can move power from one place on Earth to another in seconds, without it costing anything. It will completely change the way we think about electricity,” says Andy Sode Anker.

”We don’t have to be in the laboratory, but we have to manage the laboratory.”
Assistant Professor Andy Sode Anker DTU
Portrait photo of Assistant Professor Andy Sode Anker. Photo: Thomas Steen Sørensen
Andy Sode Anker’s field of research is materials chemistry, machine learning, and robotics. He is in the process of establishing a self-driving laboratory at DTU. Photo: Thomas Steen Sørense

The world is your laboratory

In the Climate Challenge Laboratory at DTU, Andy Sode Anker shows two colleagues around the laboratory. They are visiting from the University of Toronto, one of CAPeX’s partner universities and among the world leaders in developing self-driving laboratories.

The new technology also provides completely new opportunities to collaborate with colleagues around the world and make use of their specialized research facilities. 

“When you do chemical experiments manually, you are tied to the equipment you have available. I often need a synchrotron, which means I have to travel to the nearest facility and then spend days doing experiments. Imagine a world where everything is automated. Then I might have a colleague on the other side of the world who is an expert in spectroscopy and who can do some experiments for me. This opens up the possibility of doing much wilder experiments,” says Andy Sode Anker.

Humans still needed

However, there is still a long way to go. The self-driving laboratories have been criticized for using advanced robots and AI to make fairly simple chemical experiments.

“It’s true that we may not yet be doing experiments that humans wouldn’t be able to do manually, but the technology is moving really fast at the moment,” says Andy Sode Anker.

Soon, the self-driving laboratories will try their hand in the industry in a new collaboration with the Danish company Topsoe and the British AI company CuspAI. CAPeX will help produce new catalysts to develop sustainable aviation fuels.

“Sustainable aviation fuels are essential for reducing CO2 emissions in the aviation industry. The problem with aviation fuels is that they are extremely energy-rich and it is a huge challenge to make a sustainable alternative. Here, AI and self-driving laboratories can dramatically shorten the time from concept to catalyst and accelerate innovation cycles,” says Tejs Vegge.

Will scientists be obsolete in the future? Andy Sode Anker shakes his head.

“We don’t have to be in the laboratory, but we have to manage the laboratory. We will still need people to come up with a hypothesis or a new idea to take the research one step further,” he says.

Contact

Andy Sode Anker

Andy Sode Anker Assistant Professor Department of Energy Conversion and Storage Mobile: +45 21306867

Tejs Vegge

Tejs Vegge Professor Department of Energy Conversion and Storage Phone: +45 45258201 Mobile: +45 51641787