Public Release: 

Integration of AI and robotics with materials sciences will lead to new clean energy technology

International experts outline new methods to accelerate development of clean-tech materials by 10x

Canadian Institute for Advanced Research

Materials are the foundation of essentially all clean energy technologies including advanced batteries, solar cells, low-energy semiconductors, catalysts for capturing and storing CO2, and more. But discovering new materials is currently a time consuming and expensive process: to determine whether they will be useful, newly discovered molecules are run through simulation, synthesis, and testing in an expensive process that can take 10 to 20 years.

Artificial intelligence and robotics combined with material sciences and other advanced methods could dramatically speed up development of new materials for all clean-energy technologies. The proposed integrated Materials Acceleration Platforms (MAPs) could cut the average time for developing a useful new material from 20 years down to one or two years.

The Expert Workshop Report, "Materials Acceleration Platform: Accelerating Advanced Energy Materials Discovery by Integrating High-Throughput Methods with Artificial Intelligence," was released in Mexico City today. This work is the result of a September 2017 workshop that convened more than 55 leading scientists from around the world to define the challenges, opportunities, and fundamental research needs related to materials discovery. The workshop was sponsored by the Mexican Ministry of Energy (SENER), the U.S. Department of Energy, and CIFAR.

This Report is an important milestone of the Clean Energy Materials Innovation Challenge of the global initiative Mission Innovation (MI) of 22 countries and the European Union that aims to accelerate global clean energy innovation. The Report calls for integrating material sciences with next-generation computing (high-throughput), artificial intelligence (machine learning) and robotics to accelerate the pace of materials discovery. Among the recommendations are development of "self-driving/autonomous laboratories" that automatically design, perform and interpret experiments in the quest of new high-performance, low-cost materials.

"The performance, efficiency and affordability of clean energy technologies can be increased by finding materials with the properties you need. At the moment, we're very much like Edison looking for filaments for his light bulb, testing them one by one in a sequential fashion, by trial-and-error, until we find the one that works. This report lays out a road map for methods that will let us quickly discover and design materials with exactly the properties we need. The key is to create fully integrated MAPs from beginning to end that enable humans to accelerate their pace of discovery," said Alán Aspuru-Guzik from Harvard University, co-chair of the workshop and lead author of the report.

The panel's recommendations

The workshop makes six recommendations that will lead to what it calls materials acceleration platforms (MAPs) that would integrate automated robotic machinery with rapid synthesis and characterization of materials and artificial intelligence that would accelerate the pace of discovery.

The platforms would help researchers transition from a largely trial-and-error method of materials discovery to one of "inverse design," in which materials with desired properties could be easily searched for and developed.

The workshop report recommends six key areas which will need to be developed to create these materials acceleration platforms. They are:

    1) "Self-driving laboratories" that design, perform and interpret experiments in an automated way;

    2) The development of specific forms of AI for materials discovery;

    3) Modular materials robotics platforms that can be assemblies of modular building blocks for synthesis and characterization;

    4) Further research into computational methods for inverse design;

    5) New methodologies for bridging the length and timescales associated with materials simulation; and

    6) Sophisticated data infrastructure and interchange platforms.

The report emphasized the need to develop multidisciplinary international teams of scientists and engineers with expertise in chemistry, materials sciences, advanced computing, robotics and AI, among other disciplines.

"I'm pleased that CIFAR was able to contribute to Mission Innovation's important work," said CIFAR President & CEO Alan Bernstein. "CIFAR and MI share similar goals, and our emphasis on excellence, global participation and tackling tough questions is the best strategy for creating the disruptive technologies needed to address the world's growing demand for energy."

Dr. Hermann Tribukait, of Mexico's Energy Innovation Funds and a report co-author, stated that "The private-sector stakeholders that join this initiative early will presumably have a first-mover advantage, that is, they will cultivate the know-how to adjust and gain a larger share of the growing benefits from these new technologies."


About the workshop

The Mexican Ministry of Energy (SENER) and U.S. Department of Energy (DOE), in partnership with the Canadian Institute for Advanced Research (CIFAR), sponsored the Clean Energy Materials Innovation Challenge workshop on Sept. 11-14 in Mexico City. A hundred and thirty people attended, including 55 leading scientists from top universities and research institutions, six keynote speakers and panelists--including Nobel Laureate Dr. Mario Molina, and Dr. Horst Simon, Deputy Director and Chief Research Officer at Lawrence Berkeley National Lab, 16 Mission Innovation member governments represented (Australia, Canada, Denmark, European Union, Finland, France, Germany, India, Italy, Korea, Mexico, Netherlands, Norway, Saudi Arabia, UK, and the US), and more than 50 students and observers from the private and public sectors. Attendees were from Australia, Belgium, Canada, Denmark, Finland, France, Germany, India, Italy, Korea, Mexico, the Netherlands, Norway, Saudi Arabia, Switzerland, UK, and the US.

Professor Alán Aspuru-Guzik of Harvard University and Professor Kristin Persson of University of California-Berkeley co-chaired and co-authored the workshop. Professor Carlos Amador-Bedolla of Universidad Nacional Autónoma de México (UNAM) was the local chair and co-author, and Dr. Hermann Tribukait, Mexico's Energy Innovation Funds, the Executive Chair and co-author.

About Mission Innovation

Mission Innovation (MI) is a global initiative of 22 countries and the European Union to dramatically accelerate global clean energy innovation. As part of the initiative, participating countries have committed to seek to double their governments' clean energy research and development (R&D) investments over five years, while encouraging greater levels of private sector investment in transformative clean energy technologies. These additional resources and Innovation Challenges will dramatically accelerate the availability of the advanced technologies that will define a future global energy mix that is clean, affordable, and reliable.

Mission Innovation was announced on November 30, 2015, as world leaders came together in Paris to undertake ambitious efforts to reduce CO2 emissions.


The Mexican Secretariat of Energy (SENER) conducts the country's energy policy, within the valid legal framework, to guarantee: the competitive, sufficient, high-quality, economically viable and environmentally sustainable energy supply required by national life; a population with full access to the energy supplies at competitive prices, with world-class public and private companies, operating within an adequate legal and regulatory framework; a strong encouragement of efficient energy use, research and technological development, a broad promotion of alternative energy use, and security of the energy supply.

About DOE

The mission of the Energy Department is to ensure America's security and prosperity by addressing its energy, environmental and nuclear challenges through transformative science and technology solutions.


CIFAR is a network of almost 400 leading researchers from 17 countries. Our 12 research programs bring together the world's most outstanding minds to address the world's most important questions. From clean energy to cyber security, systemic inequality, genetic disease, and beyond, CIFAR fellows break down the barriers between disciplines to create new knowledge for a better world.

Media contact:

Juanita Bawagan
Writer & Media Relations Specialist, CIFAR

Copies of the report can be downloaded at:

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