Painting & Coating Industry (PCI) logo Powder coating summit logo
  • Sign In
  • Create Account
  • Sign Out
  • My Account
  • NEWS
  • PRODUCTS
  • MATERIALS
  • TECHNOLOGIES
  • FINISHING
  • RESOURCES
  • EVENTS
  • DIRECTORIES
  • EMAGAZINE
  • CONTACT
cart
facebook twitter linkedin youtube
  • NEWS
  • Latest News
  • Market Trends & Reports
  • Price Alerts
  • Subscribe to eNewsletters
  • Global Top 10/ PCI 25
  • Weekly Featured Article
  • COATLE Word Game
  • PRODUCTS
  • Product News
  • Must See Products and Services
  • MATERIALS
  • Additives
  • Resins/Polymers
  • Pigments
  • Equipment
  • Distributors
  • TECHNOLOGIES
  • Adhesives
  • Architectural Coatings
  • Industrial Coatings
  • Nanotechnology
  • Powder Coatings
  • Solventborne
  • Special Purpose Coatings
  • Sustainability
  • UV Coatings
  • Waterborne
  • Waterborne
  • FINISHING
  • Finishing News
  • Finishing Technologies
  • Finishing Equipment
  • RESOURCES
  • Columns
  • Blogs
  • Coatings Supplier Handbook
  • Podcasts and Videos
  • PCI Store
  • eBooks
  • Sponsor Insights
  • White Papers
  • COATLE Word Game
  • Columns
  • Ask Joe Powder
  • Did you know?
  • Distribution Dive
  • Focus on Canada
  • Formulating With Mike
  • Innovation Insights
  • Moody's Coatings Conundrums
  • Powder Coating Perspectives
  • Target the Market
  • TiO2 Insider
  • Blogs
  • Editor's Viewpoint
  • Industry Insights
  • Podcasts and Videos
  • COAT-IT! Podcast
  • Videos/PCI TV
  • EVENTS
  • Coatings Trends & Technologies Summit
  • Paint and Coatings Academy
  • Webinars
  • Calendar of Events
  • Lifetime Achievement Award
  • DIRECTORIES
  • Buyer's Guide
  • Equipment Directory
  • Materials Directory
  • EMAGAZINE
  • Current Issue
  • eMagazine Archive
  • China Issue Archive
  • Editorial Advisory Board
  • CONTACT
  • Contact Us
  • Advertise
  • Subscribe to eMagazine
  • Subscribe to eNewsletters
Painting & Coating Industry (PCI) logo Powder coating summit logo
search
cart
facebook twitter linkedin youtube
  • Sign In
  • Create Account
  • Sign Out
  • My Account
Painting & Coating Industry (PCI) logo Powder coating summit logo
  • NEWS
    • Latest News
    • Market Trends & Reports
    • Price Alerts
    • Subscribe to eNewsletters
    • Global Top 10/ PCI 25
    • Weekly Featured Article
    • COATLE Word Game
  • PRODUCTS
    • Product News
    • Must See Products and Services
  • MATERIALS
    • Additives
    • Resins/Polymers
    • Pigments
    • Equipment
    • Distributors
  • TECHNOLOGIES
    • Adhesives
    • Architectural Coatings
    • Industrial Coatings
    • Nanotechnology
    • Powder Coatings
    • Solventborne
    • Special Purpose Coatings
    • Sustainability
    • UV Coatings
    • Waterborne
    • FINISHING
      • Finishing News
      • Finishing Technologies
      • Finishing Equipment
    • RESOURCES
      • Columns
        • Ask Joe Powder
        • Did you know?
        • Distribution Dive
        • Focus on Canada
        • Formulating With Mike
        • Innovation Insights
        • Moody's Coatings Conundrums
        • Powder Coating Perspectives
        • Target the Market
        • TiO2 Insider
      • Blogs
        • Editor's Viewpoint
        • Industry Insights
      • Coatings Supplier Handbook
      • Podcasts and Videos
        • COAT-IT! Podcast
        • Videos/PCI TV
      • PCI Store
      • eBooks
      • Sponsor Insights
      • White Papers
      • COATLE Word Game
    • EVENTS
      • Coatings Trends & Technologies Summit
      • Paint and Coatings Academy
      • Webinars
      • Calendar of Events
      • Lifetime Achievement Award
    • DIRECTORIES
      • Buyer's Guide
      • Equipment Directory
      • Materials Directory
    • EMAGAZINE
      • Current Issue
      • eMagazine Archive
      • China Issue Archive
      • Editorial Advisory Board
    • CONTACT
      • Contact Us
      • Advertise
      • Subscribe to eMagazine
      • Subscribe to eNewsletters
    Paint and Coatings AdditivesPaint and Coating PigmentsPaint and Coating Resins & PolymersPaint and Coating EquipmentPaint and Coating Distributors & ServicesPaint and Coating Market ReportsArchitectural CoatingsIndustrial CoatingsSpecial Purpose CoatingsInnovation Insights

    The Intersection of AI and Materials Research

    By Victoria Scarborough Ph.D., Vice President for Collaborative Innovation, The ChemQuest Group
    1-InnovationInsights.png
    September 9, 2024

    personnel announcementsVictoria Scarborough, Ph. D.

    This quarterly column, written by Victoria Scarborough, Ph.D., Vice President Collaborative Innovation of The ChemQuest Group, Inc., provides a look into the latest trends and technologies within the coatings and adjacent industries that impact the value chain.  

    At the recent TechConnect Conference in the Washington, D.C., area,1 it was evident that digitalization is driving all aspects of material research. Artificial intelligence (AI) and machine learning (ML) serve to inspire the discovery and design of new materials and the processes to manufacture them. Autonomous research and development (R&D) push the envelope for building predictive models and platforms that drive high-throughput innovation. How did we get here so fast, and where will this global megatrend take us? 


    In the Beginning…

    In 2011, the Obama White House established the Materials Genome Initiative (MGI) for discovering, manufacturing, and deploying advanced materials twice as fast and at lower costs than traditional methods.2 Today, the MGI is a federal multi-agency group that creates policy, resources, and infrastructure to support the U.S. in accelerating materials development. The interagency working group is led by the White House Office of Science & Technology and consists of all branches and programs of the Departments of Defense and Energy, the National Institute of Standards and Technology, NASA, the National Science Foundation, the Federal Drug Administration, the Networking and Information Technology Research and Development Program, and the U.S. Geological Survey. 

    ChemQuest PCInnovations Sept 1.pngTheir strategic plan is to:

    • Unify the materials innovation infrastructure, a framework of integrated advanced modeling, computational and experimental tools, and quantitative data 
    • Harness the power of materials data 
    • Educate, train, and connect the materials research and development workforce
    • Ensure the U.S. maintains global leadership of emerging materials technologies in critical sectors including health, defense, and energy

    In June 2024, the group conducted a workshop called Accelerated Materials Experimentation Enabled by the Autonomous Materials Infrastructure. The meeting had representatives from academia, industry, the national laboratories, and the interagency working group. The groups had working sessions on structural and functional metals, ceramics, soft matter, composites, and semiconductors. 

    Key Elements of Material Design Using Autonomous Experimentation

    Using AI to develop new materials has the potential to provide models of materials systems where none are currently available and to accelerate modeling where physics/chemistry models are well-understood. But there is a need for more data than is currently available, to lower costs and accelerate the rate of experiments.

    The development of autonomous experimentation (AE) methods is the key to harnessing large amounts of materials data and rapidly designing new materials. The key steps to an AE workflow include: 

    • Artificial intelligence (AI), defined as a machine-based system that can, for a  given set of human-defined objectives, make predictions, recommendations, or decisions  influencing real or virtual environments.
      • Machine learning (ML), a subset of AI associated with algorithms that enable systems to identify patterns and make decisions, and to learn through the acquisition of more data. Note: It is not uncommon for practitioners to use the terms AI and ML interchangeably. 
    • High-throughput screening methods allow for rapid, parallel testing of large numbers of materials.
    • Computational models use physics/chemistry to predict the relationships between materials composition, microstructure, properties, and performance. 
    • Automation is a key element of AE, enabling robots and other machines to do repetitive tasks that would otherwise be performed by humans. 
    • Autonomy is the ability of machines to perform tasks and make decisions without constant human intervention. This authority does not absolve the human researcher of responsibility for actions by the AE system. 
    • Characterization is a broad term that captures methods for determining what material has been made, including compositional makeup. ML techniques have dramatically improved the ability to rapidly identify patterns, enabling faster characterization. 
    • FAIR is an acronym for findable, accessible, interoperable, and reusable data. It is a useful suite of concepts for determining whether a data resource and the workflows of an R&D operation allow collaborators to make maximum use of other data. Data is housed in data repositories, which can be assessed by the R&D community. 

    AE allows for asynchronous scheduling of work and continuous experimental campaigns, eliminating human working hours. The increase in speed of scientific experimentation not only allows more experiments to be performed but shifts from probing materials through individual experiments to enabling comprehensive mapping of the whole materials landscape. Additional benefits include lower labor costs and a drastic reduction in menial and repetitive tasks that can cause worker burnout. 

    Designing New Materials for Paint & Coatings

    AI/ML and big data analytics will play a vital role in the paints and coatings industry as manufacturers must adopt digital transformation and invest in AI tools to remain competitive in the market. Market studies show AI-powered research in the chemical industry is growing at a CAGR of >30% and is predicted to reach more than $15 billion by 2033.3   Companies already have vast amounts of  institutional data generated over time, and AI/ML systems gather this data and curate it to form the bedrock of new AI workflows. Years of formulating by trial and error can be replaced with computer simulations that can predict performance and durability of new materials like resins and binders. 

    Many chemical raw material suppliers are already using these tools. For example, Dow reported at TechConnect that computational AI allows its teams to create products 80% faster, primarily because mundane tasks are done by robots. In addition, Dow has worked to build predictive toxicology and sustainability into its platforms. 

    Within coatings companies, AI/ML implementation can be expensive and require a lot of resources. As such, projects need to be chosen carefully to understand value creation. Hiring the best data scientists to work beside the research staff will help design experiments that solve high-value problems through the use of predictive modeling, data analytics, and process optimization. In the example shown here, the autonomous laboratory runs experiments in a continuous loop.4

    ChemQuest PCInnovations Sept 2.png

    Once new materials are developed, AI/ML can provide formula optimization by identifying the best combinations of ingredients to give the desired results. Predictive modeling simulates how raw materials interact and provides the performance properties before anything is ever mixed in a laboratory. This reduces trial-and-error formulating by narrowing the field to the best, most likely candidates, allowing researchers to more quickly bring products to the market. 

    Other Contributions of AI/ML

    The development of new materials is only one aspect of the tasks AI/ML can provide for paint and coatings companies. For example:

    • AI systems can optimize equipment reliability using predictive maintenance programs that result in cost savings by identifying equipment failures before they occur, decreasing downtime and improving safety. 
    • AI-based quality control systems can ensure products meet consistent performance standards, accounting for variabilities in incoming raw materials and changes in the production process.
    • Color matching has already been improved in some companies, as AI-based color matching systems have been developed to match colors with better accuracy, create new colors, or help customers choose the right colors for their needs.5

    The Future is Now

    The headlines are full of scary predictions about AI, and one may even hear echoes of movie theme music from The Terminator playing in the background. In reality, investments in programs like the MGI that coordinate with all the brightest minds in academia, industry, and the government serve to govern development and implement guardrails to ensure we are protected from the development of highly dangerous new materials.

    AI did not happen overnight, but it is rapidly evolving. It represents a fundamental change in how we work. While paints and coatings represent a mature manufacturing industry, many businesses are investing in these new tools to innovate faster, create value for their customers, and provide a sustainable difference from the competition.  

    To learn more, reach out to the author at vscarborough@chemquest.com or visit https://chemquest.com. 

    References

    1 TechConnect World Innovation Conference & Expo, June 17-19, 2024, Washington, D.C., www.techconnectworld.com/World2024/.

    2 Artificial Intelligence in the Chemical Market. Materials Genome Initiative, Dimension Market Research, www.mgi.gov, May 13, 2024.

    3 The Lab of the Future is Now. C&EN, 11, 99, March 28, 2021.

    4 An AIGC-empowered Methodology to Product Color Matching Design. Displays, 81, January 2024.

    KEYWORDS: artificial intelligence Digitalization innovation innovation in coatings

    Share This Story

    Looking for a reprint of this article?
    From high-res PDFs to custom plaques, order your copy today!

    Victoria Scarborough, Ph.D., Vice President for Collaborative Innovation, The ChemQuest Group, Cincinnati, OH

    Recommended Content

    JOIN TODAY
    to unlock your recommendations.

    Already have an account? Sign In

    • PCI-0724-Global10-Feature-1440.png

      2024 Global Top 10: Top Paint and Coatings Companies

      Who ranks on top? PCI’s annual ranking of the top 10...
      Global Top 10 and PCI 25
      By: Courtney Bassett
    • PCI-0724-PCI25-Feature-1440.png

      2024 PCI 25: Top Paint and Coatings Companies

      PCI's annual ranking of the top 25 North American paint...
      Paint and Coating Market Reports
      By: Courtney Bassett
    • pci1022-Kinaltek-Lead-1170.jpg

      A Novel Pigment Production Technology

      Following an extensive R&D program that demonstrated...
      Paint and Coating Pigments
      By: Jawad Haidar and Nitin Soni
    You must login or register in order to post a comment.

    Eva Green
    September 12, 2024
    Wow, this article really highlights the exciting intersection of AI and materials research! I’ve been diving into how AI is reshaping various fields and found some great insights on Dubai New Developments It’s amazing to see how technology is pushing boundaries in both research and real estate.

    Report Abusive Comment

    Subscribe For Free!
    • eMagazine
    • eNewsletter
    • Online Registration
    • Subscription Customer Service

    CTT Registration Now Open

    CTT Registration Now Open

    The Coatings Minute: Print Returns with PCI’s New Showcase Issue

    The Coatings Minute: Print Returns with PCI’s New Showcase Issue

    The Coatings Minute: Your Inside Look at PCInnovations

    The Coatings Minute: Your Inside Look at PCInnovations

    The Coatings Minute: Why Industry News Matters More Than Ever

    The Coatings Minute: Why Industry News Matters More Than Ever

    More Videos

    Sponsored Content

    Sponsored Content is a special paid section where industry companies provide high quality, objective, non-commercial content around topics of interest to the PCI audience. All Sponsored Content is supplied by the advertising company and any opinions expressed in this article are those of the author and not necessarily reflect the views of PCI or its parent company, BNP Media. Interested in participating in our Sponsored Content section? Contact your local rep!

    close
    • Modern arapartment complex painted in bright colors.
      Sponsored byEPS - Engineered Polymer Solutions

      Architectural Polymers Leading the Way in Coatings Innovation

    • paint sprayer in a workshop
      Sponsored byallnex

      Enabling Performance and Compliance: allnex Introduces a New Line of VOC Exempt Solvent-Borne Resins

    Popular Stories

    No. 3 AkzoNobel

    AkzoNobel to Close Two Manufacturing Sites

    A collage of products using non-PFAS

    A Surge in Non-PFAS Releases

    Default Aerospace Image

    PPG Plans Major Aerospace Facility



    PCI Buyers Guide

    Submit a Request for Proposal (RFP) to suppliers of your choice with details on what you need with a click of a button

    Start your RFP

    Browse our Buyers Guide for manufacturers and distributors of all types of coatings products and much more!

    Find Suppliers

    Events

    September 3, 2025

    Coatings Trends & Technologies Summit

    The Coatings Trends & Technologies (CTT) Summit is an annual conference for both liquid and powder coatings formulators and manufacturers to discuss innovations in coatings technology. This event combines high-quality technical presentations, a resource-rich exhibit hall, and dedicated networking opportunities to connect scientific minds, foster innovation, and cultivate game-changing new ideas!

    January 1, 2030

    Webinar Sponsorship Information

    For webinar sponsorship information, visit www.bnpevents.com/webinars or email webinars@bnpmedia.com.

    View All Submit An Event

    Poll

    Longest-running laboratory experiment

    What is the longest-running laboratory experiment?
    View Results Poll Archive

    Products

    CTT Summit Short Courses (Live 9/3/25)

    Coatings Trends & Technologies Summit is expanding its offerings with four short courses. These short courses will offer an extensive day of interactive learning.

    See More Products
    pci  webinar april 2025

    PCI CASE EBOOK

    Related Articles

    • Industrial technology concept. Factory automation. Smart factory. INDUSTRY 4.0

      Data, AI and the Future of the Coatings Industry

      See More
    • 1-InnovationInsights.png

      Electric Avenue: The Changing Landscape of Mobility

      See More
    • AI robotic arms manufacturing

      AI and the Future of Sustainable Manufacturing

      See More

    Related Products

    See More Products
    • auto-paints-and-coatings

      Automotive Paints and Coatings, 2nd Edition

    See More Products
    ×

    Keep the info flowing with our eNewsletters!

    Get the latest industry updates tailored your way.

    JOIN TODAY!
    • RESOURCES
      • Advertise
      • Contact Us
      • Directories
      • Store
      • Want More
    • SIGN UP TODAY
      • Create Account
      • eMagazine
      • eNewsletters
      • Customer Service
      • Manage Preferences
    • SERVICES
      • Marketing Services
      • Reprints
      • Market Research
      • List Rental
      • Survey & Sample
    • STAY CONNECTED
      • LinkedIn
      • Facebook
      • Youtube
      • X (Twitter)
    • PRIVACY
      • PRIVACY POLICY
      • TERMS & CONDITIONS
      • DO NOT SELL MY PERSONAL INFORMATION
      • PRIVACY REQUEST
      • ACCESSIBILITY

    Copyright ©2025. All Rights Reserved BNP Media.

    Design, CMS, Hosting & Web Development :: ePublishing

    Painting & Coating Industry (PCI) logo Powder coating summit logo
    search
    cart
    facebook twitter linkedin youtube
    • Sign In
    • Create Account
    • Sign Out
    • My Account
    Painting & Coating Industry (PCI) logo Powder coating summit logo
    • NEWS
      • Latest News
      • Market Trends & Reports
      • Price Alerts
      • Subscribe to eNewsletters
      • Global Top 10/ PCI 25
      • Weekly Featured Article
      • COATLE Word Game
    • PRODUCTS
      • Product News
      • Must See Products and Services
    • MATERIALS
      • Additives
      • Resins/Polymers
      • Pigments
      • Equipment
      • Distributors
    • TECHNOLOGIES
      • Adhesives
      • Architectural Coatings
      • Industrial Coatings
      • Nanotechnology
      • Powder Coatings
      • Solventborne
      • Special Purpose Coatings
      • Sustainability
      • UV Coatings
      • Waterborne
      • FINISHING
        • Finishing News
        • Finishing Technologies
        • Finishing Equipment
      • RESOURCES
        • Columns
          • Ask Joe Powder
          • Did you know?
          • Distribution Dive
          • Focus on Canada
          • Formulating With Mike
          • Innovation Insights
          • Moody's Coatings Conundrums
          • Powder Coating Perspectives
          • Target the Market
          • TiO2 Insider
        • Blogs
          • Editor's Viewpoint
          • Industry Insights
        • Coatings Supplier Handbook
        • Podcasts and Videos
          • COAT-IT! Podcast
          • Videos/PCI TV
        • PCI Store
        • eBooks
        • Sponsor Insights
        • White Papers
        • COATLE Word Game
      • EVENTS
        • Coatings Trends & Technologies Summit
        • Paint and Coatings Academy
        • Webinars
        • Calendar of Events
        • Lifetime Achievement Award
      • DIRECTORIES
        • Buyer's Guide
        • Equipment Directory
        • Materials Directory
      • EMAGAZINE
        • Current Issue
        • eMagazine Archive
        • China Issue Archive
        • Editorial Advisory Board
      • CONTACT
        • Contact Us
        • Advertise
        • Subscribe to eMagazine
        • Subscribe to eNewsletters