Paints fail in ways that cost the UK economy roughly £60 billion a year in corrosion damage, yet no one fully understands how they work at a molecular level. This project connects detailed studies of coating breakdown with machine learning to create a design framework that replaces today's trial-and-error formulation with rational, data-driven development. The coatings industry directly contributes over £11 billion to the UK economy and supports manufacturing and construction sectors worth around £150 billion, with more than 10,000 employees involved in manufacturing alone. If successful, the research will give manufacturers the confidence to use environmentally sustainable materials, comply with tightening regulations, and extend performance in extreme environments—without the lengthy guesswork that currently slows innovation. The partnership between EPSRC, AkzoNobel, the University of Manchester, and the University of Sheffield tackles a problem too large for any single company or institution. The outcome is a fundamental mechanistic understanding of how protective organic coatings work, enabling digital design of paints and nanocomposites that protect infrastructure from bridges to aircraft.
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This project will, for the first time, connect a detailed scientific understanding of the mechanisms of coatings failure with state-of-the-art machine learning to deliver a design framework for the optimization of protective coatings and nanocomposite materials. It will be game changing for an industry (paint) which is often taken for granted, despite its ubiquity - the screen you are looking at, the color of your car, the protection for the aircraft you fly in, the longevity of bridges, wind turbine masts and other infrastructure. Indeed, almost all materials are made suitable for purpose or given function by the application of coatings. In the UK there are over 10,000 employees involved in manufacturing coatings and the coatings industry directly contributes over £11bn to the economy, supporting UK manufacturing and construction sectors worth around £150bn. The annual costs of corrosion damage in the UK lies in the range of 2-3% of Gross National Product (~£60 bn, 2016) and leads to premature loss of amenity in infrastructure and equipment; hence to environmental damage through accelerated extraction and resource use. Protective organic coatings (i.e. paints) are highly cost effective in limiting early materials damage due to corrosion however these are complex products where the underlying mechanistic links between the formulation and performance are lacking. The increasing need to use environmentally sustainable materials, reduce time-to-market and increase performance requires detailed mechanistic understanding across functions and length scales from the molecular to the macroscopic. With brands such as Dulux, Hammerite and International, AkzoNobel are one of the world's largest manufacturers of protective and decorative coatings and have extensive manufacturing and research operations in the UK. AkzoNobel invests heavily in research, both in its global research hub for performance coatings in the NE of England as well as in UK universities. In particular the company (and its predecessor bodies) has collaborated in polymer science with the University of Sheffield, and in corrosion protection with The University of Manchester, for over 30 years. This prosperity partnership between EPSRC and AkzoNobel/ International Paint with the Universities of Manchester and Sheffield, will enable for the 1st time, a fundamental mechanistic understanding of how the performance of protective organic coatings arises - essentially it will tell us "how paint works". The scope of the program is well beyond the capacity of an individual company, institution or funder and, hence, the collaborative partnership is essential in order to tackle this problem head-on. Success will allow industry to side-step the current trial-and-error approaches and to incorporate digital design (i.e. Industry 4.0) into the development of paints and similar nanocomposite materials resulting in the confidence to utilize sustainable materials, comply with legislative and customer drivers and maintain and extend performance in more extreme environments. Overall the project will deliver understanding and tools that underpin the rapid-to-market development of environmentally sustainable protective organic coatings and nanocomposites by rational design.
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