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In this talk we focus on industrial design, which is an ideal candidate for generative design approaches and is crying out for modern design solutions as industry aims to find low-emission, high-performance solutions. We walk through a generative machine learning framework that optimises diverse, bespoke devices for modern industries including membrane filtration and flow chemistry. The approach combines techniques from high-throughput drug discovery, physics modelling, 3D printing, and Bayesian optimisation. We show the critical role of computational modelling and experimental assessment in creating high-throughput and physically-performant devices. In the case of flow chemistry, we show how this approach yields the discovery of never-before-seen bespoke devices whose performance exceeds the state of the art by 45%. These findings highlight the power of autonomous generative design to improve the operational performance of complex functional structures, with potential wide-ranging industrial applications. From closing the reality gap to describing and searching huge multi-dimensional spaces, this presentation covers the what, the why, and the how, of using computational design and artificial intelligence for real world optimisation problems. </div> <div> <br /> </div> </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> 40 - 100</span><br/> <span> <strong>Duration: </strong> 40 - 120 minutes </span><br/> <span> <strong>Languages Available: </strong> English</span><br/> <span> <strong>Last Updated: </strong> <span id="lecDate"></span> </span> </div> <div class="row lecture__section"> <h2>Request this Lecture</h2> <p>To request this particular lecture, please complete this <a href="https://services.acm.org/public/speakers/request_lecture.cfm?lecture_id=16706" target="_blank">online form.</a> </p> </div> <div class="row lecture__section"> <h2>Request a Tour</h2> <p>To request a tour with this speaker, please complete this <a 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