AI Generative Design Transforms Engineering

Redefines the Engineering Process: AI-Driven Generative Design

Airbus, the famous airplane manufacturer, used generative design to reimagine an interior partition of its A320 aircraft. Generative design is a design exploration process that uses AI to create a wide range of solutions and ideas for complex problems. Generative design is a powerful tool that can lead to new and innovative designs that are difficult or impossible to achieve through traditional design methods. Each of these alternatives is optimized for the design parameters and intent provided. Generative design is just one application of artificial intelligence in manufacturing.

generative design ai

In the end, it presents designers with a plethora of innovative options that might have remained undiscovered using conventional design methods. Most interesting is its application to enhance functionality (by design) during use, such as considering heat flow through a component by nTopology. And if this wasn’t enough, startups such as Additive Flow are developing applications that enable engineers to integrate different materials into one component while the application optimizes the topology in parallel. The result is often a superior product with a development time that’s much quicker than conventional design processes, something human brains struggle to achieve.

Topology optimization

Certain services may not be available to attest clients under the rules and regulations of public accounting. Please see /about to learn more about our global network of member firms. While the advent of 3D modeling did much to improve the clarity and understanding of building design, Yakov Livshits VR has taken things to the next level. Scala’s RELP can be used to interact with the visualizer via WS to develop your designs. Generative system that creates bi-colored crystal shapes, based on Matthew Epler’s “Designing Generative Systems with p5.js” Youtube playlist.

Design event in Shanghai to shine light on generative AI – SHINE News

Design event in Shanghai to shine light on generative AI.

Posted: Wed, 13 Sep 2023 13:30:00 GMT [source]

Additionally, generative AI can be used to generate new ideas and concepts that designers might not have thought of on their own. Enabling creators via a visual interface that precludes the need to learn programming or otherwise tangle with unsophisticated UI is important to unlocking the potential of artificial intelligence in a creative context. The approach of offering visual environments of use, instead of expecting non-programmers to use programming to best use next generation tools, is a common theme when it comes to emerging technologies like AI. For companies interested in adopting generative design, there are a few best practices to keep in mind.

Integration with 3D printing

This is because generative design dramatically increases productivity in engineering and product development. Improving computer-engineer interactions reduces negative feedback loops and the traditional design barriers of the past. However, designers still have to spend time and energy guessing whether the items they create will be accepted by the users.

generative design ai

Dedicated tools for creating accessible color systems, responsive type scales, layered box shadows, and more. Is it overly optimistic to think we can overcome these ethical hurdles? But now’s the time for us to steer this software in the right direction. AI is simply an input/output mechanic; you put data in and you get data out. Setting guidelines early on as to what is an acceptable input will be the key to making this technology work for us. I choose to believe we can be utopian, but then, I was raised on Star Trek.

Yakov Livshits
Founder of the DevEducation project
A prolific businessman and investor, and the founder of several large companies in Israel, the USA and the UAE, Yakov’s corporation comprises over 2,000 employees all over the world. He graduated from the University of Oxford in the UK and Technion in Israel, before moving on to study complex systems science at NECSI in the USA. Yakov has a Masters in Software Development.

In an almost poetic way, he says, the designer brings “beauty to the game” – beauty and elegance, in fact. Hampf doesn’t believe that this intellectual and creative input can be achieved by machines working autonomously in the foreseeable future. These developments will shift the role of the engineer to curating parameters and test conditions, and then choosing the best design from a range of permutations generated by AI. Eventually even the design-selection process will require AI assistance, as the sheer range of generated solutions outpaces the engineer’s ability to sort through them.

  • Generative design can be used with a range of manufacturing processes, including additive manufacturing and more traditional processes like CNC machining.
  • Iterative design will be the crowning achievement of AI-powered generative design.
  • In the visual world, companies are bringing generative AI to art, allowing us to make images using nothing but words (Midjourney), or by creating and adapting photos with AI (Adobe).
  • This article assumes that any art has been obtained with permission and that you’re enjoying the fruits of your imagination without stealing from others.

Further out on the horizon, quantum computing will have a momentous effect as a near-infinite range of possibilities is generated in seconds, presenting engineers with the best possible design to fit their parameters. Add in natural language processing and it’s conceivable that new designs could be spun up merely from a user’s verbal description of their engineering problem, then “manufactured” on the spot through 3D printing. Engineers have relied on digital assistants for decades, starting with CAD software in the 1980s. CAD applications can draw designs more accurately and efficiently than the humans employing them, shortening the time required to execute designs and thus allowing engineers to consider more design possibilities.

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From light-weighting components to parts consolidation, Autodesk generative design is being used by companies shaping the future of the automotive industry. Quickly generate high-performing design alternatives—many that you’d never think of on your own—from a single idea. With generative design, there is no single solution; instead, there are multiple great solutions. But once a generative model is trained, it can be “fine-tuned” for a particular content domain with much less data. This has led to specialized models of BERT — for biomedical content (BioBERT), legal content (Legal-BERT), and French text (CamemBERT) — and GPT-3 for a wide variety of specific purposes.

GPT-3’s text reflects the strengths and weaknesses of most AI-generated content. First, it is sensitive to the prompts fed into it; we tried several alternative prompts before settling on that sentence. Second, the system writes reasonably well; there are no grammatical mistakes, and the word choice is appropriate.

Maxim Zhestkov creates digital “motion sculptures” with algorithms informed by physics

“For now it’s a tool that actually helps in many ways,” said Fotis Mint, a popular 3D sculptor, when asked about generative AI’s effect on established artists. “And we should definitely start training and include it in our pipeline.” He also said he’d use Midjourney to create a concept sketch of an idea to help visualize it. We had to learn the craft of “prompt engineering” to write the kind of detailed text prompts required to produce the image we wanted.

generative design ai

Another example is a set of marble vases and tables created by Iraqi-born designer Layth Mahdi. The pieces feature beautifully fluid forms and undulating surfaces that were designed by an AI and were built by actual robots. Through additive processes which allow the deposition of thin layers of materials over and over, manufacturers can create parts with any type of solid material from plastic, to resin (SLA), and even metal. At last year’s Autodesk University event, the Design & Manufacturing Keynote centered on “Elevate”.

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