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Generative Design AI in Building and Design

Generative Design AI in Building and Design

Generative design uses machine learning and artifice intelligence to transform engineering processes into complex yet intuitive interactions between engineers and computers.

DBF
July 13, 2021

Today, artifice intelligence (AI) and machine learning (ML) algorithms have become very common, helping to drive everything, from autonomous vehicles to spam filters. In building and design, the main question that appears to unsettle some people is, “Will architects be replaced by computers?” This is a complex question, which demonstrates the need for professionals to look ahead and equip themselves with skills in emerging technologies, such as 3D printing. (Check how to become a machine learning architecture expert)

Generative design AI is coming in to fill gaps that are common in different fields, including architecture and manufacturing. So, why are building designers turning to machine learning algorithms technology? Keep reading to learn more about generative design, including issues with the current designs and how it comes to the rescue. 

Understanding the Issues in the Current Building and Design

A closer look at the traditional architecture, which has been in use for hundreds of years, shows that although they were very effective, it might be the perfect time for changes. They mainly involved a smooth process, which starts with the idea that proceeds to the creation stage and then to design and validation. Finally, the product from project is created and launched. 

The linear process might look flawless, but it comes with a number of challenges, including the following: 

  • A lot of technical expertise is required at every stage. Although architects still use different software, they have to put a lot of focus on ensuring that every feature and dimension remains precisely defined. This is never easy. 
  • If something goes wrong, during the final phases of an engineering job, it is almost impossible to rectify it. In building and construction, this could mean having to collet new data and reworking on the master plan. In other areas, such as auto engineering, this might involve massive recalls, which are very expensive. 
  • Speed is always a serious challenge. The work of most engineers is limited by how they work. If they rely on the traditional tools, it becomes pretty challenging, ultimately hurting their long-term innovation. 

Although the available software and tools have helped to address some of the challenges we have listed, engineers still have to go via every stage. This is why top generative design AI apps, especially those designed by top brands like Autodesk, could not have come at a better time. Another example is 3D printing, which has elevated manufacturing to a whole new level. 

Generative Design AI in Building and Construction 

Generative architecture design uses machine learning and artifice intelligence to transform engineering processes into complex yet intuitive interactions between engineers and computers. The main tasks of the engineering processes, simulation and optimization, are completed fast by the computing system. It further helps to cut negative feedbacks by keeping the barriers to design low. 

Through machine learning, next-generation algorithms are trained to optimize engineering and commercial parameters, including weight, durability, costs, and aesthetic requirements, among others. Another thing that makes generative design AI a favorite for engineers is its ability to enhance functionalities. The result is a superior product with a shorter development time, something which is never easy for human brains, even when using standard tools.   

When you decide to use generative design AI in a building and construction project, better results will only be possible when it is combined with other technologies. For example, 3D printing matches perfectly well because you are able to generate prototypes rapidly and test different designs. Think of it this way – AI does the heavier uplifting in architecture, and there are no economic drawbacks. 

Generative design AI is a rapidly evolving field, and new apps to support it are emerging every other day. Even with these benefits, you need to appreciate that it is not as simple to use as it might appear. To introduce and start using generative design AI, designers have to do a lot of work, including changes among different stakeholders. Simply put – it will completely disrupt the traditional structures in your company, and it might be a good idea to prepare your system for changes. A good point to get you started is skills development in AI, data analytics, and machine learning. You also require the right generative design software, such DBF or AutoCAD from Autodesk.

Read more about the parametric design.

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