{"id":8712,"date":"2022-08-17T13:14:52","date_gmt":"2022-08-17T17:14:52","guid":{"rendered":"https:\/\/blogs.sw.siemens.com\/thought-leadership\/?p=8712"},"modified":"2026-03-26T12:20:02","modified_gmt":"2026-03-26T16:20:02","slug":"closed-loop-validation-brings-the-real-and-virtual-together-with-intelligent-performance-engineering","status":"publish","type":"post","link":"https:\/\/blogs.sw.siemens.com\/thought-leadership\/closed-loop-validation-brings-the-real-and-virtual-together-with-intelligent-performance-engineering\/","title":{"rendered":"Closed-loop validation brings the real and virtual together with Intelligent Performance Engineering"},"content":{"rendered":"
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\"Rahul
Rahul Garg, Vice-president, Industrial Machinery and Heavy Equipment of Siemens Digital Industries Software<\/figcaption><\/figure><\/div>\n\n\n

In an IMD<\/a> article by Rahul Garg, Vice President of the Industrial Machinery & SMB Program at Siemens Digital Industries Software<\/em>, he discusses how the industrial machinery industry requires modern, complex, and customized machines that meet customer expectations, driving OEM requirements. To improve the speed of innovation while relying on virtual simulation to reduce prototyping, it is essential that the simulations accurately portray the real-world machine operation in its given environment. Intelligent Performance Engineering (IPE) is a closed-loop validation process that provides the ability to verify simulation via real-time feedback from sensor-based machine data.<\/p>\n\n\n\n

>Read the article<\/strong><\/span><\/a>.<\/p>\n\n\n\n

Responding To Complexity: Intelligent Performance Engineering<\/strong><\/h3>\n\n\n\n

Consumers need a packaged system of cohesive products and services tailored to their individual needs. Therefore, machine builders must offer a broad range of customization options for off-the-shelf machines unique to customer requests. Simultaneously, there is a rise in highly complex machines that integrate advanced machines, thus creating smart connected systems to meet demands for better throughput, performance, energy efficiency, quality, and safety.<\/p>\n\n\n\n

These innovative systems join the mechanical, electrical, controls, and other proficiencies to assist OEMs in producing customizable and adaptable machines for their customers. Concurrently, machine builders are up against low-cost competitors globally. To prosper in this environment, manufacturers must embrace digitalization which drives innovation, differentiation, and cost competitiveness. Intelligent Performance Engineering (IPE) is the answer, assisting OEMs in discovering better designs faster while boosting productivity.<\/p>\n\n\n\n

Using IPE helps to decipher the disparities necessary for next-generation machines virtually, efficiently achieving an optimal balance of cost and performance while achieving maximum dependability. IPE provides crucial differentiators for machine builders: <\/p>\n\n\n\n