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How can Machine Learning Beneficial for Engineering Design & Shape Optimization

The advent of the fourth wave of technological revolution, known as Industry-4.0, is transforming traditional design and fabrication techniques. Industry-4.0 has brought digitalization and smartness to the contemporary design paradigm and standard manufacturing processes. Integrating  artificial intelligence , data analytics, generative design and simulation-driven design open innovative and efficient ways for computational design, validation and product manufacture. Therefore, for every engineer to land an outstanding career opportunity, it is essential to keep pace with this industrial revolution, which can be arduous without the fundamental knowledge and experience in these trendy fields. To date, in a typical product, designers and engineers use extensively off-the-shelf parametric modellers and computational tools to design, optimize and validate their designs before going to the fabrication phase. However, these tools are based on passive design exploration techniques, in which d
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About CFD Lab: CFD Lab is providing quality Computational Fluid Dynamics services worldwide. With years of experience CFD Lab engineers and specialists are consistently providing CFD services for discerning manufacturers looking for best practices in numerical simulations. Throughout your entire product development, product design or quality control process, CFD Lab consulting team can help you achieve aggressive product performance and quality levels by identifying ways to optimize your product designs and manufacturing methods. CFD Lab experts are committed to working on Industrial and Academic projects. In several fluid flow engineering problems normally we require high profile expertise for our Computational Fluid Dynamics problems, For this purpose, we look towards CFD services providers and experts that can help us in our industrial and academic projects. CFD Lab is providing this opportunity and one window CFD solutions to academia and industry respectively. Our highly profe
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Fluid Structure Interaction FSI

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Fluid-Structure Interaction Fluid-structure interaction (FSI) is the science of investigating fluid flows interacting with structures. And the occurred phenomena in the interaction. Moreover, Fluid-structure interaction (FSI) has a wide range of applications in many engineering systems. CFD Lab is highly specialized in Fluid Structure interaction. We use the FSI model just for cases that fluid and solid behavior are completely coupled and the reason for stress in a structure depends on the pressure distribution of fluid flow behavior. If pressure distribution around solid structural is uniform and by changing deflection is constant and is independent of fluid flow behavior, we do not suggest use the FSI model because the complexity and computational cost of FSI simulation are higher than fluid flow analysis or structural analysis. Even some times it is higher than the sum of total computational cost. So we suggest simulating the project by the FSI model just in non-uni
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Hire CFD Expert - www.cfdlab.pk

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In several fluid flow engineering problems that we face in industries and academia, normally we require high profile expertise for computational fluid dynamics. For this purpose, we look towards CFD services providers and experts that can help us in our computational fluid dynamics problems. Sometimes people want to hire a CFD expert for the complete tenure till the completion of project or research in particular domain but it is difficult to approach such experts. Now, CFD Lab is providing a unique opportunity where you can access to CFD Experts at one click. You can hire them for the complete tenure of the project. CFD Lab engineers specialize in the development and application of numerical simulation methods. Computational fluid dynamics (CFD) techniques have been used to solve a wide variety of engineering problems involving flow, heat transfer, and chemical reaction. We provide several modeling services including Combustion Modeling, Evaporation Modeli
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