MUMBAI, India, Oct. 24 -- Intellectual Property India has published a patent application (202421030940 A) filed by Herstellen Technologies Private Limited, Pune, Maharashtra, on April 17, 2024, for 'a manufacturing process optimization and cost estimationsystem and method thereof.'

Inventor(s) include Vivek Vikas Mahajan.

The application for the patent was published on Oct. 24, under issue no. 43/2025.

According to the abstract released by the Intellectual Property India: "A manufacturing process optimization and cost estimation system and method thereof comprising a data upload module (105, 502) or an input module (401) configure to upload a CAD model (402) in order to analyse using a combination of convolutional neural networks (404) and recurrent neural networks. Wherein said Convolutional Neural Networks (404) for processing spatial information in the CAD model (402) and extracting geometric features relevant to manufacturing costs, along with an Recurrent Neural Network/Long short-term memory network network for capturing temporal dependencies in the data; splitting the dataset into training (400), validation, and testing sets, utilizing techniques like k-fold cross-validation to enhance model robustness and prevent overfitting; scaling features to a similar range using normalization techniques such as Min-Max scaling or Z-score normalization to facilitate effective learning and prevent dominance of large values, and calculating gradients of predicted costs and time."

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