A case study of implementing a proof of concept for machine learning and deep learning aimed at automating device settings!
The challenges faced by manufacturers of testing equipment for various products are that the setup of the equipment is heavily dependent on highly skilled technicians, making technical knowledge transfer difficult. Furthermore, the setup work for the equipment requires adjustments at the micron level, and many of the failure patterns rely on the intuition of the technicians, making documentation extremely challenging. To determine specific initiatives to address these challenges, we conducted a preliminary analysis and implemented a proof of concept (POC) for automation of equipment setup using machine learning and deep learning. Through repeated trial and error, we successfully achieved incremental results toward automation. [Case Overview (Partial)] ■ Client Industry: Electronics ■ Service Line: Technology / AI & Analytics *For more details, please refer to the PDF document or feel free to contact us.
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【Summary of Other Cases】 <Challenges Faced by the Customer> ■ The device settings have become highly dependent on skilled technicians, making technical succession difficult. ■ A situation where a setting task that can be completed in a few minutes by an experienced technician takes a whole day to finish poses a significant risk factor for management. ■ The device setting work requires adjustments at the micron level, and many failure patterns rely on the intuition of technicians, making documentation extremely challenging. ■ The quality of settings also depends on the technician, leading to variations in quality levels among individuals, and the standardization and assurance of quality standards is an urgent issue. <Support Content and Results> ■ Identified anticipated content in advance and conducted a proof of concept (POC) for automation of device settings using machine learning and deep learning. ■ Successfully achieved incremental results toward automation through repeated trial and error. *For more details, please refer to the PDF document or feel free to contact us.
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For more details, please refer to the PDF document or feel free to contact us.
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Pactera Technology Japan is a member of the Pactera Group, which has numerous locations globally and provides digital consulting and technology services to clients. Leveraging a wealth of cutting-edge technology, we are strongly promoting the construction of systems that are organically combined with a hybrid application development framework for clients across various industries, including finance, manufacturing, and telecommunications. Currently, we are focusing our investments and enhancements in the Asia-Pacific region as a strategic area for the group, particularly in fields such as digital development, IoT solutions, and Fintech. Additionally, Pactera offers outsourced development services provided by professionals well-versed in the manufacturing industry, as well as various products and solutions aimed at improving the operations of those in the manufacturing sector.