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Machine Learning as a Tool for Hypothesis Generation
Social Science Research Network, 2023 While hypothesis testing is a highly formalized activity, hypothesis generation remains largely informal. We propose a systematic procedure to generate novel hypotheses about human behavior, which uses the capacity of machine learning algorithms to ...
J. Ludwig, Sendhil Mullainathan
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Traceability of On-Machine Tool Measurement: A Review. [PDF]
Sensors (Basel), 2017 Nowadays, errors during the manufacturing process of high value components are not acceptable in driving industries such as energy and transportation. Sectors such as aerospace, automotive, shipbuilding, nuclear power, large science facilities or wind ...
Mutilba U +4 more
europepmc +2 more sources
Cyber-physical Machine Tool – The Era of Machine Tool 4.0
Procedia CIRP, 2017 In the past five years, several industrial initiatives such as “Industry 4.0”, “Industrial Internet of Things”, “Factories of the Future” and “Made in China 2025”, have been announced by different governments and industrial leaders. These initiatives lead to an urgent need to advance current manufacturing systems into a high level of intelligence and ...
Liu, Chao, Xu, Xun
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Journal of Machine Engineering, 2023 The hollow embossing rolling of thin-walled high precision components like metallic bipolar half plates is characterized by narrow process windows. Here, the knowledge of interaction between forming machine, roll and process is crucial for the process ...
Martin Wagner +5 more
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Journal of Machine Engineering, 2023 Industrial robots are increasingly used in industry for contact-based manufacturing processes such as milling and forming. In order to meet part tolerances, it is mandatory to compensate tool deflections caused by the external force-torque vector ...
Eckart Uhlmann +2 more
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Potential of Tool Clamping Surfaces in Forming Machines for Cognitive Production
Journal of Machine Engineering, 2022 High reproducibility of forming processes along with high quality expectations of the resulting formed parts demand cognitive production systems. The prerequisite is process transparency, which can be improved by increased knowledge of interdependencies ...
Mohaned Alaluss +5 more
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Modeling of thermal errors for dual-spindle turning-milling compound machine tools based on hybrid networks. [PDF]
Sci RepLu W +5 more
europepmc +2 more sources
Condition Monitoring of Machine Tool Feed Drives: A Review
Journal of manufacturing science and engineering, 2022 The innovations propelling the manufacturing industry towards Industry 4.0 have begun to maneuver into machine tools. Machine tool maintenance primarily concerns the feed drives used for workpiece and tool positioning.
Quade Butler +3 more
semanticscholar +1 more source
Research on a new high-quality and high-efficiency SLM forming method based on interlayer strategy [PDF]
MATEC Web of Conferences, 2022 To ensure the forming quality of SLM and to improve the forming efficiency of SLM, this paper investigates the forming effect of Ti6Al4V specimens formed by SLM based on an interlayer strategy.
Wang Peng, Chen Dongju, Li Gang
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SN Applied Sciences, 2021 Data-driven approaches for machine tool wear diagnosis and prognosis are gaining attention in the past few years. The goal of our study is to advance the adaptability, flexibility, prediction performance, and prediction horizon for online monitoring and ...
Jianlei Zhang, Yukun Zeng, B. Starly
semanticscholar +1 more source