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    Case Studies on Modeling Manufacturing Processes Using Artificial Neural Networks 

    Source: Journal of Manufacturing Science and Engineering:;1995:;volume( 117 ):;issue: 003:;page 412
    Author(s): Hua-Tzu Fan; S. M. Wu
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: The modeling capability of an artificial neural network is studied through three different manufacturing processes. The first case study is a linear separable pattern classification problem in ...
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    Forecasting Control of Waterborne Basecoat Viscosity 

    Source: Journal of Manufacturing Science and Engineering:;1994:;volume( 116 ):;issue: 004:;page 514
    Author(s): Hua-Tzu Fan; S. Jack Hu; S. M. Wu
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Waterborne basecoat is gaining popularity in the automative industry. However, the viscosity of some waterborne basecoats may be unstable while circulating in the paint supply-and-storage system. ...
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    Performance Prediction for Ultrasonic Spot Welds of Short Carbon Fiber-Reinforced Composites Under Shear Loading 

    Source: Journal of Manufacturing Science and Engineering:;2017:;volume( 139 ):;issue: 011:;page 111001
    Author(s): Wang; Kaifeng;Shriver; Daniel;Banu; Mihaela;Jack Hu; S.;Xiao; Guoxian;Arinez; Jorge;Fan; Hua-Tzu
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Ultrasonic welding is a well-known technique for joining thermoplastics and has recently been introduced to joining carbon fiber-reinforced composites (CFRC). However, suitable models for predicting joint performance have ...
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    Enhanced Performance of Ultrasonic Welding of Short Carbon Fiber Polymer Composites Through Control of Morphological Parameters 

    Source: Journal of Manufacturing Science and Engineering:;2020:;volume( 142 ):;issue: 001:;page 011009-1
    Author(s): Lee, Tae Hwa; Fan, Hua-Tzu; Li, Yang; Shriver, Daniel; Arinez, Jorge; Xiao, Guoxian; Banu, Mihaela
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Ultrasonic welding (USW) is one of the joining technologies that can be applied to short carbon fiber thermoplastic composites. In this study, the USW of Nylon 6 reinforced by short carbon fibers created using injection ...
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    Ultrasonic Welding of Carbon Fiber Reinforced Composite With Variable Blank Holding Force 

    Source: Journal of Manufacturing Science and Engineering:;2018:;volume( 140 ):;issue: 009:;page 91011
    Author(s): Li, Yang; Arinez, Jorge; Liu, Zhiwei; Hwa Lee, Tae; Fan, Hua-Tzu; Xiao, Guoxian; Banu, Mihaela; Jack Hu, S.
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Energy directors (EDs) have been widely used in ultrasonic welding (UW) of polymers and polymer-based composites. They help concentrate the welding energy and localize the weld at the location where the EDs are present. ...
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