Application of Neural Networks to Analyze the Drawing Process of PET Films
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H. D. Kim
Abstract
Multilayer feedforward neural networks with error backpropagation algorithm have been applied to analyze the drawing process of PET films. Six kinds of process conditions, four kinds of material structures and six kinds of material properties were used as inputs and outputs chosen to analyze the relationships between process conditions, material structures and properties. It was shown that the trained neural networks represent a small error between the target and the corresponding estimated values. It has been shown quantitatively that material studies play an intermediate role in the relationship between process conditions, material structures and properties. It was also shown that model-free simulator predictions by neural networks are more reliable than the corresponding conventional non-linear regression analysis in the complex polymer processing.
© 1997, Carl Hanser Verlag, Munich
Artikel in diesem Heft
- Contents
- Contents
- Editorial
- Editorial
- Screw Extrusion/Mixing
- Melt Temperatures and Residence Times in an Extruder by Infrared Spectroscopy
- Continuous Mixing of Low Viscosity and High Viscosity Polymer Melts in a Modular Co-Rotating Twin Screw Extruder
- Flow Field Analysis of Both the Trilobal Element and Mixing Disc Zones within a Closely Intermeshing, Co-Rotating Twin-Screw Extruder
- A Composite Model for Solid Conveying, Melting, Pressure and Fill Factor Profiles in Modular Co -Rotating Twin Screw Extruders
- Temperature Rise in the Extrusion of Highly Viscous Composite Materials
- Simulation of Free Surface Flow in Partially Filled Internal Mixers
- Die Extrusion
- Processing of Sheath-Core and Matrix-Fibril Fibers Composed of PP and a TLCP
- Fibers and Films
- Experimental and Theoretical Study of Rectangular Fiber Melt Spinning
- Distributed Crystallinity Control during Cast Film Extrusion
- Application of Neural Networks to Analyze the Drawing Process of PET Films
- Molding
- Physically-Based Adaptive Control of Cavity Pressure in Injection Molding: Filling Phase
- In-Mould Shrinkage Measurements of PS Samples with Strain Gages
- The Occurrence of Flow Marks during Injection Molding of Linear Polyethylene
Artikel in diesem Heft
- Contents
- Contents
- Editorial
- Editorial
- Screw Extrusion/Mixing
- Melt Temperatures and Residence Times in an Extruder by Infrared Spectroscopy
- Continuous Mixing of Low Viscosity and High Viscosity Polymer Melts in a Modular Co-Rotating Twin Screw Extruder
- Flow Field Analysis of Both the Trilobal Element and Mixing Disc Zones within a Closely Intermeshing, Co-Rotating Twin-Screw Extruder
- A Composite Model for Solid Conveying, Melting, Pressure and Fill Factor Profiles in Modular Co -Rotating Twin Screw Extruders
- Temperature Rise in the Extrusion of Highly Viscous Composite Materials
- Simulation of Free Surface Flow in Partially Filled Internal Mixers
- Die Extrusion
- Processing of Sheath-Core and Matrix-Fibril Fibers Composed of PP and a TLCP
- Fibers and Films
- Experimental and Theoretical Study of Rectangular Fiber Melt Spinning
- Distributed Crystallinity Control during Cast Film Extrusion
- Application of Neural Networks to Analyze the Drawing Process of PET Films
- Molding
- Physically-Based Adaptive Control of Cavity Pressure in Injection Molding: Filling Phase
- In-Mould Shrinkage Measurements of PS Samples with Strain Gages
- The Occurrence of Flow Marks during Injection Molding of Linear Polyethylene
