Flexible Automation and Intelligent Manufacturing : : Proceedings of FAIM 2022, June 19-23, 2022, Detroit, Michigan, USA.

• Superior document: Lecture Notes in Mechanical Engineering Series
• Author: Kim, Kyoung-Yun.
• TeilnehmendeR: Monplaisir, Leslie.; Rickli, Jeremy.
• Place / Publishing House: Cham : : Springer International Publishing AG,, 2022.; ©2023.
• Year of Publication: 2022
• Edition: 1st ed.
• Language: English
• Series: Lecture Notes in Mechanical Engineering Series
• Physical Description: 1 online resource (427 pages)

Table of Contents

Intro -- Preface -- FAIM 2022 Organization -- Organizing Committee -- General Chairs -- Technical Program Chairs -- Industrial Program Chairs -- Communication and Media Chairs -- Conference Managers -- Assistant Conference Managers -- Steering Committee - FAIM 2022 -- Advisory Board - Program Committee -- Honorary Chairs -- Scientific Committee -- Contents -- Manufacturing Processes -- Die-Less Forming of Fiber-Reinforced Plastic Composites -- 1 Introduction -- 2 Related Work -- 3 Process Analysis for Die-Less Forming -- 3.1 Materials -- 3.2 Requirements and Functional Analysis -- 3.3 Allocation and Evaluation of the Processing Functions -- 4 Preliminary Practical Experiments -- 4.1 Liquid Separate Thermoset Processing -- 4.2 Organo Sheet Forming -- 4.3 Woven Commingled Yarn Processing -- 5 Discussion and Outlook -- References -- Assessment of High Porosity Lattice Structures for Lightweight Applications -- 1 Introduction -- 2 Modelling and Assessment of Lattice Structures -- 2.1 Modelling of Lattice Structures -- 2.2 Numerical Assessment -- 3 Manufacturing and Dimensional Assessment of Lattice Structures -- 3.1 Manufacturing with FDM Printer -- 3.2 Dimensional Assessment of 3D Printed Cellular Structures -- 4 Conclusions -- References -- Machine Tools -- Development of a Sensor Integrated Machining Vice Towards a Non-invasive Milling Monitoring System -- 1 Introduction -- 2 State of the Art -- 3 Approach -- 4 Case Study on Chatter Detection -- 5 Results and Discussion -- 6 Conclusions -- References -- Effect of Ultrasonic Burnishing Parameters on Burnished-Surface Quality of Stainless Steel After Heat Treatment -- 1 Introduction -- 2 Materials and Methods -- 2.1 Surface Roughness -- 2.2 Surface Hardness -- 2.3 EBSD (Sample Preparation and Post Processing) -- 3 Results and Discussion -- 3.1 Surface Roughness -- 3.2 Surface Hardness.

3.3 Grainsize Characterization -- 4 Conclusions -- References -- High Precision Fabrication of an Innovative Fiber-Optic Displacement Sensor -- 1 Introduction -- 2 Sensor Principle -- 3 High Precision Machining Technique -- 3.1 The High Precision Turning Machine -- 3.2 The Machining Strategy of the Cones Assembled Grating -- 4 Conclusion -- References -- 3D Printing of Hydrogel-Based Seed Planter for In-Space Seed Nursery -- 1 Introduction -- 2 Materials and Method -- 2.1 Materials -- 2.2 Hydrogel Printing -- 2.3 Seed Planting -- 3 Results and Discussion -- 3.1 Hydrogel Printing Quality Control and Mass Evaluation -- 3.2 Volume Evaluation -- 3.3 Soybean Density Evaluation -- 4 Conclusions -- References -- Modelling and Simulation of Automated Hydraulic Press Brake -- 1 Introduction -- 2 Methodology -- 2.1 Computer Aided Modelling and Simulation -- 2.2 Model Control of Triplet Cylinder -- 2.3 The Operational Model of the Triplet Cylinder -- 3 Results and Discussion -- 4 Conclusion -- References -- Assessment of Reconfigurable Vibrating Screen Technology for the Mining Industries -- 1 Introduction -- 2 Methodology -- 3 Results and Discussion -- 4 Conclusion -- References -- Manufacturing Systems -- Deep Anomaly Detection for Endoscopic Inspection of Cast Iron Parts -- 1 Introduction -- 2 Related Work -- 2.1 One-Class Classification (OCC) for Visual Anomaly Detection -- 2.2 One-Class Classification Anomaly Detection for Industrial Inspection -- 3 Use Case 'Endoscopic Cavity Inspection of Cast Iron Part' -- 4 Proposed Approach -- 4.1 Experimental Setup -- 4.2 Experimental Results -- 4.3 Threshold Selection and Comparison with Supervised Learning -- 4.4 Discussion -- 5 Conclusion and Outlook -- References -- Classification and Detection of Malicious Attacks in Industrial IoT Devices via Machine Learning -- 1 Introduction -- 2 Background.

3 Dataset and Methodology -- 4 Results and Discussion -- 5 Conclusion -- References -- Implementation of a Novel Fully Convolutional Network Approach to Detect and Classify Cyber-Attacks on IoT Devices in Smart Manufacturing Systems -- 1 Introduction -- 2 Preprocessing of Datasets -- 3 Results and Analysis -- 4 Conclusions -- References -- Application of ARIMA-LSTM for Manufacturing Decarbonization Using 4IR Concepts -- 1 Introduction -- 2 Related Work on ARIMA-LSTM -- 3 Methodology -- 3.1 Data Set and Processing -- 3.2 Auto-regressive Integrated Moving Average (ARIMA) -- 3.3 Long Short-Term Memory (LSTM) -- 3.4 Hybrid ARIMA-LSTM -- 3.5 Predictive Evaluation Indicators Validation -- 4 Results -- 5 Conclusion -- References -- Online Path Planning in a Multi-agent-Controlled Manufacturing System -- 1 Introduction -- 2 Manufacturing Scenario -- 3 Design and Implementation -- 4 Conclusion -- References -- Assessing Visual Identification Challenges for Unmarked and Similar Aircraft Components -- 1 Introduction -- 2 Related Work and State of the Art -- 3 Assessing Identification Challenges - Methodology -- 4 Application of Methodology to Use-Cases -- 4.1 Use-Case 1 - Type-Identification of Bushings -- 4.2 Use-Case 2 - Identification of Tubes -- 5 Discussion -- 6 Conclusion and Outlook -- References -- Projecting Product-Aware Cues as Assembly Intentions for Human-Robot Collaboration -- 1 Introduction -- 2 Related Work -- 3 Research Objectives, Setting and Scope -- 4 Theoretical Background -- 4.1 Oriented Minimum Bounding Boxes -- 4.2 Camera and Projector Model -- 5 Methods -- 5.1 Estimating Intrinsic and Extrinsic Parameters -- 5.2 Digital Thread Framework -- 5.3 Product Design Environment -- 5.4 Intent Projection -- 6 Experimental Results and Observations -- 6.1 Occlusions -- 6.2 Bounding Boxes for Intent Projection -- 6.3 Digital Thread Framework.

7 Conclusions and Future Work -- References -- Online Quality Inspection Approach for Submerged Arc Welding (SAW) by Utilizing IR-RGB Multimodal Monitoring and Deep Learning -- 1 Introduction -- 2 Quality Assessment Method -- 2.1 Model Selection and Architecture -- 2.2 Training of the CNNs -- 3 Experimental Setup and Data Processing -- 4 Results and Discussion -- 5 Conclusions and Future Outlook -- References -- Detachable, Low-Cost Tool Holder for Grippers in Human-Robot Interaction -- 1 Introduction -- 2 State-of-the-Art -- 3 Development Process -- 4 Detachable, Low-Cost Tool Holder for Robot Grippers -- 5 Discussion -- 6 Conclusion and Outlook -- References -- Intelligent Robotic Arm Path Planning (IRAP2) Framework to Improve Work Safety in Human-Robot Collaboration (HRC) Workspace Using Deep Deterministic Policy Gradient (DDPG) Algorithm -- 1 Introduction -- 2 Problem Statement and Methodology -- 2.1 Problem Statement -- 2.2 The IRAP2 Framework Based on DDPG -- 3 Results and Discussion -- 3.1 Evaluation of the Training Process -- 3.2 The Optimal Pick-Up Path Generated by IRAP2 Framework -- 3.3 Validation of the Robot Control -- 4 Conclusion and Outlook -- References -- A Conceptual Framework of a Digital-Twin for a Circular Meat Supply Chain -- 1 Introduction -- 2 Background -- 3 A Conceptual Framework of Digital-Twin for a Circular Meat Supply Chain -- 3.1 Proposed Conceptual Framework of DT Applied to a Circular Meat Supply Chain -- 4 Conclusions and Future Challenges/Work -- References -- A Mathematical Model for Cloud-Based Scheduling Using Heavy Traffic Limit Theorem in Queuing Process -- 1 Introduction -- 2 Cloud Manufacturing Platform -- 3 Methodology -- 3.1 Heavy Traffic Limit Theory in Different Classified QoS -- 4 Modelling of Queuing Process Based on Cloud Classification -- 4.1 Number of Operational Resources in the Queuing System.

5 Results and Discussion -- 6 Conclusion -- References -- Approach for Evaluating Changeable Production Systems in a Battery Module Production Use Case -- 1 Introduction -- 2 Industry Survey -- 2.1 Survey Structure -- 2.2 Survey Results -- 3 State of the Art -- 4 Method -- 5 Battery Module Production Use Case -- 6 Summary and Outlook -- References -- Cost-Minimal Selection of Material Supply Strategies in Matrix Production Systems -- 1 Introduction -- 2 State of the Art -- 2.1 Material Supply and the Selection Process of Supply Strategies -- 2.2 Challenges to the Material Supply in Matrix Production -- 2.3 Cost Accounting in the Context of Logistics -- 2.4 Algorithms -- 3 Method for Cost-Minimal Material Supply Strategy Selection -- 3.1 Structure of Method -- 3.2 Cost Side Description of Alternative Supply Strategies -- 3.3 Selection of the Most Cost-Effective Material Supply Strategy in Matrix Production System -- 4 Summary and Outlook -- References -- Assessment of Ergonomics Risk Experienced by Welding Workers in a Rail Component Manufacturing Organization -- 1 Introduction -- 2 Methods and Materials -- 3 Results and Interpretation -- 4 Conclusion -- References -- A Survey of Smart Manufacturing for High-Mix Low-Volume Production in Defense and Aerospace Industries -- 1 Introduction -- 2 Manufacturing Strategies for HMLV in Defense and Aerospace Industries -- 2.1 Major Issues -- 2.2 Advanced Processing Techniques -- 2.3 Make-to-X Strategy -- 2.4 Group Technology -- 2.5 Lean Practices -- 3 A Smart Manufacturing Solution -- 3.1 Automation in Manufacturing -- 3.2 Smart Production Planning and Control -- 4 Concluding Remarks -- References -- Feasibility Analysis of Safety Training in Human-Robot Collaboration Scenario: Virtual Reality Use Case -- 1 Introduction -- 2 Related Work -- 2.1 Virtual Reality Training -- 2.2 Virtual Reality Safety Training.

3 Research Methods, Material and Approach.