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View article: Semantic 3D product modelling for automated inspection in remanufacturing processes
Semantic 3D product modelling for automated inspection in remanufacturing processes Open
Remanufacturing is a key process for enabling a circular economy by restoring used products, often referred to as cores, to a like-new condition. It still heavily relies on manual work. One exemplary manual task is the visual inspection of…
View article: Accelerating Fleet Upgrade Decisions with Machine-Learning Enhanced Optimization
Accelerating Fleet Upgrade Decisions with Machine-Learning Enhanced Optimization Open
Rental-based business models and increasing sustainability requirements intensify the need for efficient strategies to manage large machine and vehicle fleet renewal and upgrades. Optimized fleet upgrade strategies maximize overall utility…
View article: From cost to capability: Technology Multiplier in EV manufacturing strategy
From cost to capability: Technology Multiplier in EV manufacturing strategy Open
In an increasingly dynamic and uncertain global environment, companies face significant challenges in aligning production strategies with long-term competitiveness and innovation. Many firms focus on short-term cost savings through outsour…
View article: 6D Pose Estimation on Point Cloud Data through Prior Knowledge Integration: A Case Study in Autonomous Disassembly
6D Pose Estimation on Point Cloud Data through Prior Knowledge Integration: A Case Study in Autonomous Disassembly Open
The accurate estimation of 6D pose remains a challenging task within the computer vision domain, even when utilizing 3D point cloud data. Conversely, in the manufacturing domain, instances arise where leveraging prior knowledge can yield a…
View article: Application of dynamic pricing for variant production using reinforcement learning
Application of dynamic pricing for variant production using reinforcement learning Open
In the context of variant production, the increasing volatility and customer requirements challenge the profitability of manufacturers. A promising approach to mitigate these challenges could be a dynamic pricing. An intelligent design of …
View article: Understanding a frequency shifting phenomenon interfering with in-line acoustic monitoring of an extrusion compounding process for polymer composites
Understanding a frequency shifting phenomenon interfering with in-line acoustic monitoring of an extrusion compounding process for polymer composites Open
This study investigated an anomalous frequency shift observed in collected spectra from an inline monitoring system based on guided ultrasonic waves, with the changing flow rate of an extrusion compounding process for fiber-reinforced ther…
View article: Simulating X-ray beam energy and detector signal processing of an industrial CT using implicit neural representations
Simulating X-ray beam energy and detector signal processing of an industrial CT using implicit neural representations Open
Simulating computed tomography (CT) systems offers numerous advantages, including the optimization of scan parameters, training of specialist personnel, and quantification of measurement uncertainties. Current simulation approaches, often …
View article: Real-to-sim: automatic simulation model generation for a digital twin in semiconductor manufacturing
Real-to-sim: automatic simulation model generation for a digital twin in semiconductor manufacturing Open
Semiconductor manufacturing systems are highly complex due to intricate processes and material flows. Operating these systems efficiently remains a significant challenge, particularly under the growing demands for operational excellence an…
View article: DYNAMIC SIMULATION INTEGRATION IN PROCESS CONTROL EDUCATION: A CASE STUDY ON METHANOL-WATER SEPARATION USING AVEVA PROCESS SIMULATION
DYNAMIC SIMULATION INTEGRATION IN PROCESS CONTROL EDUCATION: A CASE STUDY ON METHANOL-WATER SEPARATION USING AVEVA PROCESS SIMULATION Open
This study explores implementing a novel teaching methodology for process control education using AVEVA Process Simulation software. The methodology integrates interactive simulations and practical problem-solving exercises, focusing on th…
View article: Modelling and Analysis of Circular Production Network Structures
Modelling and Analysis of Circular Production Network Structures Open
Circular business models have the potential to generate value for consumers, benefit producers and positively impact the environment. Despite its potential, designing a circular production network remains a significant challenge. Recognisi…
View article: A Control Architecture for Robust and Resilient Circular Factories under Uncertain Conditions
A Control Architecture for Robust and Resilient Circular Factories under Uncertain Conditions Open
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View article: Product-Production-CoDesign Thinking for Sustainable Manufacturing
Product-Production-CoDesign Thinking for Sustainable Manufacturing Open
Manufacturing needs to contribute towards a sustainable future for the sake of preserving and enriching humanity on planet earth. This goal is enshrined in the Sustainable Development Goals (SGD) set forth by the United Nations. SGD 9 aims…
View article: Comprehensive Assessment of Remanufacturing Suitability and Enhancement
Comprehensive Assessment of Remanufacturing Suitability and Enhancement Open
For many companies, entering the field of circular value creation is a major challenge. They have difficulty in effectively assessing and quantifying the suitability and profitability of their products for remanufacturing and related strat…
View article: Enhancing Visual Inspection in Remanufacturing: A Reinforcement Learning Approach with Integrated Robot Simulation
Enhancing Visual Inspection in Remanufacturing: A Reinforcement Learning Approach with Integrated Robot Simulation Open
This paper presents an approach for solving the View Planning Problem (VPP) in robotic inspection using Reinforcement Learning (RL). Building on a prior framework, this work takes a significant step forward by integrating a detailed roboti…
View article: On the Systematic Selection of CE Strategies for End-of-Life-Products: A Guide for Practitioners
On the Systematic Selection of CE Strategies for End-of-Life-Products: A Guide for Practitioners Open
Motivated by the goal of reducing resource consumption, industries around the globe are rethinking their linear production systems to move towards a circular economy (CE). CE strategies must be selected individually for each product and ea…
View article: Unlocking the Potential of Remanufacturing Through Machine Learning and Data-Driven Models—A Survey
Unlocking the Potential of Remanufacturing Through Machine Learning and Data-Driven Models—A Survey Open
As a key strategy for achieving a circular economy, remanufacturing involves bringing end-of-use (EoU) products or cores back to a ‘like new’ condition, providing more affordable and sustainable alternatives to new products. Despite the po…
View article: View planning in the visual inspection for remanufacturing using supervised- and reinforcement learning approaches
View planning in the visual inspection for remanufacturing using supervised- and reinforcement learning approaches Open
Visual inspection in remanufacturing, despite technological progress, is still mainly performed by humans. A rough assessment of the product's general condition and the dedicated inspection of individual product features or defects is nece…
View article: Digital Twin Stakeholder Communication: Characteristics, Challenges, and Best Practices
Digital Twin Stakeholder Communication: Characteristics, Challenges, and Best Practices Open
Digital Twins (DT) encompass virtual models interconnected with a physical system through data links. Although DTs hold significant potential for positive organisational impact, their successful adoption in industrial practice remains limi…
View article: Incentive system to smooth out fluctuations in demand
Incentive system to smooth out fluctuations in demand Open
The global market is influenced by multiple factors such as market trends, cultural dynamics, and geopolitical uncertainties. In this context service providers often face volatile demand patterns leading to sub-optimal capacity utilization…