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Chapter and Conference Paper
Solving a Dynamic Scheduling Problem for a Manufacturing System with Reinforcement Learning
A recent trend in the manufacturing community for increased customization capabilities and shorter production cycles has necessitated an increasing the level of flexibility and, consequently, more complexity i...
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Chapter and Conference Paper
Application of Multi-agent Reinforcement Learning to the Dynamic Scheduling Problem in Manufacturing Systems
Most recent research in reinforcement learning (RL) has dem-onstrated remarkable results on complex strategic planning problems. Especially popular have become approaches which incorporate multiple agents to c...
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Article
Open AccessGanzheitliche Wandlungsfähigkeit von Produktionssystemen – der Schlüssel zur Ressourcenwende?
Wandlungsfähigkeit von Unternehmen ist der Schlüssel, um gegenüber Multikrisen wie in den letzten Jahren bestehen zu können und langfristig handlungsfähig zu bleiben. Gleichzeitig fordert die globale Situation...
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Chapter and Conference Paper
Open Source Hardware in Manufacturing – Opportunities and Challenges
companies are operating in an environment that is becoming steadily more challenging and uncertain. The most serious risks in developed countries increasingly concern the shortage of skilled workers, growing ...
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Chapter and Conference Paper
Dynamic Job Shop Scheduling in an Industrial Assembly Environment Using Various Reinforcement Learning Techniques
The high volatility and dynamics within global value networks have recently led to a noticeable shortening of product and technology cycles. To realize an effective and efficient production, a dynamic regulati...
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Chapter and Conference Paper
A Concept for QoS Management in SOA-Based SoS Architectures
This paper identifies discrepancies in the sole use of classic QoS calculation in order to determine the quality of a service within the Arrowhead framework, as a representative of SOA-based system of systems ...
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Chapter and Conference Paper
Development of a Language Extension for Configuration of Industrial Asset Capabilities in Self-organized Production Systems
The process of managing and configuring industrial assets has produced a number of solutions over the last few years. Although a number of process models and standards simplify the management of manufacturing ...
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Chapter and Conference Paper
A Software Platform for Use Case Driven Human-Friendly Factory Interaction Using Domain-Specific Assets
In current efforts to digitize manufacturing, a wide range of integration solutions are being considered to enable manufacturing processes to adapt to change. At the same time companies are currently strugglin...
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Chapter and Conference Paper
Asset Administration Shell: Domain Specific Language Approach to Integrate Heterogeneous Device Endpoints
Manufacturing systems face the challenge of connecting different actuators. A uniform integration of interfaces is already used in practice. However, how these interfaces are connected is usually the responsib...
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Chapter and Conference Paper
Managing Manufacturing Assets with End-Users in Mind
In the field of management of manufacturing resources, there are a number of solutions to make it easier for the end user to work with equipment. Often the user does not gain an overview of the relevance of th...
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Chapter and Conference Paper
Multiobjective Scheduling of Jobs with Incompatible Families on Parallel Batch Machines
We consider scheduling heuristics for batching machines from semiconductor manufacturing. A batch is a collection of jobs that are processed at the same time on the same machine. The processing time of a batch...
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Chapter and Conference Paper
CURE: Eine Reparaturheuristik für die Planung ökonomischer und zuverlässiger Kommunikationsnetzwerke mit Hilfe von heuristischen Optimierungsverfahren
Dieser Beitrag beschäftigt sich mit dem Aufbau kostengünstiger Kommunikationsnetzwerke unter Zuverlässigkeitsrestriktionen. Für den Aufbau des Kommunikationsnetzes stehen je Verbindung verschiedene Leitungstyp...
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Chapter and Conference Paper
A Study of an Iterated Local Search on the Reliable Communication Networks Design Problem
The reliability of network topologies is an important key issue for business success. This paper investigates the reliable communication network design problem using an iterated local search (ILS) method. This...
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Chapter and Conference Paper
Designing Reliable Communication Networks with a Genetic Algorithm Using a Repair Heuristic
This paper investigates GA approaches for solving the reliable communication network design problem. For solving this problem a network with minimum cost must be found that satisfies a given network reliabilit...
