Methoden des bestärkenden Lernens für die Produktionsablaufplanung [[electronic resource] /] / von Sebastian Lang |
Autore | Lang Sebastian |
Edizione | [1st ed. 2023.] |
Pubbl/distr/stampa | Wiesbaden : , : Springer Fachmedien Wiesbaden : , : Imprint : Springer Vieweg, , 2023 |
Descrizione fisica | 1 online resource (XXXIII, 286 S. 62 Abb., 42 Abb. in Farbe.) |
Disciplina | 006.31 |
Soggetto topico |
Machine learning
Manufactures Industrial engineering Production engineering Machine Learning Machines, Tools, Processes Industrial and Production Engineering |
ISBN | 3-658-41751-X |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | ger |
Nota di contenuto |
Intro -- Danksagung -- Kurzfassung -- Inhaltsverzeichnis -- Abbildungsverzeichnis -- Tabellenverzeichnis -- Abkürzungsverzeichnis -- Mathematische Notation -- Für Probleme der Produktionsablaufplanung -- Für gradientenabhängiges bestärkendes Lernen -- Für gradientenfreies bestärkendes Lernen -- Statistische Kenngrößen -- 1 Einleitung -- 1.1 Motivation und Problemstellung -- 1.2 Zielstellung der Arbeit und Forschungsfragen -- 1.3 Forschungsmethodik und Aufbau der Arbeit -- 2 Grundlagen der Produktionsablaufplanung -- 2.1 Begriffsbestimmung und thematische Abgrenzung -- 2.2 Prozess der Produktionsablaufplanung -- 2.3 Mathematische Optimierung der Produktionsablaufplanung -- 2.3.1 Mathematische Formalisierung -- 2.3.2 Modellbildung -- 2.3.3 Konventionelle Lösungsverfahren -- 3 Grundlagen des Bestärkenden Lernens -- 3.1 Einordnung in die künstliche Intelligenz und in das maschinelle Lernen -- 3.1.1 Überwachtes Lernen als angrenzendes Paradigma -- 3.1.2 Unüberwachten Lernens als angrenzendes Paradigma -- 3.2 Grundprinzip und Taxonomie des bestärkenden Lernens -- 3.3 Gradientenabhängiges bestärkendes Lernen -- 3.3.1 Markov-Entscheidungsproblem -- 3.3.2 Nutzenfunktion -- 3.3.3 Aktionsnutzen-bewertende Verfahren -- 3.3.4 Entscheidungspolitik-approximierende Verfahren -- 3.3.5 Actor-Critic-Verfahren -- 3.4 Gradientenfreies bestärkendes Lernen -- 3.4.1 Modellsuchende und parameteroptimierende Verfahren -- 3.4.2 Hybride Verfahren - NeuroEvolution of Augmenting Topologies -- 4 Stand der Wissenschaft und Technik: Bestärkendes Lernen in der Produktionsablaufplanung -- 4.1 Gradientenabhängige Verfahren für die Produktionsablaufplanung -- 4.1.1 Agentenbasierte Auswahl von Prioritätsregeln -- 4.1.2 Agentenbasierte Ressourcenbelegungsplanung -- 4.1.3 Agentenbasierte Reihenfolgeplanung -- 4.1.4 Agentenbasierte Losbildung.
4.1.5 Agentenbasiertes Reparieren von ungültigen Ablaufplänen -- 4.2 Gradientenfreie Verfahren für die Ablaufplanung im Allgemeinen -- 4.2.1 Einsatz der Kreuzentropie-Methode in der Ablaufplanung -- 4.2.2 Einsatz von Bayes'scher Optimierung in der Ablaufplanung -- 4.2.3 Einsatz von Neuro-Evolution in der Ablaufplanung -- 4.3 Zusammenfassung und Diskussion der Forschungslücke -- 5 Eine Methode zum Einsatz von bestärkenden Lernverfahren für die Produktionsablaufplanung -- 5.1 Ausgangssituation, Problemstellung und Anforderungsdefinition -- 5.2 Von der Produktionsablaufplanung zur agentenbasierten Produktionsablaufsteuerung - Prozessmodell und Funktionsprinzip -- 5.2.1 Agentenbasierte Ressourcenbelegungsplanung -- 5.2.2 Agentenbasierte Reihenfolgeplanung und Losbildung -- 5.3 Projektierung und Entwicklung von agentenbasierten Produktionsablaufsteuerungen -- 5.3.1 Entwurf von Agentenumgebungen -- 5.3.2 Definition von maschinellen Lernaufgaben und Gestaltung von Agenten -- 5.3.3 Integration und Inbetriebnahme von Agenten und Agentenumgebungen -- 5.3.4 Auswahl und Implementierung von bestärkenden Lernverfahren -- 5.3.5 Gestaltung von Belohnungsfunktionen -- 5.3.6 Training von Agenten -- 5.4 Zusammenfassung der Methode -- 6 Evaluation der entwickelten Methode -- 6.1 Flexible-Job-Shop-Problem mit flexibler Operationsplanung -- 6.1.1 Problembeschreibung -- 6.1.2 Anwendung des DQN-Algorithmus zur Lösung des Problems -- 6.1.3 Diskussion der Ergebnisse -- 6.1.4 Erweiterung des Problems um einen dynamischen Auftragshorizont -- 6.2 Dynamisches Parallel-Maschinen-Problem mit familienabhängigen Rüstzeiten und ressourcenabhängigen Bearbeitungsgeschwindigkeiten -- 6.2.1 Problembeschreibung -- 6.2.2 Anwendung des PPO-Algorithmus zur Lösung des Problems -- 6.2.3 Diskussion der Ergebnisse -- 6.3 Zweistufiges Hybrid-Flow-Shop-Problem mit familienabhängigen Rüstzeiten. 6.3.1 Problembeschreibung -- 6.3.2 Anwendung des A2C-Algorithmus zur Lösung des Problems -- 6.3.3 Anwendung des NEAT-Algorithmus zur Lösung des Problems -- 6.3.4 Vergleich mit anderen Lösungsverfahren -- 7 Schlussbetrachtung -- 7.1 Zusammenfassung und Diskussion -- 7.2 Ausblick -- Literaturverzeichnis. |
Record Nr. | UNINA-9910731410903321 |
Lang Sebastian
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Wiesbaden : , : Springer Fachmedien Wiesbaden : , : Imprint : Springer Vieweg, , 2023 | ||
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Lo trovi qui: Univ. Federico II | ||
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Nontraditional Applications of Ultra-High-Pressure Technology in Agricultural Products Processing [[electronic resource] /] / by Yong Yu |
Autore | Yu Yong |
Edizione | [1st ed. 2023.] |
Pubbl/distr/stampa | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2023 |
Descrizione fisica | 1 online resource (277 pages) |
Disciplina | 660.63 |
Collana | Advanced Topics in Science and Technology in China |
Soggetto topico |
Biochemical engineering
Manufactures Biomaterials Agriculture Bioprocess Engineering Machines, Tools, Processes Plant Materials |
ISBN | 981-9937-76-0 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Chinese Liquor and Related Introduction -- Introduction to Brown Rice and Related Substances -- Fast-growing Forest and Related Introduction -- Effect of UHP Processing on the Main Volatile Components and Aging Characteristics of Chinese Liquor -- Improving Taste, Cooking Properties, and Digestibility of Brown Rice -- High-Pressure Modification of Wood: Densification and Dyeing -- Conclusion and Prospects. |
Record Nr. | UNINA-9910734877103321 |
Yu Yong
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Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2023 | ||
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Lo trovi qui: Univ. Federico II | ||
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Operations Management and Systems Engineering : Select Proceedings of CPIE 2019 / / edited by Anish Sachdeva, Pradeep Kumar, O P Yadav, R K Garg, Ajay Gupta |
Edizione | [1st ed. 2021.] |
Pubbl/distr/stampa | Springer Singapore, 2021 |
Descrizione fisica | 1 online resource (457 pages) |
Disciplina | 670 |
Collana | Lecture Notes on Multidisciplinary Industrial Engineering |
Soggetto topico |
Industrial Management
Security systems Manufactures Business logistics Security Science and Technology Machines, Tools, Processes Supply Chain Management |
ISBN | 981-15-6017-X |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Process and instrument for visual inspection of mechanical components for imperfections evaluation in land removal equipment -- Development of Computer Aided System to Generate Tool Path for Single Point Incremental Forming Process using MATLAB -- A novel method for spindle radial error measurement using laser pointer and digital camera -- Measuring TQM Awareness in Indian Hospitality Industry -- Sustainable Supplier Selection and Order Allocation considering Discount Schemes and Disruptions in Supply Chain. |
Record Nr. | UNINA-9910863120503321 |
Springer Singapore, 2021 | ||
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Lo trovi qui: Univ. Federico II | ||
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Optimization of Production and Industrial Systems [[electronic resource] ] : Select Proceedings of CPIE 2023 / / edited by Arvind Bhardwaj, Pulak Mohan Pandey, Aviral Misra |
Autore | Bhardwaj Arvind |
Edizione | [1st ed. 2024.] |
Pubbl/distr/stampa | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2024 |
Descrizione fisica | 1 online resource (402 pages) |
Disciplina | 670 |
Altri autori (Persone) |
PandeyPulak Mohan
MisraAviral |
Collana | Lecture Notes in Mechanical Engineering |
Soggetto topico |
Industrial engineering
Production engineering Automation Industrial Management Manufactures Industrial and Production Engineering Industrial Automation Machines, Tools, Processes |
ISBN | 981-9983-43-6 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Productivity Improvement by Upgrading Skills Using Twi – Ji in Special Purpose Machine Manufacturing Company -- Implementing Solar PV System in Dc Microgrid for Electric Vehicle Charging -- Modelling and Analysing the Structural Relationship among Industry 4.0 Dimensions -- Strategic Integration of Lean and Six Sigma in Era of Industry 4.: Navigating the Confluence of Barriers & Enablers -- Enabling a Green Supply Chain with Machine Learning and Industry 4.: Certain Investigations for Research and Applications -- Enhancing Supply Chain Sustainability Through Industry 4.0 And Additive Manufacturing Technologies: A Bibliometric-based Review -- Production Optimization of a PVC Pipe Manufacturing Industry -- Design and Control of Ball and Socket Type Spherical Motor: A Comprehensive Study -- IOT Based Smart Plant Monitoring System -- Limitations of Centralized Version Control Systems (SVN) and Approaches to Its Migration to Decentralized VCS -- Bibliometric Analysis of Green Manufacturing in Automobile Sector -- Building a Greener Supply Chain with Blockchain: A Review and Future Research Directions -- Simultaneous Optimization of Power Consumption and Surface Roughness in Machining Using NSGA-II and Weighted Sum Method -- Solar Powered Dehumidification System with Double Sorbent Wheel -- Productivity Improvement in Refrigerator Manufacturing Plant by Using Yamazumi - Line Balancing Technique. |
Record Nr. | UNINA-9910838273103321 |
Bhardwaj Arvind
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Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2024 | ||
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Lo trovi qui: Univ. Federico II | ||
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Polymer 3D Printing and 3D Copying Technology [[electronic resource] /] / by Weimin Yang, Ranran Jian |
Autore | Yang Weimin |
Edizione | [1st ed. 2023.] |
Pubbl/distr/stampa | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2023 |
Descrizione fisica | 1 online resource (320 pages) |
Disciplina | 620.11 |
Altri autori (Persone) | JianRanran |
Collana | Advanced and Intelligent Manufacturing in China |
Soggetto topico |
Materials
Manufactures Polymers Materials Engineering Machines, Tools, Processes |
ISBN | 981-9901-01-4 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Introduction -- Polymer 3D Printing and 3D Copying Processes -- Polymeric 3D Printers -- Polymeric 3D Copiers -- Materials and Defect Analysis for Polymer 3D Copying -- The Future of Polymer 3D Copying Technology. |
Record Nr. | UNINA-9910735792103321 |
Yang Weimin
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Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2023 | ||
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Lo trovi qui: Univ. Federico II | ||
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Proceedings of the 11th International Conference on Mechatronics and Control Engineering [[electronic resource] ] : ICMCE 2023 / / edited by Giuseppe L. Conte, Olivier Sename |
Autore | Conte Giuseppe L |
Edizione | [1st ed. 2024.] |
Pubbl/distr/stampa | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2024 |
Descrizione fisica | 1 online resource (182 pages) |
Disciplina | 629.8 |
Altri autori (Persone) | SenameOlivier |
Collana | Lecture Notes in Mechanical Engineering |
Soggetto topico |
Industrial engineering
Automation Production engineering Manufactures Industrial Automation Industrial and Production Engineering Machines, Tools, Processes |
ISBN | 981-9965-23-3 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Three-Dimensional Finite Element Analysis and Experiment of Temperature Rise of Permanent Magnet Linear Synchronous Motor -- Modeling and Control of BLDC Motor for Scaled Autonomous Vehicle Application -- FedMSPC: A Federated Multivariate Statistical Process Control Framework For Privacy-preserving Process Modeling Across Company Borders -- LPV Modeling for Control Scheme Design of A Compound Helicopter. |
Record Nr. | UNINA-9910835061103321 |
Conte Giuseppe L | ||
Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2024 | ||
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Lo trovi qui: Univ. Federico II | ||
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Proceedings of the 3rd Conference on Physical Modeling for Virtual Manufacturing Systems and Processes [[electronic resource] /] / edited by Jan C. Aurich, Christoph Garth, Barbara S. Linke |
Edizione | [1st ed. 2023.] |
Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2023 |
Descrizione fisica | 1 online resource (XIII, 295 p. 188 illus., 166 illus. in color.) |
Disciplina | 670 |
Soggetto topico |
Industrial engineering
Production engineering Manufactures Industrial and Production Engineering Machines, Tools, Processes |
ISBN | 3-031-35779-5 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | PART 1. Guidance, Navigation and Control, and Sensor Technologies -- PART 2. Robotic Technologies -- PART 3. Stochastic Systems and Game Theory -- PART 4. Optimal Control and Applications -- PART 5. Modeling and Data Analytics -- PART 6. Nonlinear Control Systems and Machine Learning. |
Record Nr. | UNINA-9910734343603321 |
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2023 | ||
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Lo trovi qui: Univ. Federico II | ||
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Production at the Leading Edge of Technology [[electronic resource] ] : Proceedings of the 13th Congress of the German Academic Association for Production Technology (WGP), Freudenstadt, November 2023 / / edited by Thomas Bauernhansl, Alexander Verl, Mathias Liewald, Hans-Christian Möhring |
Autore | Bauernhansl Thomas |
Edizione | [1st ed. 2024.] |
Pubbl/distr/stampa | Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2024 |
Descrizione fisica | 1 online resource (777 pages) |
Disciplina | 670 |
Altri autori (Persone) |
VerlAlexander
LiewaldMathias MöhringHans-Christian |
Collana | Lecture Notes in Production Engineering |
Soggetto topico |
Industrial engineering
Production engineering Manufactures Engineering design Industrial and Production Engineering Machines, Tools, Processes Engineering Design |
ISBN | 3-031-47394-9 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Environmentally neutral production (e.g. energy and material efficiency) -- Resilient Value Creation Systems -- Biointelligence -- Digitization as an Enabler for Sustainable Production -- Production Technologies for a Circular Economy. |
Record Nr. | UNINA-9910765490803321 |
Bauernhansl Thomas
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Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2024 | ||
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Lo trovi qui: Univ. Federico II | ||
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Reliability Engineering Technology of Digital Diagnosis and Treatment Equipment [[electronic resource] /] / by Xiuqing Li, Jun Gao, Wen Li |
Autore | Li Xiuqing |
Edizione | [1st ed. 2024.] |
Pubbl/distr/stampa | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2024 |
Descrizione fisica | 1 online resource (495 pages) |
Disciplina | 610.28 |
Altri autori (Persone) |
GaoJun
LiWen |
Soggetto topico |
Manufactures
Biomedical engineering Engineering design Control engineering Machines, Tools, Processes Biomedical Devices and Instrumentation Engineering Design Control and Systems Theory |
ISBN | 981-9955-22-X |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Chapter 1. Digital diagnosis and treatment equipment and its R & D reliability requirements -- Chapter 2. Overview of reliability engineering of digital medical equipment -- Chapter 3. Reliability design method of digital diagnosis and treatment equipment -- Chapter 4. Failure model analysis method of digital medical equipment -- Chapter 5. Reliability simulation calculation and analysis method of digital diagnosis and treatment equipment -- Chapter 6. Reliability test technology of digital diagnosis and treatment equipment. |
Record Nr. | UNINA-9910845086803321 |
Li Xiuqing
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Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2024 | ||
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Lo trovi qui: Univ. Federico II | ||
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Springer Handbook of Additive Manufacturing [[electronic resource] /] / edited by Eujin Pei, Alain Bernard, Dongdong Gu, Christoph Klahn, Mario Monzón, Maren Petersen, Tao Sun |
Autore | Pei Eujin |
Edizione | [1st ed. 2023.] |
Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2023 |
Descrizione fisica | 1 online resource (994 pages) |
Disciplina | 621.988 |
Altri autori (Persone) |
BernardAlain
GuDongdong KlahnChristoph MonzónMario PetersenMaren SunTao |
Collana | Springer Handbooks |
Soggetto topico |
Engineering design
Manufactures Engineering Design Machines, Tools, Processes |
ISBN | 3-031-20752-1 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Section 1 – Introduction by Eujin Pei -- Section 2 - Design and Data by Christoph Klahn -- Section 3 – Processes by Dongdong Gu -- Section 4 - Post-processing, Testing and Inspection by Tao Sun -- Section 5 - Materials by Mario Monzon -- Section 6 - Education and Training by Maren Petersen -- Section 7 - Applications and Case Study Examples by Alain Bernard. |
Record Nr. | UNINA-9910755082603321 |
Pei Eujin
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Cham : , : Springer International Publishing : , : Imprint : Springer, , 2023 | ||
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Lo trovi qui: Univ. Federico II | ||
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