TY - CHAP A1 - Herrmann, Frank A1 - Manitz, Michael T1 - Some remarks to the shape of Clearing Functions T2 - Proceedings of the International Annual Conference of the German Operations Research Society 2015 (OR 2015) Wien, September 1 - 4 KW - clearing functions KW - production planning Y1 - 2015 ER - TY - CHAP A1 - Herrmann, Frank T1 - Observations to Clearing Functions T2 - Proceedings of the 28th EURO Conference on Operations Research, July 12 - 15, 2015, Glasgow, Scotland KW - clearing functions Y1 - 2015 ER - TY - BOOK A1 - Herrmann, Frank T1 - Übungsbuch - Losbildung und Fertigungssteuerung BT - Aufgaben zur operativen Produktionsplanung und -steuerung N2 - Das Aufgabenbuch ergänzt die in Lehrbüchern erläuterten Verfahren der Losbildung und Fertigungssteuerung durch sehr detaillierte und präzise Lösungen. Losbildung und Fertigungssteuerung sind zentrale Kernelemente der operativen Produktionsplanung und -steuerung, insbesondere in kommerziell verfügbaren IT-Systemen. Daher sind diese Verfahren integrale Bestandteile von Veranstaltungen zur Produktion und Logistik, Produktionsplanung und -steuerungsysteme, Supply Chain Management usw. in Bachelor- und Masterstudiengängen an Hochschulen und Universitäten. Zu Beginn einer Lösung wird die verwendete Methodik soweit dargestellt, dass diese mit den in entsprechenden Vorlesungen gelehrten Inhalten ohne weitere Literatur verständlich ist. Einige Themen, wie die Betrachtung von knappen Kapazitäten und von schwankenden Durchlaufzeiten, gehen über den Inhalt von Standardlehrbüchern hinaus und dürften auch für Doktoranden interessant sein. KW - Produktionsplanung KW - Produktionssteuerung KW - PPS KW - Losgröße KW - Operative Planung KW - Aufgabensammlung Y1 - 2018 SN - 978-3-658-21567-5 U6 - https://doi.org/10.1007/978-3-658-21567-5 PB - Springer Fachmedien CY - Wiesbaden ER - TY - BOOK A1 - Herrmann, Frank A1 - Manitz, Michael T1 - Materialbedarfsplanung und Ressourcenbelegungsplanung BT - Durchführung in Produktionsplanungs- und -steuerungssystemen und ihre Analyse KW - Materialbedarf KW - Produktionsplanung KW - Produktionssteuerung KW - PPS Y1 - 2017 SN - 978-3-658-12543-1 U6 - https://doi.org/10.1007/978-3-658-12543-1 PB - Springer Gabler CY - Wiesbaden ER - TY - JOUR A1 - Herrmann, Frank T1 - SIM-R/3: Softwaresystem zur Simulation der Regelung produktionslogistischer Prozesse durch das R/3-System der SAP AG JF - Wirtschaftsinformatik N2 - State of the art in enterprises is the control of business processes by enterprise resource planning systems (ERP systems) such as the R/3 system of SAP AG. A typical task in the implementation phase of ERP systems consists in the choice of an appropriate lot sizing procedure and the setup of its parameters. The existing procedures do not deliver the best results for each business process. So, a business specific setup is required. Unfortunately, there is no knowledge of good parameter settings for typical business processes. Therefore, different parameter settings have to be tested out on real business processes over long periods (e. g. over several years). Of course, such an approach fails due to time restrictions. In addition, the literature argues that an automated software process — contrary to a physical process — is often never called in question or further optimized. An alternative offers a simulation of business processes which is controlled by an ERP system. In the laboratory of information science and production logistics (LIP) at the University of Applied Sciences, Regensburg, a pilot implementation of a system for simulating the control of production processes by the SAP R/3-System (SIM-R/3) was developed. SIM-R/3 allows such a simulation over long periods. KW - Fertigungslogistik KW - Enterprise-Resource-Planning KW - Simulation KW - SAP R/3 KW - eM-Plant KW - Regelung produktionslogistischer Prozesse KW - Planungsverfahren und-parameter in ERP-Systemen Y1 - 2007 U6 - https://doi.org/10.1007/s11576-007-0034-5 VL - 49 IS - 2 SP - 127 EP - 133 ER - TY - CHAP A1 - Herrmann, Frank A1 - Lange, Frederick A1 - Almeder, Christian T1 - Capacity estimation based on clearing functions for the capacitated lot-sizing problem T2 - Proceedings of the 5th International Workshop on Lot-Sizing, August 26th - 29th, 2014, Porto, Portugal N2 - Single-stage capacitated lot-sizing problems (CLSP) are essential for manyplanning tasks in production systems. Due to the hierarchical planning approach, which is widely used in industrial practice and implemented in commercial enterprise resource planning as well as production planning and controlsystems, a subsequent scheduling is necessary to gain executable productionplans. Capacity consumption depends on many factors as, for example, systems workload, machine availability, or yield. Thus, a feasible and optimalsolution of the CLSP may lead to unplanned delays after sequencing and processing the orders on the shop floor. Using a so called clearing function (CF),which represents the relationship between the workload and the output of a production system, this capacity consumption in a CLSP is improved in various ways and tested on a real-world application. KW - Hierarchische Produktionsplanung KW - Kapazitätsplanung KW - Losgröße KW - clearing functions Y1 - 2014 UR - https://www.emse.fr/~absi/IWLS2014/proceedings_IWLS_2014.pdf ER - TY - CHAP A1 - Herrmann, Frank T1 - Genetic algorithm with simulation for scheduling of a flow shop with simultaneously loaded stations T2 - Proceedings of the 28th EUROPEAN Conference on Modeling and Simulation, May 27th - 30th, 2014, Brescia, Italy N2 - In this study, a real world flow shop with a transportation restriction is regarded. This restriction reduces the set of feasible schedules even more than the no-buffer restrictions discussed in the literature in the case of limited storage. Still this problem is NP-hard. Since this scheduling problem is integrated in the usual hierarchical planning, the tardiness is minimised. Compared to even specific priority rule for this class of problems the suggested genetic algorithm delivers significant better results. The specific structure of this class of problems complicates the calculation of the performance criteria. This is solved by a simulation algorithm. Proceedings 28th European Conference on Modelling and Simulation. KW - Ablaufplanung KW - Hierarchische Produktionsplanung KW - Flow-shop-Problem KW - Reihenfolgeproblem KW - Genetischer Algorithmus KW - simulation of restrictions KW - scheduling KW - flow-shop KW - no-buffer (blocking) KW - no-wait KW - genetic algorithm KW - real world application Y1 - 2014 UR - http://www.scs-europe.net/dlib/2014/ecms14papers/simo_ECMS2014_0076.pdf ER - TY - JOUR A1 - Herrmann, Frank T1 - Simulation der Regelung von Unternehmensprozessen durch ein Enterprise Ressource Planning System am Beispiel von SAP R/3 Y1 - 2007 UR - https://www.hs-nordhausen.de/fileadmin/_migrated/content_uploads/FHN_Schriftenreihe_Heft_3_Herrmann_08_06_2007_01.pdf PB - Verlag der Hochschule Nordhausen ER - TY - JOUR A1 - Herrmann, Frank A1 - Tsakpinis, Athanassios A1 - Wiedermann, Wolfgang T1 - Praxisnahe Ausbildung an der FH-Regensburg mit dem Schwerpunkt SAP JF - Krcmar, Helmut; Rautenstrauch, Claus; Wittges, Holger und Schrader; Heino (Hrsg.): Wirtschaftsinformatik-Ausbildung mit SAP®-Software KW - Hochschulstudium KW - Wirtschaftsinformatik KW - Praxisbezug Y1 - 2006 PB - Josef Eul Verlag CY - Lohmar – Köln ER - TY - RPRT A1 - Wohanka, Christian A1 - Helmstreit, Herbert A1 - Herrmann, Frank T1 - Anbindung von Halbleiter Fertigungsautomaten an die SAP NetWeaver Plattform T2 - Forschungsbericht der Hochschule Regensburg KW - Fertigung KW - Automation KW - Halbleiterbauelement KW - SAP NetWeaver Y1 - 2006 SP - 51 EP - 58 PB - Weka Info Verlag CY - Regensburg ER - TY - CHAP A1 - Herrmann, Frank T1 - Simulated Determination and Usage of a Clearing Function for Leadtime Estimation T2 - Proceedings of the 27th EURO Conference on Operations Research, July 13 - 18, 2014, Barcelona, Spain KW - clearing functions KW - lead time estimation Y1 - 2014 ER - TY - RPRT A1 - Herrmann, Frank A1 - Kreutz, Michael T1 - Simulations-System für das R/3-System (SIM-R/3) der SAP AG T2 - Forschungsbericht der Hochschule Regensburg KW - SAP R/3 KW - Simulation Y1 - 2006 SP - 46 EP - 50 PB - Weka Info Verlag CY - Regensburg ER - TY - RPRT A1 - Heindl, Martina A1 - Herrmann, Frank A1 - Juraske, Erich T1 - Simulation von Einlagerstrategien T2 - Forschungsbericht der Hochschule Regensburg KW - Lagerhaltung KW - Raumbedarf KW - Simulation Y1 - 2007 SP - 30 EP - 39 PB - Weka Info Verlag CY - Regensburg ER - TY - JOUR A1 - Herrmann, Frank T1 - Scheduling a flow shop with simultaneously loaded stations: A real world application JF - Journal of Control Science and Engineering N2 - Companies use special designed flow shops, in order to satisfy specific demands. Products need to be transported (from one station to the next station) by a crane and the way of working of this crane excludes the intermediate storage (of a work piece). In addition, the way of working restricts the set of feasible schedules even more than the no-buffer restriction discussed in the literature in the case of limited storage. Since this scheduling problem is integrated in the usual hierarchical planning, the tardiness is minimised. A linear optimisation model is presented to provide a formal description of this NP-hard problem. It is also used to explain the performance of priority rule based heuristic solutions on small test problems. In detail, priority rules as well as a priority rule based branch and bound procedure are analysed; priority rules are regarded, because a priority rule is still the standard procedure for on-line scheduling in industrial practise. Out of successful priority rules in the literature the best one is identified by an extensive simulative investigation. An improved look-ahead is realised by a restricted search over all possible schedules. KW - Fließfertigung KW - Flow-shop-Problem KW - Scheduling KW - Real world flow shop with restrictions KW - No buffer and no wait KW - Minimising tardiness KW - Optimisation model KW - Priority rules KW - Priority rule based branch and bound procedure Y1 - 2015 U6 - https://doi.org/10.17265/2328-2231/2015.03.004 VL - 3 SP - 147 EP - 163 ER - TY - CHAP A1 - Vitzthum, Thorsten A1 - Herrmann, Frank T1 - Evidence of the Relevance of Master Production Scheduling for Hierarchical Production Planning. T2 - Proceedings, 31st European Conference on Modelling and Simulation (ECMS) 2017, 23rd - May 26th, Budapest, Hungary N2 - This paper deals with the significance of master production scheduling for hierarchical production planning. Production planning in a typical manufacturing organization is a sequence of complex decisions which depends on a number of factors, such as number of products, complexity of products, number of production sites, and number of work centres in each production site. The main idea in hierarchical production planning is to break down larger problems into smaller, more manageable sub problems. Starting with aggregate production planning, the benefits of using master production scheduling for material requirements planning will be conveyed. The main benefit of master production scheduling is more detailed planning. The production groups are thereby disaggregated into final products and the production site disaggregated into work centres. In order to plan capacities, resource profiles are used. By working with resource profiles production lead time data are taken into account to provide time-phased projections of the capacity requirements for each work centre (Vollmann et al. 2005). The case study will show that more accurate planning and consideration of production lead time through master production scheduling results in a demand program that can be realized without shortages or delays. KW - Hierarchische Produktionsplanung KW - Fertigungsprogrammplanung Y1 - 2017 SN - 978-0-9932440-4-9 U6 - https://doi.org/10.7148/2017-0475 ER - TY - CHAP A1 - Amann, Matthias A1 - Herrmann, Frank A1 - Lutz, Christian A1 - Meier, Markus ED - Barton, Thomas ED - Erdlenbruch, Burkhard ED - Herrmann, Frank ED - Müller, Christian T1 - Grad der Zerstörung für eine lokale Suche bei einer taktgetriebenen Fließfertigung T2 - Prozesse, Technologien, Anwendungen, Systeme und Management. Angewandte Forschung in der Wirtschaftsinformatik. Tagungsband zur 27. AKWI-Fachtagung vom 07. bis 10.09.2014 an der Oberbayerischen Technischen Hochschule Regensburg N2 - Unternehmen produzieren oftmals viele Varianten für ein kleines Kundensegment und in kleinen Stückzahlen auf sehr teuren Produktionsanlagen. Deren effiziente und effektive Nutzung erfordert eine möglichst gute Planung der Belegung der Stationen mit Aufträgen. Sehr wirkungsvoll bei Fertigungslinien sind lokale Suchverfahren. Sie erzielen ein lokales Optimum. Um ein globales Optimum zu erreichen, wird die Suche von einem anderen Punkt des Suchraums fortgesetzt. Dabei sollte kein willkürlicher Punkt gewählt werden, sondern nur ein Teil des lokalen Optimums zerstört werden. Unterschiedlich starke Zerstörungen werden für eine taktgetriebene Fließfertigung analysiert. KW - Fließvertigung KW - Fertigungsplanung KW - Optimierung Y1 - 2014 UR - http://www.akwi.de/documents/AKWI_Tagungsband2014.pdf SP - 44 EP - 54 PB - Verlag News & Media CY - Berlin ER - TY - CHAP A1 - Lange, Frederick A1 - Herrmann, Frank A1 - Claus, Thorsten T1 - Simulation based capacity estimation for a model of order release planning under the consideration of service levels T2 - Proceedings of the 15th International Conference on Simulation in Production and Logistics, October 9 - 11, 2013, Paderborn, Germany N2 - Clearing Functions describe the nonlinear relationship between the orders which are in process and the output in capacitated productions systems under high utilization. These Clearing Function can be derived analytical by using steady-state queuing models or empirical by using simulation. We show how to estimate a Clearing Function for a single-level multi-product production system by using a simulation model. This non-linear Clearing Function is integrated into a model of order release planning. We extend this model to consider the uncertainty of the demand by using a Beta service level. We compare our model with an inventory management policy under different demand conditions. KW - Clearing function KW - linear programming KW - order release planning KW - simulation Y1 - 2013 UR - http://www.scs-europe.net/conf/ecms2013/ecms2013proceedings.pdf SN - 978-0-9564944-6-7 SP - 741 EP - 747 ER - TY - CHAP A1 - Herrmann, Frank T1 - Simulation based priority rules for scheduling of a flow shop with simultaneously loaded stations T2 - Proceedings of the 27th EUROPEAN Conference on Modeling and Simulation, May 27th - 30th, 2013, Ålesund, Norway N2 - In this study, a real world flow shop with a transportation restriction is regarded. This restriction reduces the set of feasible schedules even more than the no-buffer restrictions discussed in the literature in the case of limited storage. Since this scheduling problem is integrated in the usual hierarchical planning, the tardiness is minimised. This NP-hard problem is solved by priority rules, because of the addressed dynamic environment (and a high number of jobs) at the company site. Due to the technological restrictions the real duration of a job is significantly larger than its net processing time. By a simulation of the processing time many priority rules are improved and some even significantly. With extensive simulations successful priority rules in the literature are analysed. KW - simulation of processing time KW - scheduling KW - flow-shop KW - no-buffer (blocking) KW - no-wait KW - priority rules KW - real world application KW - Hierarchische Produktionsplanung KW - Flow-shop-Problem KW - Reihenfolgeproblem Y1 - 2013 U6 - https://doi.org/10.7148/2013-0775 SP - 775 EP - 781 ER - TY - CHAP A1 - Metlicka, Magdalena A1 - Davendra, Donald A1 - Herrmann, Frank A1 - Meier, Markus A1 - Amann, Matthias T1 - GPU accelerated NEH algorithm T2 - Proceedings of the 2014 IEEE Symposium on Computational Intelligence in Production and Logistics Systems (CIPLS), Orlando, FL, 09.-12. Dec. 2014 N2 - This research aims to develop a CUDA accelerated NEH algorithm for the permutative flowshop scheduling problem with makespan criterion. NEH has been shown in the literature as the best constructive heuristic for this particular problem. The CUDA based NEH aims to speed up the processing time by utilising the GPU cores for parallel evaluation. In order to show the versatility and scalability of the CUDA based NEH, four new higher dimensional Taillard sets are generated. The experiments are conducted on the CPU and GPU and pairwise compared. Percentage relative difference and paired t-test both confirm that the GPU based NEH significantly improves on the execution time compared to the sequential CPU version for all the high dimensional problem instances. KW - Flow-shop-Problem KW - CUDA KW - Graphics processing units KW - Instruction sets KW - Kernel KW - Parallel processing KW - Synchronization KW - Algorithm design and analysis KW - Arrays KW - Parallelverarbeitung Y1 - 2014 U6 - https://doi.org/10.1109/CIPLS.2014.7007169 SP - 114 EP - 119 ER - TY - CHAP A1 - Herrmann, Frank T1 - Perturbation in Local Search for Scheduling T2 - Proceedings of the 29th EUROPEAN Conference on Modeling and Simulation, May 26th - 29th, 2015, Albena, Bulgaria N2 - Local search is an established meta heuristic for scheduling problems. To avoid of getting stucked in a local optimum, the achieved solution is destroyed. Usually, this is done randomly. Here, two problem specific procedures are suggested. One focuses on jobs with the highest difference between the actual processing time and the net processing time of the job and the other one tries to remove jobs which causes the highest idle time for themselves or other jobs. Comprehensive simulations of test scheduling problems as well as a real world application show that both problem specific procedures outperform a random procedure. KW - Ablaufplanung KW - Lokales Suchverfahren KW - Local search KW - Perturbation KW - Scheduling KW - Flow shop KW - Flow-shop-Problem Y1 - 2015 U6 - https://doi.org/10.7148/2015-0446 ER - TY - CHAP A1 - Herrmann, Frank T1 - Simulation of a stochastic model for master production scheduling in a hierarchical production planning system used in industrial practise to cope with demand uncertainty T2 - Proceedings of the 26th EURO Conference on Operations Research, July 1 - 4, 2013, Rome, Italy N2 - Demand uncertainty for master production scheduling is addressed over the last years by approaches of stochastic or robust optimisation. In this contribution a more detailed model is regarded. Instead of analysing the planning results by a cost function, and so implicitly assume that the plans are realizable, here the effects of robust master production scheduling are evaluated using a planning hierarchy that is common in industrial applications. The primary objective is to minimise tardiness of customer order deliveries, and the secondary objective is to minimise inventory of end products. Y1 - 2013 ER - TY - CHAP A1 - Englberger, Julian A1 - Herrmann, Frank T1 - Estimating Capacity Load Factors in Master Production Scheduling by the use of Stochastic Optimization T2 - Tagungsband zu der Tagung Logistikmanagement 2013, 10. - 13. Oktober 2013, Bremen, Deutschland KW - Produktionsplanung KW - Ablaufplanung KW - Kapazitätsplanung KW - Stochastische Optimierung Y1 - 2013 ER - TY - CHAP A1 - Davendra, Donald A1 - Herrmann, Frank A1 - Bialic-Davendra, Magdalena T1 - Scheduling tardiness constrained flow shop with simultaneously loaded stations using Genetic Algorithm T2 - Proceedings of the 4th International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence (ISMSI 2020): Thimphu, Kingdom of Bhutan during March 21-22, 2020 N2 - In this study, a real world flow shop with a transportation restriction is regarded. This restriction reduces the set of feasible schedules even more than the no-buffer restrictions discussed in the literature in the case of limited storage. Still this problem is NP-hard. Since this scheduling problem is integrated in the usual hierarchical planning, the tardiness is minimised. Compared to even specific priority rule for this class of problems the suggested genetic algorithm delivers significant better results. The specific structure of this class of problems complicates the calculation of the performance criteria. This is solved by a simulation algorithm. KW - simulation of restrictions KW - scheduling, KW - flow-shop KW - no-buffer (blocking) KW - no-wait KW - genetic algorithm KW - real world application KW - Ablaufplanung KW - Hierarchische Produktionsplanung KW - Flow-shop-Problem KW - Reihenfolgeproblem KW - Genetischer Algorithmus Y1 - 2020 U6 - https://doi.org/10.1145/3396474.3396475 PB - ACM ER - TY - CHAP A1 - Trost, Marco A1 - Claus, Thorsten A1 - Teich, Enrico A1 - Herrmann, Frank T1 - Die soziale Dimension in der nachhaltigen hierarchischen Produktionsplanung – Stand der Forschung und Ansätze zur Weiterentwicklung bestehender Planungsmodelle T2 - Proceedings zur NAMA 2016 (NAMA 2016), October 5th - 7th, 2016, Dresden, Germany N2 - Bei der Produktionsplanung steht die Optimierung des Produktionssystems eines Unternehmens im Vordergrund. In diesem Beitrag wird auf Basis der hierarchischen Produktionsplanung aufgezeigt, dass neben ökonomischen und ökologischen Aspekten insbesondere auch soziale Effekte bei der Entscheidungsfindung zu berücksichtigen sind. Dazu werden für die Hauptproduktionsprogrammplanung, die Losgrößenplanung und die Ressourcenbelegungsplanung dargelegt, welche sozialen Größen berücksichtigt werden können beziehungsweise bereits berücksichtigt sind. Überdies wird ein Modellansatz zur Hauptproduktionsprogrammplanung vorgestellt, der auf die Beseitigung identifizierter Forschungslücken abzielt. KW - Hierarchische Produktionsplanung KW - Nachhaltigkeit KW - Soziale Verantwortung Y1 - 2016 ER - TY - CHAP A1 - Fuchs, Michael A1 - Herrmann, Frank A1 - Manitz, Michael T1 - A Lagrangian relaxation based approach for the capacitated multi-level lot sizing problem with stochastic demands T2 - SMMSO 2019 - 12th Conference on Stochastic Models of Manufacturing and Service Operations, June 9th - 14th, 2019, Goslar, Germany KW - Kapazitätsbelegungsplanung KW - Nachfrageermittlung KW - Stochastischer Prozess KW - Lagrange-Relaxation Y1 - 2019 ER - TY - CHAP A1 - Manitz, Michael A1 - Herrmann, Frank A1 - Munninger, Maximilian T1 - Considering sequence-dependent stochasticity in production schedules T2 - Proceedings of the International Annual Conference of the German Operations Research Society 2017 (OR 2017), Berlin, September 6 - 8, 2017 KW - Produktionsplanung KW - Ablaufplanung KW - Reihenfolgeproblem KW - Stochastischer Prozess Y1 - 2017 ER - TY - CHAP A1 - Terbrack, Hajo A1 - Herrmann, Frank A1 - Claus, Thorsten T1 - Determining an optimal energy demand range within master production scheduling T2 - Proceedings of the International Annual Conference of the German Operations Research Society 2019 (OR 2019) Dresden, September 3 - 6, 2019 KW - Produktionsplanung KW - Ablaufplanung KW - Energiebedarf Y1 - 2019 ER - TY - JOUR A1 - Herrmann, Frank A1 - Reiter, Christian T1 - Losbildung bei einem Engpass an Lagerfläche im Presswerk eines Automobilzulieferers JF - Anwendungen und Konzepte der Wirtschaftsinformatik N2 - Die im Presswerk eines Automobilzulieferers benötigte Lagerfläche stieg in den letzten Jahren so gewaltig an, dass die bisher verwendeten Produktionslose manuell reduziert werden mussten, um überhaupt einlagern zu können. Die dadurch sich ergebenden höheren Kosten werden quantifiziert. Zur Verbesserung werden die strukturellen Unterschiede zwischen den neuen Losen und den durch ein Standardverfahren in ERP-Systemen gelieferten Losen analysiert. Diese Unterschiede zeigen, dass die 2. Stufe in diesem 2-stufigen Vorgehen – 1. Los berechnen und dann 2. dieses geeignet reduzieren – die Entscheidungen der ersten Stufe in der Regel vollständig revidiert. Ein integrativer Ansatz ist erforderlich. Dies erfolgt durch ein lineares Optimierungsmodell mit beschränkter Lager fläche. Das ILOG - Tool, ein Standardwerkzeug zur Lösung linearer Optimierungsmodelle, löst dieses Modell innerhalb von Minuten. Dass mit diesem optimalen Verfahren die Kosten substantiell verringert werden, wird simulativ nachgewiesen. Seit einigen Monaten wird dieses Verfahren im Rahmen einer rollenden Planung im Presswerk eingesetzt. Eine rollende Planung bewirkt in der Regel einen Verlust in der Lösungsgüte. In diesem Fall wurden nahezu optimale Lösungen erreicht, mit denen die Kosten substantiell verringert wurden. Die Werksleitung und die Mitarbeiter sind mit diesem neuen Verfahren sehr zufrieden. KW - Engpass an Lagerfläche KW - signifikant beschränkter Lagerplatz KW - ERP-System KW - SAP System KW - Losgrößenverfahren KW - Silver Meal-Verfahren KW - Feste Losgröße KW - Wagner-Whitin-Verfahren KW - Optimierungs - modell mit beschränktem Lagerplatz Y1 - 2019 U6 - https://doi.org/10.26034/lu.akwi.2019.3238 SN - 2296-4592 VL - 10 IS - 10 SP - 54 EP - 71 PB - AKWI ER - TY - CHAP A1 - Trost, Marco A1 - Claus, Thorsten A1 - Herrmann, Frank T1 - Master production scheduling with consideration of social aspects for networking with human resources requirements planning T2 - Proceedings of the International Annual Conference of the German Operations Research Society 2018 (OR 2018), Brüssel, September 12 - 14, 2018 N2 - A large number of current research focuses on the sustainable orientation of business processes. However, it is often neglected that, next to the ecological and economic dimension, the social dimension is also an important pillar of sustainability. Therefore, the intended contribution focuses on the integration of social aspects into the Master Production Scheduling and thus achieves a network between production planning and human resources requirements planning. The study shows that previous papers on production planning and control usually ignore the social dimension. Exceptions are works that take advantage of learning and forgetting effects at the lot-sizing and scheduling. In addition, there are various papers in the scheduling area which aim to reduce employee workload by optimizing resource allocation. Thus, however, only an optimal distribution of burden is achieved. Therefore, this paper presents a long-term management of the burden. To this end, the classic Master Production Scheduling, which has been statically limited in terms of capacity, whereby additional capacities have been used, will be expanded. At the same time, human resources requirements planning is based on assumptions regarding the expected capacity requirements. The created linear optimization model, addresses these weak points. A flexible available capacity is integrated on the basis of existing sales orders. It is making possible, to build up and reduce capacities, whereby technical restrictions (number of workplaces) and labor market conditions (number of available employees, qualification of employees and experience of employees) are also mapped. This represents a significant progress compared to previous models, whereby the target function minimizes costs. Further progress has been made in investigating the effects of exhaustion. The ratio of capacity requirements to available capacity was controlled externally as employee utilization and processing times dependent on the employee's utilization were taken into account. Subsequently, different utilization situations were examined under the assumption of different exhaustion and random demand patterns with the aim of determining an optimal employee utilization. A key finding of this study is that - contrary to common assumptions - achieving cost benefits is not necessarily associated with maximizing utilization, but rather with controlling employee utilization. An additional effect results from the reduction of the employee burden. However, the flexible capacity available does not limit the performance of the production system. In addition, we are currently working on the investigation of effects in a long-term planning horizon and of consequences for the downstream planning levels of production planning and control. Overall, the contribution presents an innovative research project that aims to integrate social aspects into production planning in order to make a contribution to truly sustainable models in the future. KW - Produktionsplanung KW - Ablaufplanung KW - Soziale Verantwortung Y1 - 2018 ER - TY - CHAP A1 - Trost, Marco A1 - Claus, Thorsten A1 - Herrmann, Frank T1 - Adapted Master Production Scheduling: Analysis on the impact of relevant social performance indicators from the GRI standard T2 - Proceedings of the International Annual Conference of the German Operations Research Society 2019 (OR 2019) Dresden, September 3 - 6, 2019 N2 - The sustainable development of processes is currently an important topic in industry and science. Various interest groups and other factors like resource shortages or a lack of skilled workers drive this trend. In the area of Production and Operation Management, the integration of sustainable aspects is also becoming more and more important. However, mainly ecological aspects are considered. Thus, this contribution expands the previous research by the integration of social aspects. For this, we limit our research to the Master Production Scheduling as part of operational production planning. In the context of sustainability, the Global Reporting Initiative (GRI) Standard has established itself for companies and other organisations to report on their sustainability activities. It is the first and most widely adopted global standards for sustainability reporting. The aim of this standard is to measure the sustainable performance and in this way, sustainability activities can be oriented to specific performance indicators. Accordingly, the GRI standard enables concrete initiatives to improve social, environmental and economic conditions for everyone. The modular standard comprises 36 standard modules. For this paper, the 19 social modules were analysed and relevant indicators that could be influenced by the Master Production Scheduling were identified. One of the important indicators from the GRI standard for our research question is the use of employees, measured in terms of hiring and employee turnover. The long-term employee commitment and thus low fluctuation will become a competitive advantage in the future, which is enhanced by the demographic change and the lack of skilled workers. In order to integrate these aspects based on the GRI standard, the classic formulation of Master Production Scheduling is extended. For this a control of the employee utilization within concrete utilization intervals as well as dependent processing times due to different exhaustion effects were integrated. Additionally, in order to take into account the requirements of a flexible production and to model the use of employees, aspects of personnel requirements planning are considered as well, which enable the build-up and reduction of capacity. As a result, social and economic consequences of related production scenarios are presented. In this context, a conflict of targets arises especially with macroeconomic fluctuations. On the one hand, shortages and inventories should be avoided from an economic point of view. On the other hand, a low and constant work intensity as well as a constant number of staff should be preferred for long-term employee commitment. Accordingly, the ability of the model to examine these questions, which will become more and more important for industrial enterprises in the future, becomes clear. Furthermore, it can be seen that it is possible to improve social aspects by adapted production planning without neglecting economic targets. KW - Produktionsplanung KW - Ablaufplanung KW - Soziale Verantwortung KW - Global Reporting Initiative KW - Sustainable Development KW - Capacity Planning KW - Linear Programming Y1 - 2019 ER - TY - CHAP A1 - Herrmann, Frank T1 - Scheduling in case of a Partially Automated Production T2 - Proceedings of the International Annual Conference of the German Operations Research Society 2016 (OR 2016), Hamburg, 30.8. - 4.9.2016 N2 - In recent years, a considerable amount of interest has arisen for scheduling problems with technological restrictions. For example, no-buffer flow-shop scheduling problem are well investigated. Here a real world flow shop with a transportation restriction is regarded. It has to produce small batches, very often with a lot size of one, with short response times. Thus, scheduling algorithms are needed to ensure that under the constraint of a high average load of the flow shop, the duedates of the production orders are met. This transportation restriction reduces the set of feasible schedules even more than the nobuffer restrictions discussed in the literature in the case of limited storage. Still this problem is NP-hard. Due to the transportation restriction, the duration of a job A on the flow-shop depends on the other jobs processedon the flow-shop in the same time frame which is called a cycle. Realistic processing times are achieved by a simulation of the scheduling of A which includes the next jobs until A has left the flow-shop. The usage of such realistic processing times instead of net processing times improves the priority rules by around 16%. There are pools of jobs where a large variance of the cycle times is beneficial and pools of jobs where a small variance is better. This is partially detected by agenetic algorithm. This improves the performance by another 34%. KW - Produktionsplanung KW - Ablaufplanung Y1 - 2016 ER - TY - JOUR A1 - Herrmann, Frank A1 - Büttner, Simon T1 - Automatische Qualitätskontrolle mittels Maschinellem Lernen und SAP Leonardo JF - Anwendungen und Konzepte der Wirtschaftsinformatik N2 - In vielen Unternehmen werden von Menschen durch Ansehen von Produkten Produktionsfehler identifiziert. Die übersehenen Produktionsfehler führen zunehmend häufiger zu teuren Kundenreklamationen. Für die Produktion von Fußbällen wird in dieser Arbeit diese manuelle Qualitätssicherung analysiert. Als Alternative werden die Fußbälle durch einen Roboter fotografiert u nd durch maschinelles Lernen werden Produktionsfehler auf diesen digitalen Fotos identifiziert. Dieser Prüfprozess wird in SAP Leonardo implementiert und damit wird der bereits in einem SAP System implementierte Produktionsprozess (bzw. Unternehmensprozess) erweitert, wodurch ein durchgängig digitalisierter Gesamtprozess implementiert wird. Dadurch werden signifikant bessere Prüfergebnisse erreichtb und die Durchlaufzeit des Prüfprozesses wird substantiell reduziert. KW - Industrie 4.0 KW - SAP Leonardo KW - SAP S/4HANA KW - ERP - System KW - Machine Learning KW - durchgängig digitalisierter Produktionsprozess Y1 - 2019 UR - https://akwi.hswlu.ch/issue/view/376/431 SN - 2296-4592 IS - 10 SP - 46 EP - 53 PB - AKWI ER - TY - CHAP A1 - Herrmann, Frank ED - Claus, Thorsten ED - Herrmann, Frank ED - Manitz, Michael T1 - Grundlagen der Optimierung T2 - Produktionsplanung und -steuerung N2 - Seit vielen Jahrzehnten und in den letzten mit zunehmender Intensität werden Probleme als Optimierungsprobleme dargestellt. Beispiele sind die optimale Nutzungsdauer eines Investitionsobjekts, die Produktionsplanung, die Lagerhaltung bei zufälliger Nachfrage, die Beladung von Lastwagen und die Festlegung von deren (Fahr-) Routen. Dies führte vor allem in amerikanische Literatur zur ökonomischen Ausbildung zur Verwendung von Optimierungsmodelle zur Erläuterung von Sachverhalten – als Beispiel möge das Buch Hillier und Hillier (2011) dienen, welches auch viele Fallstudien aus konkreten industriellen Anwendungen enthält. Y1 - 2021 SN - 978-3-662-64290-0 U6 - https://doi.org/10.1007/978-3-658-25168-0_4 SP - 61 EP - 87 PB - Springer Gabler CY - Berlin, Heidelberg ER - TY - CHAP A1 - Trost, Marco A1 - Claus, Thorsten A1 - Herrmann, Frank ED - Antlová, Klara ED - Semerádová, Tereza T1 - Limitation of Temporary Employment in the Master Production Scheduling T2 - Liberec Economic Forum 2021: Proceedings of the 15th International Conference Y1 - 2021 SN - 978-80-7494-578-6 SP - 201 EP - 209 CY - Liberec, Czech Republic ET - 1. Aufl. ER - TY - JOUR A1 - Herrmann, Frank T1 - Human Experience Versus Rule Decision at Krones AG JF - Biomedical Journal of Scientific & Technical Research N2 - Final assembly at Krones AG must make the best possible use of its production space and meeting the specified customer due dates is critical. Via a self developed simulation tool, the present scheduling procedure is compared with the one by priority rule shortest slack. As a consequence slack should have a higher importance in the planning KW - Simulation of Scheduling KW - Tardiness KW - Unused Area Y1 - 2022 UR - https://biomedres.us/pdfs/BJSTR.MS.ID.006691.pdf U6 - https://doi.org/10.26717/BJSTR.2022.42.006691 SN - 2574 -1241 N1 - Corressponding author: Frank Herrmann VL - 42 IS - 1 SP - 33255 EP - 33260 PB - Biomedical Research Network+ ER - TY - CHAP A1 - Terbrack, Hajo A1 - Claus, Thorsten A1 - Götz, Matthias A1 - Herrmann, Frank A1 - Selmair, Maximilian ED - Franke, Jörg ED - Schuderer, Peter T1 - Analyse von konventionellen Prioritätsregeln zur Reduktion von CO2-Emissionen durch den Einsatz von Photovoltaikanlagen T2 - Simulation in Produktion und Logistik 2021: Erlangen, 15.-17. September 2021 Y1 - 2021 UR - http://www.asim-fachtagung-spl.de/asim2021/papers/Proof_171.pdf SN - 978-3736974791 SP - 75 EP - 84 PB - Cuvillier Verlag CY - Göttingen ER - TY - JOUR A1 - Herrmann, Frank T1 - Die Smart Factory und ihre Risiken JF - Anwendungen und Konzepte der Wirtschaftsinformatik N2 - In dieser Arbeit werden die Risiken einer Smart Factory untersucht und strukturiert dargestellt, um den Status der Smart Factory zu sondieren. Somit dient die Arbeit als Überblick über die technischen Komponen-ten einer Smart Factory und die damit verbundenen Risiken und nimmt eine ganzheitliche Sichtweise der Smart Factory ein. Die Ergebnisse zeigen, dass der größte Handlungsbedarf im technologischen Bereich liegt. Folglich wurden die Themen Standardisierung, Informationssicherheit, Verfügbarkeit der IT-Infrastruktur, Verfügbarkeit von schnellem Internet und komplexen Systemen priorisiert. Die organisato-rischen und finanziellen Risiken, welche ebenfalls eine wichtige Rolle bei einer Smart Factory Transfor-mation spielen, werden dabei adressiert. KW - Industrie 4.0 KW - Smart Factory KW - Risiken Y1 - 2020 UR - https://akwi.hswlu.ch/article/view/3277 IS - 12 SP - 70 EP - 83 PB - AKWI ER - TY - CHAP A1 - Herrmann, Frank ED - Makul, Natt T1 - Generic Scheduling by an optimization model demonstrated for a partly automated production line T2 - Recent Advances in Science and Technology Research Vol. 7 Y1 - 2020 UR - https://paparesearch.com/generic-scheduling-by-an-optimization-model-demonstrated-for-a-partly-automated-production-line/ SN - 978-93-90431-52-6 SP - 13 EP - 27 PB - Book Publisher International (a part of SCIENCEDOMAIN International) ER - TY - JOUR A1 - Herrmann, Frank A1 - Horkovics-Kovats, Robert A1 - Sultanow, Eldar T1 - Ein paralleler Algorithmus für API Mining von C# Code JF - Anwendungen und Konzepte der Wirtschaftsinformatik N2 - Die Konformitätsanalyse ist eine Technik der statischen Code-Analyse (SCA) zur Software-Qualitätssicherung. Ihr Kernproblem ist, dass Werkzeuge nicht aus bereits eingetretenen Fehlern automatisiert dazulernen. Zur Lösung wurde in dieser Arbeit das maschinelle Lernen (ML) evaluiert, indem ein wissenschaftlich fundierter und praktisch erprobter Ansatz zur unüberwachten Lerntechnik angewandt und das Ergebnis analysiert wurde. Es wurde festgestellt, dass zur Anwendung auf verschiedene Programmiersprachen nur ein sprachspezifisches API Mining-Tool notwendig ist. Ein derartiges Tool durchsucht in parallelisierter Form Codezeilen und normalisiert sie für maschinelle Lernprozesse. Dieses System wurde für die Programmiersprache C# implementiert, da viele Industrieprojekte in dieser Sprache entwickelt werden. Zur funktionalen Validierung wurde in einer Fallstudie gezeigt, dass Regeln mit einem positiven Effekt auf Software-Qualität gelernt wurden. Konkret wurde der Wartungsaufwand eines Code-Smells in einem Beispielprojekt durch das Auslagern einer gelernten Assoziation in eine gemeinsame Methode um den Faktor 30 reduziert. Die Laufzeit des Algorithmus wurde empirisch in acht open-source Repositorys evaluiert. Durch Parallelisierung kann eine durchschnittliche Laufzeitverbesserung von 45,16% erwartet werden. Allerdings wurden bei der Anwendung auch Grenzen deutlich: Viele Assoziationen sind nutzlos, die Regelbewertung ist von einem subjektiven Faktor abhängig und die Wirtschaftlichkeit des Tools ist deshalb nicht transparent. Dennoch belegt diese Arbeit, dass ein ML-basiertes SCA-Tool als ergänzende Qualitätssicherungsmaßnahme im Software-Engineering möglich ist. KW - Paralleler Algorithmus KW - API Mining KW - C# Code Y1 - 2022 U6 - https://doi.org/10.26034/lu.akwi.2022.3454 SN - 2296-4592 VL - 16 SP - 48 EP - 56 PB - Technische Hochschule Wildau ER - TY - JOUR A1 - Herrmann, Frank T1 - Der Einsatz von ITK zur Abfallreduktion im Lebensmitteleinzelhandel JF - Russian Journal of Applied Sciences N2 - Die Abfallproblematik in Nahrungsketten ist ein weltweit wichtiges Thema, worüber in vielen Medien häufig berichtet wird. Dieser Beitrag diskutiert die Verwendung der Informations- und Kommunikationstechnologien zum Lösen der Abfallproblematik im Lebensmitteleinzelhandel. Zuerst präsentieren wir existierende methodische Lösungsansätze zur Abfallreduktion im Lebensmitteleinzelhandel. Anschließend zeigen wir, dass die Informations- und Kommunikationstechnologien sowohl bei diesen Lösungsansätzen als auch bei vielen anderen methodisch ähnlichen Problemstellungen eine wichtige Rolle spielen. Y1 - 2018 UR - https://libr.msu.by/bitstream/123456789/9843/1/897n.pdf SP - 100 EP - 104 ER - TY - CHAP A1 - Forstner, Robert A1 - Claus, Thorsten A1 - Herrmann, Frank T1 - Anwendung eines Energieabnahmekorridors auf der Ebene der Hauptproduktionsprogrammplanung T2 - Russian Journal of Applied Sciences Y1 - 2018 SP - 95 EP - 98 PB - A. A. Kuleshov MSU CY - Mogilev ER - TY - JOUR A1 - Trost, Marco A1 - Herrmann, Frank T1 - Necessity and application advantages of linked master production scheduling and human resources requirements planning JF - Problems of sustainable development of the regions of the Republic of Belarus and neighbouring countries : proceedings of the VII International Scientific-Practical Conference (Internet-conference), Mogilev, 1 May - 1 August 2018. N2 - The following article considers the need to integrate social aspects into the Master Production Scheduling. This is justified by the demand for sustainable business processes and the previously neglected social dimension, which is also reflected in the development of working conditions. The linear optimization model for Master Production Scheduling outlined in connection with aspects of Human Resource Requirements Planning offers an approach to reduce this research gap and underlines the urgency of long-term planning and control of employee burdens. For companies, this results in a Decision Support System through the evaluation of measures to improve working conditions. Y1 - 2019 SP - 108 EP - 113 PB - A. A. Kuleshov Moskauer Staatliche Universität CY - Mogilev ER - TY - JOUR A1 - Herrmann, Frank T1 - Principles of Business Forecasting JF - Interfaces N2 - In Book Reviews, we review an extensive and diverse range of books. They cover theory and applications in operations research, statistics, management science, econometrics, mathematics, computers, and information systems. In addition, we include books in other fields that emphasize technical applications. The editor will be pleased to receive an e-mail from those willing to review a book, with an indication of specific areas of interest. If you are aware of a specific book that you would like to review, or that you think should be reviewed, please contact the editor. KW - BUSINESS forecasting KW - FILDES KW - Keith KW - NONFICTION KW - ORD KW - PRINCIPLES of Business Forecasting (Book) KW - Robert Y1 - 2014 U6 - https://doi.org/10.1287/inte.2014.0734 VL - 44 IS - 2 SP - 244 EP - 245 PB - Institute for Operations Research ER - TY - CHAP A1 - Herrmann, Frank A1 - Savasci, Faruk ED - Franke, Jörg ED - Schuderer, Peter T1 - Simulation der Einplanung der terminkritischen Montage von Abfüllanlagen am Beispiel der Krones AG T2 - Simulation in Produktion und Logistik 2021: Erlangen, 15.-17.September 2021 N2 - Many companies need to make the best possible use of their production areas. For others, meeting predetermined customer due dates is critical. Few companies have to meet both requirements simultaneously. One example is the final assembly at Krones AG. An extensive simulation study identified potential for improvement. In some planning problems, preferring orders due to buffer time proves to be advantageous. In others, avoiding unused space is better. This project is to be continued with the development of a simulation-based planning program. T2 - Simulation of planning of time-critical assembly of bottling maschines based on example of Krones AG Y1 - 2021 UR - http://www.asim-fachtagung-spl.de/asim2021/papers/Proof_139.pdf SN - 978-3736974791 SP - 653 EP - 662 PB - Cuvillier Verlag CY - Göttingen ER - TY - CHAP A1 - Herrmann, Frank ED - Herrmann, Frank ED - Popescu, Manuela ED - Audette, Michel A. T1 - Simulative Comparison of Scheduling at Krones AG with Shortest Slack T2 - SIMUL 2021: the Thirteenth International Conference on Advances in System Simulation, October 3-7, 2021, Barcelona, Spain N2 - Final assembly at Krones AG must make the best possible use of its production space, and meeting the specified customer due dates is critical. Via a self developed simulation tool, the present scheduling procedure is compared with the one by priority rule shortest slack. As a consequence slack should have a higher importance in the planning. Y1 - 2021 UR - https://www.thinkmind.org/download_full.php?instance=SIMUL+2021 SN - 978-1-61208-898-3 SP - 20 EP - 24 PB - IARIA CY - Wilmington, DE, USA ER - TY - JOUR A1 - Terbrack, Hajo A1 - Claus, Thorsten A1 - Herrmann, Frank T1 - Energy-Oriented Production Planning in Industry BT - A Systematic Literature Review and Classification Scheme JF - Sustainability N2 - Scarcity of resources, structural change during the further development of renewable energy sources, and their corresponding costs, such as increasing resource costs or penalties due to dirty production, lead industrial firms to adapt ecological actions. In this regard, research on energy utilization in production planning has received increased attention in the last years, resulting in a large number of research articles so far. With the paper at hand, we review the literature on energy-oriented production planning. The aim of this study is to derive similar core issues and related properties along energy-oriented models within hierarchical production planning. For this, we carry out a systematic literature review and analyze and synthesize 375 research articles. We classify the underlying literature with a novel two-dimensional classification scheme and identify three key topics and five frequently found characteristics, which are presented in detail throughout this article. Based on these results, we state several potentials for further research. KW - BI-OBJECTIVE OPTIMIZATION KW - EFFICIENT MULTIOBJECTIVE OPTIMIZATION KW - ELECTRICITY DEMAND RESPONSE KW - energy KW - FLEXIBLE JOB-SHOP KW - GREEN SCHEDULING OPTIMIZATION KW - HYBRID FLOW-SHOP KW - literature review KW - LOT-SIZING PROBLEM KW - MANUFACTURING SYSTEM KW - MULTIPURPOSE BATCH PLANTS KW - production planning KW - RENEWABLE ENERGY Y1 - 2021 U6 - https://doi.org/10.3390/su132313317 VL - 13 IS - 23 SP - 1 EP - 32 PB - MDPI CY - Basel ER - TY - JOUR A1 - Malovanij, Julian A1 - Herrmann, Frank T1 - Implementierung eines Treibers zur Anbindung von Mikrocontroller-basierten Maschinen über OPC-UA an das Konfigurations- und Inbetriebnahme-Tool von SSI Schäfer JF - Anwendungen und Konzepte der Wirtschaftsinformatik N2 - Das Thema „Implementierung eines Treibers zur Anbindung von Mikrocontroller-basierten Maschinen über OPC-UA an das Konfigurations- und Inbetriebnahme-Tool von SSI Schäfer“ soll zu einem Gerätetreiber für das Konfigurations- und Inbetriebnahme-Tool CPM führen, welcher den Anschluss von neuen Maschinen an ebendieses ermöglicht. Aktuell befinden sich diese noch in Entwicklung, jedoch sollen sie, von den Vorteilen des CPM-Tools profitieren, welches unter anderem den Inbetriebnahmeprozess einfacher und schneller gestalten kann. Ziel ist somit die Anbindung dieser Maschinen durch die Spezifikation einer Schnittstelle und der Implementierung dieser auf Basis der Schnittstellen des CPM-Tools, in welches sich der Gerätetreiber nahtlos einfügen soll. KW - Gerätetreiber KW - Mikrokontroller-basierte Maschinen KW - SPS KW - OPC-UA Y1 - 2024 U6 - https://doi.org/10.26034/lu.akwi.2024.6210 SN - 2296-4592 IS - 20 SP - 54 EP - 66 PB - AKWI ER - TY - CHAP A1 - Herrmann, Frank A1 - Manitz, Michael ED - Claus, Thorsten ED - Herrmann, Frank ED - Manitz, Michael T1 - Ein hierarchisches Planungskonzept zur operativen Produktionsplanung und -steuerung T2 - Produktionsplanung und -steuerung N2 - Ausgangspunkt für die operative Produktionsplanung und -steuerung ist eine Infrastruktur aus Produktionsressourcen mit definierten Produktionskapazitäten, auf denen jeweils die Produktion eines oder mehrerer verschiedener Produkte erfolgen kann. Y1 - 2021 SN - 978-3-662-64290-0 U6 - https://doi.org/10.1007/978-3-662-64291-7_2 SP - 9 EP - 25 PB - Springer Gabler CY - Berlin, Heidelberg ER - TY - CHAP A1 - Herrmann, Frank A1 - Lange, Frederick ED - Claus, Thorsten ED - Herrmann, Frank ED - Manitz, Michael T1 - Belastungsorientierte Ansätze in der Produktionsplanung T2 - Produktionsplanung und -steuerung N2 - Unter Berücksichtigung aller Steuergrößen, Restriktionen und Bedingungen kann durch einen simultanen Planungsansatz ein optimaler Produktionsplan erstellt werden. Y1 - 2021 SN - 978-3-662-64290-0 U6 - https://doi.org/10.1007/978-3-662-64291-7_9 SP - 159 EP - 182 PB - Springer Gabler CY - Berlin, Heidelberg ER - TY - CHAP A1 - Claus, Thorsten A1 - Herrmann, Frank A1 - Manitz, Michael ED - Claus, Thorsten ED - Herrmann, Frank ED - Manitz, Michael T1 - Knappe Kapazitäten und Unsicherheit - Analytische Ansätze und Simulation in der Produktionsplanung und -steuerung T2 - Produktionsplanung und -steuerung Y1 - 2021 SN - 978-3-662-64290-0 U6 - https://doi.org/10.1007/978-3-662-64291-7_1 SP - 3 EP - 7 PB - Springer Gabler CY - Berlin, Heidelberg ER - TY - CHAP A1 - Herrmann, Frank A1 - Englberger, Julian ED - Claus, Thorsten ED - Herrmann, Frank ED - Manitz, Michael T1 - Robuste Optimierung zur Produktionsprogrammplanung T2 - Produktionsplanung und -steuerung Y1 - 2021 SN - 978-3-662-64290-0 U6 - https://doi.org/10.1007/978-3-662-64291-7_4 SP - 39 EP - 61 PB - Springer Gabler CY - Berlin, Heidelberg ER -