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2021 | OriginalPaper | Buchkapitel

Hierarchical Multi-agent System for Production Control Using KPI Reconciliation

verfasst von : Vladislav Kovalevsky, Vadim Onufriev, Anton Dybov

Erschienen in: Proceedings of International Scientific Conference on Telecommunications, Computing and Control

Verlag: Springer Singapore

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Abstract

In this work, the task of production key performance indicators’ values reconciliation is set, that takes into account their hierarchical structure and interrelationships. The structural scheme of a hierarchical multi-agent system for production control was developed where horizontal (sibling) and vertical (multilevel) connections between agents are shown. Then the possible situations of sibling and multilevel interactions are described, such as changing of a task by the controlling agent, sending notifications about the impossibility of a maintaining current operation mode, and others. The agents’ data exchange algorithms, which are used in order to optimize key performance indicators, are shown. The implementation of developed algorithms using client-server architecture is shown, which also includes at the bottom level data exchange between the agents and programmable logic controllers. The single bytes command system for agents’ interactions is described.

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Literatur
2.
Zurück zum Zitat Kannengiesser, U., Müller, H.: Multi-level, viewpoint-oriented engineering of cyber-physical production systems: an approach based on Industry 4.0, system architecture and semantic web standards. In: 44th Euromicro Conference on Software Engineering and Advanced Applications (SEAA). pp. 331–334. Prague (2018). https://doi.org/10.1109/SEAA.2018.00061 Kannengiesser, U., Müller, H.: Multi-level, viewpoint-oriented engineering of cyber-physical production systems: an approach based on Industry 4.0, system architecture and semantic web standards. In: 44th Euromicro Conference on Software Engineering and Advanced Applications (SEAA). pp. 331–334. Prague (2018). https://​doi.​org/​10.​1109/​SEAA.​2018.​00061
3.
Zurück zum Zitat Cheng, G.J., Liu, L.T., Qiang, X.J., Liu, Y.: Industry 4.0 development and application of intelligent manufacturing. In: 2016 International Conference on Information System and Artificial Intelligence (ISAI). pp. 407–410. Hong Kong (2016). https://doi.org/10.1109/ISAI.2016.0092 Cheng, G.J., Liu, L.T., Qiang, X.J., Liu, Y.: Industry 4.0 development and application of intelligent manufacturing. In: 2016 International Conference on Information System and Artificial Intelligence (ISAI). pp. 407–410. Hong Kong (2016). https://​doi.​org/​10.​1109/​ISAI.​2016.​0092
5.
Zurück zum Zitat Vachalek, J., Bartalsky, L., Rovny, O., Sismisova, D., Morhac, M., Loksik, M.: The digital twin of an industrial production line within the industry 4.0 concept. In: 21st International Conference on Process Control (PC), pp. 258–262. Strbske Pleso (2017). https://doi.org/10.1109/PC.2017.7976223 Vachalek, J., Bartalsky, L., Rovny, O., Sismisova, D., Morhac, M., Loksik, M.: The digital twin of an industrial production line within the industry 4.0 concept. In: 21st International Conference on Process Control (PC), pp. 258–262. Strbske Pleso (2017). https://​doi.​org/​10.​1109/​PC.​2017.​7976223
6.
Zurück zum Zitat Yusen, X., Bondaletova, N.F., Kovalev, V.I., Komrakov, A.V.: Digital twin concept in managing industrial capital construction projects life cycle. In: 11th International Conference “Management of Large-Scale System Development” (MLSD). pp. 1–3. Moscow (2018). https://doi.org/10.1109/MLSD.2018.8551867 Yusen, X., Bondaletova, N.F., Kovalev, V.I., Komrakov, A.V.: Digital twin concept in managing industrial capital construction projects life cycle. In: 11th International Conference “Management of Large-Scale System Development” (MLSD). pp. 1–3. Moscow (2018). https://​doi.​org/​10.​1109/​MLSD.​2018.​8551867
9.
Zurück zum Zitat Eckhardt, A., Muller, S., Leurs, L.: An evaluation of the applicability of OPC UA publish subscribe on factory automation use cases. In: IEEE International Conference on Emerging Technologies and Factory Automation (ETFA). pp. 1071–1074. Turin (2018). https://doi.org/10.1109/ETFA.2018.8502445 Eckhardt, A., Muller, S., Leurs, L.: An evaluation of the applicability of OPC UA publish subscribe on factory automation use cases. In: IEEE International Conference on Emerging Technologies and Factory Automation (ETFA). pp. 1071–1074. Turin (2018). https://​doi.​org/​10.​1109/​ETFA.​2018.​8502445
11.
Zurück zum Zitat Xiong, G., Qin, T., Wang, F., Hu, L., Shi, Q.: Design and improvement of KPI system for materials management in power group enterprise. In: Proceedings of 2010 IEEE International Conference on Service Operations and Logistics, and Informatics, SOLI 2010, pp. 171–176 (2010). https://doi.org/10.1109/SOLI.2010.5551585 Xiong, G., Qin, T., Wang, F., Hu, L., Shi, Q.: Design and improvement of KPI system for materials management in power group enterprise. In: Proceedings of 2010 IEEE International Conference on Service Operations and Logistics, and Informatics, SOLI 2010, pp. 171–176 (2010). https://​doi.​org/​10.​1109/​SOLI.​2010.​5551585
12.
Zurück zum Zitat Leitão, P., Barbosa, J., Vrba, P., Skobelev, P., Tsarev, A., Kazanskaia, D.: Multi-agent system approach for the strategic planning in ramp-up production of small lots. In: Proceedings—2013 IEEE International Conference on Systems, Man, and Cybernetics (SMC). pp. 4743–4748. Manchester (2013). https://doi.org/10.1109/SMC.2013.807 Leitão, P., Barbosa, J., Vrba, P., Skobelev, P., Tsarev, A., Kazanskaia, D.: Multi-agent system approach for the strategic planning in ramp-up production of small lots. In: Proceedings—2013 IEEE International Conference on Systems, Man, and Cybernetics (SMC). pp. 4743–4748. Manchester (2013). https://​doi.​org/​10.​1109/​SMC.​2013.​807
13.
Zurück zum Zitat Budaev, D., Amelin, K., Voschuk, G., Skobelev, P., Amelina, N.: Real-time task scheduling for multi-agent control system of UAV’s group based on network-centric technology. In: International Conference on Control, Decision and Information Technologies, (CoDIT). pp. 378–381. St. Julian’s (2016). https://doi.org/10.1109/CoDIT.2016.7593592 Budaev, D., Amelin, K., Voschuk, G., Skobelev, P., Amelina, N.: Real-time task scheduling for multi-agent control system of UAV’s group based on network-centric technology. In: International Conference on Control, Decision and Information Technologies, (CoDIT). pp. 378–381. St. Julian’s (2016). https://​doi.​org/​10.​1109/​CoDIT.​2016.​7593592
14.
Zurück zum Zitat Aksyonov, K.A., Bykov, E.A., Smoliy, E.F., Aksyonova, O.P., Kai, W.: Efficient decision support for control and management processes of industrial enterprises with BPsim.DSS. In: Chinese Control and Decision Conference (CCDC), pp. 261–265. Mianyang (2011). https://doi.org/10.1109/CCDC.2011.5968183 Aksyonov, K.A., Bykov, E.A., Smoliy, E.F., Aksyonova, O.P., Kai, W.: Efficient decision support for control and management processes of industrial enterprises with BPsim.DSS. In: Chinese Control and Decision Conference (CCDC), pp. 261–265. Mianyang (2011). https://​doi.​org/​10.​1109/​CCDC.​2011.​5968183
15.
Zurück zum Zitat Nadouri, S., Ouhammou, Y., Sahnoun, Z., Hadjali, A.: Towards a multi-agent approach for distributed decision support systems. In: 27th International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE), pp. 78–84. Institute of Electrical and Electronics Engineers Inc., Paris (2018). https://doi.org/10.1109/WETICE.2018.00021 Nadouri, S., Ouhammou, Y., Sahnoun, Z., Hadjali, A.: Towards a multi-agent approach for distributed decision support systems. In: 27th International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE), pp. 78–84. Institute of Electrical and Electronics Engineers Inc., Paris (2018). https://​doi.​org/​10.​1109/​WETICE.​2018.​00021
16.
Zurück zum Zitat Zhang, L., Zhang, Y.: Research on hierarchical distributed coordination control in process industry based on multi-agent system. In: 2010 International Conference on Measuring Technology and Mechatronics Automation (ICMTMA), pp. 96–100. Changsha City (2010). https://doi.org/10.1109/ICMTMA.2010.683 Zhang, L., Zhang, Y.: Research on hierarchical distributed coordination control in process industry based on multi-agent system. In: 2010 International Conference on Measuring Technology and Mechatronics Automation (ICMTMA), pp. 96–100. Changsha City (2010). https://​doi.​org/​10.​1109/​ICMTMA.​2010.​683
21.
Zurück zum Zitat Theiss, S., Vasyutynskyy, V., Kabitzsch, K.: AMES - A Resource-Efficient Platform for Industrial Agents. In: IEEE International Workshop on Factory Communication Systems. pp. 405–413., Dresden (2008) Theiss, S., Vasyutynskyy, V., Kabitzsch, K.: AMES - A Resource-Efficient Platform for Industrial Agents. In: IEEE International Workshop on Factory Communication Systems. pp. 405–413., Dresden (2008)
Metadaten
Titel
Hierarchical Multi-agent System for Production Control Using KPI Reconciliation
verfasst von
Vladislav Kovalevsky
Vadim Onufriev
Anton Dybov
Copyright-Jahr
2021
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-33-6632-9_20

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