F. Pires, P. Leitão, A. P. Moreira, and B. Ahmad, “Reinforcement learning based trustworthy recommendation model for digital twin-driven decision-support in manufacturing systems,” Computers in Industry, vol. 148, p. 103884, Jun. 2023.

G. Funchal, F. Zahid, V. Melo, M. M. Y. Kuo, T. Pedrosa, R. Sinha, F. de la Prieta, and P. Leitao, “An intrusion detection system dataset for a multi-agent cyber-physical conveyor system,” in 2023 IEEE International Conference on Industrial Technology (ICIT). IEEE, Apr. 2023.

P. Leitão, S. Karnouskos, T. I. Strasser, X. Jia, J. Lee, and A. W. Colombo, “Alignment of the ieee industrial agents recommended practice standard with the reference architectures rami4.0, iira, and sgam,” IEEE Open Journal of the Industrial Electronics Society, vol. 4, p. 98–111, 2023.

L. M. Camarinha-Matos, A. D. Rocha, and P. Graça, “Collaborative approaches in sustainable and resilient manufacturing,” Journal of Intelligent Manufacturing, vol. 35, no. 2, p. 499–519, Dec. 2022.

P. Leitao and S. Karnouskos, “The emergence of ethics engineering in industrial cyber-physical systems,” in 2022 IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS). IEEE, May 2022.

P. Leitão, S. Karnouskos, and A. W. Colombo, “Industrial agents: From the holonic paradigm to industrial cyber‐physical systems,” p. 117–134, May 2022.

F. Pires, B. Ahmad, A. P. Moreira, and P. Leitao, “Trust model experimental validation to improve the digital twin recommendation system,” in 2022 IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS). IEEE, May 2022.

B. Vogel-Heuser, E.-M. Neumann, J. Fischer, M. Marcos, E. E. Estevez, G. Barbieri, L. Sonnleithner, and R. Rabiser, “Automation software architecture in cpps - definition, challenges and research potentials,” in 2022 IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS). IEEE, May 2022.

D. Hujo, B. Vogel-Heuser, and L. Ribeiro, “Toward a graphical modeling tool for response-time requirements based on soft and hard real-time capabilities in industrial cyber-physical systems,” IEEE Journal of Emerging and Selected Topics in Industrial Electronics, vol. 3, no. 1, p. 13–22, Jan. 2022.

S. Karnouskos, A. W. Colombo, P. Leitao, and L. Ribeiro, “Guest editorial industrial agents: Concepts, technologies, and applications,” IEEE Journal of Emerging and Selected Topics in Industrial Electronics, vol. 3, no. 1, p. 2–4, Jan. 2022.

J. Queiroz, P. Leitao, J. Barbosa, E. Oliveira, and G. Garcia, “Agent-based distributed data analysis in industrial cyber-physical systems,” IEEE Journal of Emerging and Selected Topics in Industrial Electronics, vol. 3, no. 1, p. 5–12, Jan. 2022.

M. Seitz, F. Gehlhoff, L. A. Cruz Salazar, A. Fay, and B. Vogel-Heuser, “Automation platform independent multi-agent system for robust networks of production resources in industry 4.0,” Journal of Intelligent Manufacturing, vol. 32, no. 7, p. 2023–2041, Apr. 2021.

A. W. Colombo, S. Karnouskos, X. Yu, O. Kaynak, R. C. Luo, Y. Shi, P. Leitao, L. Ribeiro, and J. Haase, “A 70-year industrial electronics society evolution through industrial revolutions: The rise and flourishing of information and communication technologies,” IEEE Industrial Electronics Magazine, vol. 15, no. 1, p. 115–126, Mar. 2021.

P. Leitao, T. I. Strasser, S. Karnouskos, L. Ribeiro, J. Barbosa, and V. Huang, “Recommendation of best practices for industrial agent systems based on the ieee 2660.1 standard,” in 2021 22nd IEEE International Conference on Industrial Technology (ICIT). IEEE, Mar. 2021.

D. Trentesaux and S. Karnouskos, “Engineering ethical behaviors in autonomous industrial cyber-physical human systems,” Cognition, Technology & Work, vol. 24, no. 1, p. 113–126, Mar. 2021.

L. M. Camarinha-Matos and H. Afsarmanesh, The Evolution Path to Collaborative Networks 4.0. Springer International Publishing, 2021, p. 170–193.

M. Mayerhofer, W. Lepuschitz, T. Hoebert, M. Merdan, M. Schwentenwein, and T. I. Strasser, “Knowledge-driven manufacturability analysis for additive manufacturing,” IEEE Open Journal of the Industrial Electronics Society, vol. 2, p. 207–223, 2021.

S. Karnouskos, P. Leitao, L. Ribeiro, and A. W. Colombo, “Industrial agents as a key enabler for realizing industrial cyber-physical systems: Multiagent systems entering industry 4.0,” IEEE Industrial Electronics Magazine, vol. 14, no. 3, p. 18–32, Sep. 2020.

B. Vogel-Heuser, M. Seitz, L. A. Cruz Salazar, F. Gehlhoff, A. Dogan, and A. Fay, “Multi-agent systems to enable industry 4.0,” at - Automatisierungstechnik, vol. 68, no. 6, p. 445–458, Jun. 2020.

P. Leitao, F. Pires, S. Karnouskos, and A. W. Colombo, “Quo vadis industry 4.0? position, trends, and challenges,” IEEE Open Journal of the Industrial Electronics Society, vol. 1, p. 298–310, 2020.

F. Ocker, I. Kovalenko, K. Barton, D. Tilbury, and B. Vogel-Heuser, “A framework for automatic initialization of multi-agent production systems using semantic web technologies,” IEEE Robotics and Automation Letters, vol. 4, no. 4, p. 4330–4337, Oct. 2019.

D. Trentesaux and S. Karnouskos, Ethical Behaviour Aspects of Autonomous Intelligent Cyber-Physical Systems. Springer International Publishing, Aug. 2019, p. 55–71.

L. A. Cruz Salazar, D. Ryashentseva, A. Lüder, and B. Vogel-Heuser, “Cyber-physical production systems architecture based on multi-agent’s design pattern—comparison of selected approaches mapping four agent patterns,” The International Journal of Advanced Manufacturing Technology, vol. 105, no. 9, p. 4005–4034, Jul. 2019.

I. Kovalenko, D. Ryashentseva, B. Vogel-Heuser, D. Tilbury, and K. Barton, “Dynamic resource task negotiation to enable product agent exploration in multi-agent manufacturing systems,” IEEE Robotics and Automation Letters, vol. 4, no. 3, p. 2854–2861, Jul. 2019.

T. Borangiu, D. Trentesaux, A. Thomas, P. Leitão, and J. Barata, “Digital transformation of manufacturing through cloud services and resource virtualization,” Computers in Industry, vol. 108, p. 150–162, Jun. 2019.

B. Vogel-Heuser, C. Fantuzzi, M. Wimmer, M. Böhm, and A. Fay, “Herausforderungen in der interdisziplinären entwicklung von cyber-physischen produktionssystemen,” at - Automatisierungstechnik, vol. 67, no. 6, p. 445–454, Jun. 2019.

S. Karnouskos, L. Ribeiro, P. Leitao, A. Luder, and B. Vogel-Heuser, “Key directions for industrial agent based cyber-physical production systems,” in 2019 IEEE International Conference on Industrial Cyber Physical Systems (ICPS). IEEE, May 2019.

E. Trunzer, A. Calà, P. Leitão, M. Gepp, J. Kinghorst, A. Lüder, H. Schauerte, M. Reifferscheid, and B. Vogel-Heuser, “System architectures for industrie 4.0 applications: Derivation of a generic architecture proposal,” Production Engineering, vol. 13, no. 3–4, p. 247–257, Apr. 2019.

A. L. Osório, L. M. Camarinha-Matos, H. Afsarmanesh, and A. Belloum, Towards a Mobility Payment Service Based on Collaborative Open Systems. Springer International Publishing, 2019, p. 379–392.

T. Strasser, M. Rooker, G. Ebenhofer, and A. Zoitl, Standardized Dynamic Reconfiguration of Control Applications in Industrial Systems. IGI Global, 2019, p. 776–793.

S. Karnouskos, R. Sinha, P. Leitao, L. Ribeiro, and T. I. Strasser, “The applicability of iso/iec 25023 measures to the integration of agents and automation systems,” in IECON 2018 - 44th Annual Conference of the IEEE Industrial Electronics Society. IEEE, Oct. 2018.

P. Leitao, S. Karnouskos, L. Ribeiro, P. Moutis, J. Barbosa, and T. I. Strasser, “Integration patterns for interfacing software agents with industrial automation systems,” in IECON 2018 - 44th Annual Conference of the IEEE Industrial Electronics Society. IEEE, Oct. 2018.

R. S. Peres, A. Dionisio Rocha, P. Leitao, and J. Barata, “Idarts – towards intelligent data analysis and real-time supervision for industry 4.0,” Computers in Industry, vol. 101, p. 138–146, Oct. 2018.

T. I. Strasser, F. P. Andren, P. Vrba, R. Suhada, V. Moulis, A. M. Farid, and S. Rohjans, “An overview of trends and developments of internet of things applied to industrial systems,” in IECON 2018 - 44th Annual Conference of the IEEE Industrial Electronics Society. IEEE, Oct. 2018.

S. Karnouskos, R. Sinha, P. Leitao, L. Ribeiro, and T. I. Strasser, “Assessing the integration of software agents and industrial automation systems with iso/iec 25010,” in 2018 IEEE 16th International Conference on Industrial Informatics (INDIN). IEEE, Jul. 2018.

L. Ribeiro, S. Karnouskos, P. Leitao, J. Barbosa, and M. Hochwallner, “Performance assessment of the integration between industrial agents and low-level automation functions,” in 2018 IEEE 16th International Conference on Industrial Informatics (INDIN). IEEE, Jul. 2018.

B. Cheng, J. Zhang, G. P. Hancke, S. Karnouskos, and A. W. Colombo, “Industrial cyberphysical systems: Realizing cloud-based big data infrastructures,” IEEE Industrial Electronics Magazine, vol. 12, no. 1, p. 25–35, Mar. 2018.

Collaborative Networks of Cognitive Systems: 19th IFIP WG 5.5 Working Conference on Virtual Enterprises, PRO-VE 2018, Cardiff, UK, September 17-19, 2018, Proceedings. Springer International Publishing, 2018.

L. M. Camarinha-Matos and H. Afsarmanesh, “Roots of collaboration: Nature-inspired solutions for collaborative networks,” IEEE Access, vol. 6, p. 30829–30843, 2018.

A. L. Osório, L. M. Camarinha-Matos, H. Afsarmanesh, and A. Belloum, On Reliable Collaborative Mobility Services. Springer International Publishing, 2018, p. 297–311.

V. K. L. Huang, D. Bruckner, C. J. Chen, P. Leitao, G. Monte, T. I. Strasser, and K. F. Tsang, “Past, present and future trends in industrial electronics standardization,” in IECON 2017 - 43rd Annual Conference of the IEEE Industrial Electronics Society. IEEE, Oct. 2017.

P. Leitao, S. Karnouskos, L. Ribeiro, P. Moutis, J. Barbosa, and T. I. Strasser, “Common practices for integrating industrial agents and low level automation functions,” in IECON 2017 - 43rd Annual Conference of the IEEE Industrial Electronics Society. IEEE, Oct. 2017.

L. Ribeiro, S. Karnouskos, P. Leitao, and T. I. Strasser, “A community analysis of the ieee ies industrial agents technical committee,” in IECON 2017 - 43rd Annual Conference of the IEEE Industrial Electronics Society. IEEE, Oct. 2017.

B. Andres, R. Poler, L. M. Camarinha-Matos, and H. Afsarmanesh, “A simulation approach to assess partners selected for a collaborative network,” International Journal of Simulation Modelling, vol. 16, no. 3, p. 399–411, Sep. 2017.

P. Marks, M. Weyrich, X. L. Hoang, and A. Fay, “Agent-based adaptation of automated manufacturing machines,” in 2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA). IEEE, Sep. 2017.

S. Karnouskos and P. Leitao, “Key contributing factors to the acceptance of agents in industrial environments,” IEEE Transactions on Industrial Informatics, vol. 13, no. 2, p. 696–703, Apr. 2017.

A. W. Colombo, S. Karnouskos, O. Kaynak, Y. Shi, and S. Yin, “Industrial cyberphysical systems: A backbone of the fourth industrial revolution,” IEEE Industrial Electronics Magazine, vol. 11, no. 1, p. 6–16, Mar. 2017.

L. M. Camarinha-Matos, R. Fornasiero, and H. Afsarmanesh, Collaborative Networks as a Core Enabler of Industry 4.0. Springer International Publishing, 2017, p. 3–17.

M. Foehr, J. Vollmar, A. Calà, P. Leitão, S. Karnouskos, and A. W. Colombo, Engineering of Next Generation Cyber-Physical Automation System Architectures. Springer International Publishing, 2017, p. 185–206.

A. L. Osório, A. Belloum, H. Afsarmanesh, and L. M. Camarinha-Matos, Agnostic Informatics System of Systems: The Open ISoS Services Framework. Springer International Publishing, 2017, p. 407–420.

P. Leitão, A. W. Colombo, and S. Karnouskos, “Industrial automation based on cyber-physical systems technologies: Prototype implementations and challenges,” Computers in Industry, vol. 81, p. 11–25, Sep. 2016.

J. Barbosa, P. Leitao, D. Trentesaux, A. W. Colombo, and S. Karnouskos, “Cross benefits from cyber-physical systems and intelligent products for future smart industries,” in 2016 IEEE 14th International Conference on Industrial Informatics (INDIN). IEEE, Jul. 2016.

P. Leitao and T. Strasser, “Analyzing standardization needs for applying agent technology in industrial environments,” in 2016 IEEE 25th International Symposium on Industrial Electronics (ISIE). IEEE, Jun. 2016.

A. W. Colombo, S. Karnouskos, Y. Shi, S. Yin, and O. Kaynak, “Industrial cyber–physical systems [scanning the issue],” Proceedings of the IEEE, vol. 104, no. 5, p. 899–903, May 2016.

P. Leitao, S. Karnouskos, L. Ribeiro, J. Lee, T. Strasser, and A. W. Colombo, “Smart agents in industrial cyber–physical systems,” Proceedings of the IEEE, vol. 104, no. 5, p. 1086–1101, May 2016.

A. I. Oliveira, M. Shafahi, H. Afsarmanesh, F. Ferrada, and L. M. Camarinha-Matos, Competence Matching in Collaborative Consortia for Service-Enhanced Products. Springer International Publishing, 2016, p. 350–360.

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