Requirements for Data-Driven Reliability Modeling and Simulation of Smart Manufacturing Systems
Friederich, J.; Jepsen, S. C.; Lazarova-Molnar, S.; Worm, T.
2021. Winter Simulation Conference (WSC 2021). Ed.: S. Kim, 12 S., Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/WSC52266.2021.9715410

Data-Driven Modelling Of Repairable Fault Trees From Time Series Data With Missing Information
Niloofar, P.; Lazarova-Molnar, S.
2021. Winter Simulation Conference (WSC 2021). Ed.: S. Kim, 12 S., Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/WSC52266.2021.9715375

Process Mining for Reliability Modeling of Manufacturing Systems with Limited Data Availability
Friederich, J.; Lazarova-Molnar, S.
2021. 2021 8th International Conference on Internet of Things: Systems, Management and Security (IOTSMS). Hrsg.: IEEE, 8th International Conference on Internet of Things: Systems, Management and Security (2021) Online, 06.12.2021–09.12.2021, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/IOTSMS53705.2021.9704921

Fusion of Data and Expert Knowledge for Fault Tree Reliability Analysis of Cyber-Physical Systems
Niloofar, P.; Lazarova-Molnar, S.
2021. 2021 5th International Conference on System Reliability and Safety (ICSRS), 92–97, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICSRS53853.2021.9660717

Data-driven decision support in livestock farming for improved animal health, welfare and greenhouse gas emissions: Overview and challenges
Niloofar, P.; Francis, D. P.; Lazarova-Molnar, S.; Vulpe, A.; Vochin, M.-C.; Suciu, G.; Balanescu, M.; Anestis, V.; Bartzanas, T.
2021. Computers and Electronics in Agriculture, 190, Article no: 106406. doi:10.1016/j.compag.2021.106406

A Research Setup Demonstrating Flexible Industry 4.0 Production
Jepsen, S. C.; Worm, T.; Johansen, A.; Lazarova-Molnar, S.; Kjargaard, M. B.; Kang, E.-Y.; Friederich, J.; Heredia Mena, J. E.; Soltani, R.; Sorensen, S. L.; Hjort Schwee, J.
2021. International Symposium ELMAR 2021, Zadar, HR, 2021, 13-15 September, 143–150, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ELMAR52657.2021.9550961

Estimating Livestock Greenhouse Gas Emissions: Existing Models, Emerging Technologies and Associated Challenges
Thumba, D. A.; Lazarova-Molnar, S.; Niloofar, P.
2021. 6th International Conference on Smart and Sustainable Technologies (SpliTech 2021). Ed.: P. Solic, 6 S., Institute of Electrical and Electronics Engineers (IEEE). doi:10.23919/SpliTech52315.2021.9566450

Data Requirements for Automated Simulation Modelling of Production Systems with Varying Resource Behaviour
Lugaresi, G.; Friederich, J.; Matta, A.; Lazarova-Molnar, S.
2021. Annual Modeling and Simulation Conference (ANNSIM 2021), Fairfax, VA, USA, July 19-22, 2021

Roadmap for Sustainable Transformation of the danish AGRI-Food System : AgriFoodTure
Olesen, J. E.; Christensen, S.; Jensen, P. R.; Schultz, E.; Lazarova-Molnar, S.
2021. (C. Rasmussen, K. Kjer Howe, T. N. Kristensen, J. J. Gaade, S. Haslund, C. B. Henriksen, M. Persson, K. Kryger & L. Henricksen, Hrsg.)

Towards Data-Driven Reliability Modeling for Cyber-Physical Production Systems
Friederich, J.; Lazarova-Molnar, S.
2021. The 12th International Conference on Ambient Systems, Networks and Technologies (ANT) / The 4th International Conference on Emerging Data and Industry 4.0 (EDI40) / Affiliated Workshops. 4th International Conference on Emerging Data and Industry 4.0 (2021) Warschau, Polen, 23.03.2021–26.03.2021, 589–596, Elsevier. doi:10.1016/j.procs.2021.03.073

Towards Data-Driven Digital Twins for Smart Manufacturing
Francis, D. P.; Lazarova-Molnar, S.; Mohamed, N.
2021. Proceedings of the 27th International Conference on Systems Engineering, ICSEng 2020. Ed.: H. Selvaraj, 445–454, Springer Nature Switzerland. doi:10.1007/978-3-030-65796-3_43

Are We Ready to Evaluate the Smart Readiness of Australian Buildings?
Markoska, E.; Sethuvenkatraman, S.; Jakica, N.; Lazarova-Molnar, S.
2021. Sustainability in Energy and Buildings 2020. Ed.: J. Littlewood, 549–559, Springer Singapur. doi:10.1007/978-981-15-8783-2_46

Applications of Integrated IoT-Fog-Cloud Systems to Smart Cities: A Survey
Mohamed, N.; Al-Jaroodi, J.; Lazarova-Molnar, S.; Jawhar, I.
2021. Electronics, 10 (23), Article no: 2918. doi:10.3390/electronics10232918

Modeling and Simulation for Decision Support in Precision Livestock Farming
Niloofar, P.; Lazarova-Molnar, S.; Francis, D. P.; Vulpe, A.; Suciu, G.; Balanescu, M.
2020. 2020 Winter Simulation Conference (WSC). Winter Simulation Conference (WSC 2020) Hrsg.: IEEE Orlando, FL, USA, 14.12.2020–18.12.2020, 2601–2612, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/WSC48552.2020.9383975

Data-driven Decision Support Tools for Reducing GHG Emissions from Livestock Production Systems: Overview and Challenges
Thumba, D. A.; Lazarova-Molnar, S.; Niloofar, P.
2020. 2020 7th International Conference on Internet of Things: Systems, Management and Security (IOTSMS), Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/IOTSMS52051.2020.9340217

Data-Driven Fault Tree Modeling for Reliability Assessment of Cyber-Physical Systems
Lazarova-Molnar, S.; Niloofar, P.; Barta, G. K.
2020. 2020 Winter Simulation Conference (WSC). Hrsg.: IEEE. Winter Simulation Conference (WSC 2020) Orlando, FL, USA, 14.12.2020–18.12.2020, 2719–2730, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/WSC48552.2020.9383882

2020 Winter Simulation Conference (WSC)
Bae, K.-H.; Feng, B.; Kim, S.; Lazarova-Molnar, S.; Zheng, Z.; Roeder, T.; Thiesing, R. (Hrsg.)
2020. Institute of Electrical and Electronics Engineers (IEEE)

Reliability Analysis of Cyber-Physical Systems
Lazarova-Molnar, S.; Mohamed, N.
2020. Simulation for Cyber-Physical Systems Engineering. Ed.: J. Risco Martín, 385–405, Springer Nature Switzerland. doi:10.1007/978-3-030-51909-4_15

Automating Reliability Analysis: Data-driven Learning and Analysis of Multi-state Fault Trees
Lazarova-Molnar, S.; Niloofar, P.; Barta, G. K.
2020. 30th European Safety and Reliability Conference, ESREL 2020 and 15th Probabilistic Safety Assessment and Management Conference, PSAM 2020 Hrsg.: Baraldi, Piero; Di Maio, Francesco; Zio, Enrico. Proceedings of the 30th European Safety and Reliability Conference and the 15th Probabilistic Safety Assessment and Management Conference, 1805–1812, Research Publishing Services. doi:10.3850/978-981-14-8593-0_4602-cd

The Synergy of Simulation and Time Series Forecasting for Live Performance Testing of Smart Buildings
Markoska, E.; Lazarova-Molnar, S.
2019. Proceedings of the 21st International Conference on Information Integration and Web-based Applications & Services. 21st International Conference on Information Integration and Web-based Applications & Services (2019) München, Deutschland, 02.12.2019–04.12.2019, 579–583, Association for Computing Machinery (ACM). doi:10.1145/3366030.3366093

Data analytics framework for Industry 4.0: enabling collaboration for added benefits
Lazarova-Molnar, S.; Mohamed, N.; Al-Jaroodi, J.
2019. IET Collaborative Intelligent Manufacturing, 1 (4), 109–125. doi:10.1049/iet-cim.2019.0012

On the Extension of Schelling’s Segregation Model
Liu, Z.; Li, X.; Khojandi, A.; Lazarova-Molnar, S.
2019. 2019 Winter Simulation Conference (WSC). Hrsg.: IEEE Winter Simulation Conference (WSC 2019) National Harbor, MD, USA, 08.12.2019–11.12.2019, 285–296, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/WSC40007.2019.9004848

Deriving Simulation Models from Data: Steps of Simulation Studies Revisited
Lazarova-Molnar, S.; Li, X.
2019. 2019 Winter Simulation Conference (WSC), 2771–2782, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/WSC40007.2019.9004697

Usability Requirements for Smart Buildings’ Performance Testing Solutions: A Survey
Markoska, E.; Lazarova-Molnar, S.
2019. 2019 Fourth International Conference on Fog and Mobile Edge Computing (FMEC). Hrsg.: Fourth International Conference on Fog and Mobile Edge Computing (FMEC 2019) Rom, Italien, 10.06.2019–13.06.2019, 265–270, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/FMEC.2019.8795308

LEAF: Live Building Performance Evaluation Framework
Markoska, E.; Lazarova-Molnar, S.
2019. 2019 Fourth International Conference on Fog and Mobile Edge Computing (FMEC), Rome, Italy, 10-13 June 2019, 306–311, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/FMEC.2019.8795329

Assessment of Building Intelligence Requirements for Real Time Performance Testing in Smart Buildings
Markoska, E.; Jakica, N.; Lazarova-Molnar, S.; Kragh, M. K.
2019. 2019 4th International Conference on Smart and Sustainable Technologies (SpliTech), Split, Croatia, 18-21 June 2019, 1–6, Institute of Electrical and Electronics Engineers (IEEE). doi:10.23919/SpliTech.2019.8783002

Industry 4.0: Opportunities for Enhancing Energy Efficiency in Smart Factories
Mohamed, N.; Al-Jaroodi, J.; Lazarova-Molnar, S.
2019. 2019 IEEE International Systems Conference (SysCon), Orlando, FL, USA, 08-11 April 2019, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SYSCON.2019.8836751

Simulation and Artificial Intelligence: Synergies in the Making
Lazarova-Molnar, S.
2019. L. Periac-Arnold (Hrsg.), SAGE’s Women in Engineering Blog Series. Ed.: L. Periac-Arnold, SAGE Publications

2019 Winter Simulation Conference (WSC)
Mustafee, N.; Bae, K.-H. G.; Lazarova-Molnar, S.; Rabe, M.; Szabo, C.; Haas, P.; Son, Y.-J. (Hrsg.)
2019. Institute of Electrical and Electronics Engineers (IEEE)

A Framework for Automated Real-Time Performance Evaluation of Smart Buildings. Dissertation
Markoska, E.
2019. Syddansk Universitet. doi:10.21996/5hay-tm27

A Framework for Fully Automated Performance Testing for Smart Buildings
Markoska, E.; Johansen, A.; Lazarova-Molnar, S.
2019. 3rd International Congress on Information and Communication Technology : ICICT 2018, London. Ed.: X.-S. Yang, 235–243, Springer Nature Singapore. doi:10.1007/978-981-13-1165-9_21

Reliability Assessment in the Context of Industry 4.0 : Data as a Game Changer
Lazarova-Molnar, S.; Mohamed, N.
2019. Procedia Computer Science, 151, 691–698. doi:10.1016/j.procs.2019.04.092

Leveraging the Capabilities of Industry 4.0 for Improving Energy Efficiency in Smart Factories
Mohamed, N.; Al-Jaroodi, J.; Lazarova-Molnar, S.
2019. IEEE Access, 7, 18008–18020. doi:10.1109/ACCESS.2019.2897045

Combining Performance Testing and Metadata Models to Support Fault Detection and Diagnostics in Smart Buildings
Markoska, E.; Johansen, A.; Kjærgaard, M. B.; Lazarova-Molnar, S.; Jradi, M.; Jørgensen, B. N.
2019. Applied System Innovation, 2 (3), 28. doi:10.3390/asi2030028

A zoning framework for enhanced smart building automation
Lazarova-Molnar, S.; Markoska, E.; Mohamed, N.
2018. Proceedings of the 2018 Winter Simulation Conference. Ed.: M. Rabe, 3977–3986, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/WSC.2018.8632543

Collaborative Data Analytics for Industry 4.0: Challenges, Opportunities and Models
Lazarova-Molnar, S.; Mohamed, N.; Al-Jaroodi, J.
2018. 2018 6th International Conference on Enterprise Systems (ES), 100–107, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ES.2018.00023

Comparative Evaluation of Threshold Modelling for Smart Buildings’ Performance Testing
Markoska, E.; Lazarova-Molnar, S.
2018. 2018 Ninth International Green and Sustainable Computing Conference (IGSC). Ninth International Green and Sustainable Computing Conference (IGSC 2018) Pittsburgh, PA, USA, 22.10.2018–24.10.2018, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/IGCC.2018.8752125

A Cloud-Fog-Based Smart Grid Model for Efficient Resource Utilization
Mohamed, N.; Al-Jaroodi, J.; Jawhar, I.; Lazarova-Molnar, S.; Mahmoud, S.
2018. 2018 14th International Wireless Communications & Mobile Computing Conference (IWCMC), Hrsg.: IEEE, 14th International Wireless Communications & Mobile Computing Conference (2018), Limassol, Zypern, 25.06.2018–29.06.2018, 17576–17588, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/IWCMC.2018.8450506

Towards systematic reliability modeling of smart buildings
Lazarova-Molnar, S.; Markoska, E.; Shaker, H. R.
2018. Proceedings of the 2017 Winter Simulation Conference. Ed.: W.K.V. Chan, 2484–2494, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/WSC.2017.8247977

Towards smart buildings performance testing as a service
Markoska, E.; Lazarova-Molnar, S.
2018. 3rd International Conference on Fog and Mobile Edge Computing (FMEC 2018), 277–282, Institute of Electrical and Electronics Engineers (IEEE)

A service-oriented middleware for cloud of things and fog computing supporting smart city applications
Mohamed, N.; Al-Jaroodi, J.; Lazarova-Molnar, S.; Jawhar, I.; Mahmoud, S.
2018. 2017 IEEE SmartWorld Ubiquitous Intelligence and Computing, Advanced and Trusted Computed, Scalable Computing and Communications, Cloud and Big Data Computing, Internet of People and Smart City Innovation, SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI 2017 - Conference Proceedings. Hrsg.: IEEE. IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computed, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (2017) San Francisco, CA, USA, 04.08.2017–08.08.2017, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/UIC-ATC.2017.8397564

A Workflow for Continuous Performance Testing in Smart Buildings
Markoska, E.; Lazarova-Molnar, S.
2018. Ambient Intelligence – 14th European Conference, AmI 2018, Larnaca, Cyprus, November 12-14, 2018, Proceedings. Ed.: A. Kameas, 54–59, Springer International Publishing. doi:10.1007/978-3-030-03062-9_4

Middleware challenges for Cyber-Physical Systems
Mohamed, N.; Al-Jaroodi, J.; Lazarova-Molnar, S.; Jawhar, I.
2017. Scalable Computing, 18 (4), 331–346. doi:10.12694/scpe.v18i4.1332

SmartCityWare: A service-oriented middleware for cloud and fog enabled smart city services
Mohamed, N.; Al-Jaroodi, J.; Jawhar, I.; Lazarova-Molnar, S.; Mahmoud, S.
2017. IEEE Access, 5, 17576–17588. doi:10.1109/ACCESS.2017.2731382

Mobile crowdsourcing of occupant feedback in smart buildings
Lazarova-Molnar, S.; Logason, H. þór; Andersen, P. G.; Kjærgaard, M. B.
2017. ACM SIGAPP Applied Computing Review, 17 (1), 5–14. doi:10.1145/3090058.3090060

A new data-driven controllability measure with application in intelligent buildings
Shaker, H. R.; Lazarova-Molnar, S.
2017. Energy and Buildings, 138, 526–529. doi:10.1016/j.enbuild.2016.11.027

WiP abstract: Towards a framework for comprehensive and systematic reliability evaluation of Building Management Systems
Lazarova-Molnar, S.
2017. ICCPS 2017 : 2017 ACM/IEEE 8th International Conference on Cyber-Physical Systems : 18-20 April 2017, Pittsburgh, PA : Proceedings, 89–90, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1145/3055004.3064844

Towards collaborative data analytics for smart buildings
Lazarova-Molnar, S.; Mohamed, N.
2017. Information Science and Applications 2017. Ed.: K. Kim, 459–466, Springer Singapur. doi:10.1007/978-981-10-4154-9_53

Towards Service-Oriented Middleware for Fog and Cloud Integrated Cyber Physical Systems
Mohamed, N.; Lazarova-Molnar, S.; Jawhar, I.; Al-Jaroodi, J.
2017. 2017 IEEE 37th International Conference on Distributed Computing Systems Workshops. Ed.: A. Musaev, 67–74, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICDCSW.2017.49

Reliability of cyber physical systems with focus on building management systems
Lazarova-Molnar, S.; Shaker, H. R.; Mohamed, N.
2017. 35th International Performance Computing and Communications Conference (IPCCC 2016), Article no: 7820666, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/PCCC.2016.7820666

Reliability modeling of cyber-physical systems: A holistic overview and challenges
Lazarova-Molnar, S.; Mohamed, N.; Shaker, H. R.
2017. Workshop on Modeling and Simulation of Cyber-Physical Energy Systems (MSCPES 2017) - Held as part of CPS Week : Proceedings, Article no: 8064536, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/MSCPES.2017.8064536

On the complexity of smart buildings occupant behavior: Risks and opportunities
Lazarova-Molnar, S.; Mohamed, N.
2017. ACM International Conference Proceeding Series. BCI ’17: Proceedings of the 8th Balkan Conference in Informatics, Association for Computing Machinery (ACM). doi:10.1145/3136273

Middleware to support cyber-physical systems
Mohamed, N.; Al-Jaroodi, J.; Lazarova-Molnar, S.; Jawhar, I.
2017. 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/PCCC.2016.7820605

Energy cloud: Services for smart buildings
Mohamed, N.; Al-Jaroodi, J.; Lazarova-Molnar, S.
2017. Sustainable Cloud and Energy Services. Ed.: W. Rivera, 117–134, Springer. doi:10.1007/978-3-319-62238-5_5

Collaborative data analytics for smart buildings: opportunities and models
Lazarova-Molnar, S.; Mohamed, N.
2017. Cluster Computing, 22, 1065–1077. doi:10.1007/s10586-017-1362-x

Cloud of things: Optimizing smart city services
Mohamed, N.; Lazarova-Molnar, S.; Al-Jaroodi, J.
2017. 2017 7th International Conference on Modeling, Simulation, and Applied Optimization, ICMSAO 2017. Hrsg.: IEEE. 7th International Conference on Modeling, Simulation, and Applied Optimization (ICMSAO 2017) Schardscha, Vereinigte Arabische Emirate, 04.04.2017–06.04.2017, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICMSAO.2017.7934875

A practical approach to validation of buildings’ sensor data: A commissioning experience report
Mattera, C. G.; Lazarova-Molnar, S.; Shaker, H. R.; Jorgensen, B. N.
2017. Proceedings - 3rd IEEE International Conference on Big Data Computing Service and Applications, BigDataService 2017, 287–292, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/BigDataService.2017.48

A framework for collaborative cloud-based fault detection and diagnosis in smart buildings
Lazarova-Molnar, S.; Mohamed, N.
2017. 2017 7th International Conference on Modeling, Simulation, and Applied Optimization, ICMSAO 2017. Hrsg.: IEEE. 7th International Conference on Modeling, Simulation, and Applied Optimization (2017) Schardscha, Vereinigte Arabische Emirate, 04.04.2017–06.04.2017, Institute of Electrical and Electronics Engineers (IEEE)

A discrete-event simulation tool for decision support in selecting project scheduling strategies
Rasmussen, T. H.; Hansen, N.; Lazarova-Molnar, S.
2017. 2017 7th International Conference on Modeling, Simulation, and Applied Optimization, ICMSAO 2017, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICMSAO.2017.7934872

SBDaaS: Smart building diagnostics as a service on the cloud
Mohamed, N.; Lazarova-Molnar, S.; Al-Jaroodi, J.
2016. Proceedings of the 2nd International Conference on Intelligent Green Building and Smart Grid, IGBSG, Prag, 27th-29th June 2016, 40–45, IEEEXplore. doi:10.1109/IGBSG.2016.7539417

Software Engineering Issues for Cyber-Physical Systems
Al-Jaroodi, J.; Mohamed, N.; Jawhar, I.; Lazarova-Molnar, S.
2016. 2016 IEEE International Conference on Smart Computing (SMARTCOMP), 1–6, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SMARTCOMP.2016.7501717

Mobile crowdsourcing of data for fault detection and diagnosis in smart buildings
Lazarova-Molnar, S.; Logason, H. þór; Andersen, P. G.; Kjærgaard, M. B.
2016. RACS ’16: Proceedings of the International Conference on Research in Adaptive and Convergent Systems, 12–17, Association for Computing Machinery (ACM). doi:10.1145/2987386.2987416

Fault detection and diagnosis for smart buildings: State of the art, trends and challenges
Lazarova-Molnar, S.; Shaker, H. R.; Mohamed, N.; Jørgensen, B. N.
2016. 2016 3rd MEC International Conference on Big Data and Smart City (ICBDSC), 1–7, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICBDSC.2016.7460392

Challenges in the data collection for diagnostics of smart buildings
Lazarova-Molnar, S.; Mohamed, N.
2016. Lecture Notes in Electrical Engineering, 941–951, Springer Nature Singapore. doi:10.1007/978-981-10-0557-2_90

CE-BEMS: A cloud-enabled building energy management system
Mohamed, N.; Lazarova-Molnar, S.; Al-Jaroodi, J.
2016. 2016 3rd MEC International Conference on Big Data and Smart City, ICBDSC 2016, 351–356, Institute of Electrical and Electronics Engineers (IEEE)

A Conceptual Framework for Occupant-Centered Building Management Decision Support System
Lazarova-Molnar, S.; Shaker, H. R.
2016. Intelligent Enviroments. Ed.: P. Novais, 436–445, IOS Press. doi:10.3233/978-1-61499-690-3-436

Project Schedule Simulation: Incorporating Human Factors’ Uncertainty and Features’ Priority in Task Modeling
Mizouni, R.; Lazarova-Molnar, S.
2015. Journal of Software, 10 (8), 939–960. doi:10.17706/jsw.10.8.939-960

Poster abstract: Towards a categorization framework for occupancy sensing systems
Kjærgaard, M. B.; Lazarova-Molnar, S.; Jradi, M.
2015. Proceedings of the 2015 ACM 6th International Conference on Future Energy Systems, 215–216, Association for Computing Machinery (ACM). doi:10.1145/2768510.2770947

Modeling and Simulation for Enterprise Decision-Making: Successful Projects and Approaches
Ramadan, N.; Ajami, R.; Mohamed, N.; Lazarova-Molnar, S.
2015. Proceedings of the Fifth International Conference on Industrial Engineering and Operations Management, IEOM 2015, Article no: 7093873, Institute of Electrical and Electronics Engineers (IEEE)

Evolution of feature-oriented software: How to stay on course and avoid the cliffs of modularity drift
Olszak, A.; Lazarova-Molnar, S.; Jørgensen, B. N.
2015. Software technologies. Ed.: A. Holzinger, 183–201, Springer. doi:10.1007/978-3-319-25579-8_11

Commercial buildings energy performance within context: Occupants in spotlight
Lazarova-Molnar, S.; Kjærgaard, M. B.; Shaker, H. R.; Jørgensen, B. N.
2015. SMARTGREENS 2015 - Proceedings of the 4th International Conference on Smart Cities and Green ICT Systems. Ed.: M. Helfert, 306–312, SciTePress. doi:10.5220/0005495203060312

Challenge: Advancing energy informatics to enable assessable improvements of energy performance in buildings
Jørgensen, B. N.; Kjærgaard, M. B.; Lazarova-Molnar, S.; Shaker, H. R.; Veje, C. T.
2015. Proceedings of the 2015 ACM Sixth International Conference on Future Energy Systems, 77–81, Association for Computing Machinery (ACM). doi:10.1145/2768510.2770935

Simulation and modeling efforts to support decision making in healthcare supply chain management
Abukhousa, E.; Al-Jaroodi, J.; Lazarova-Molnar, S.; Mohamed, N.
2014. The ScientificWorld journal, 2014, Art.-Nr.: 354246. doi:10.1155/2014/354246

A service-oriented middleware for building collaborative UAVs
Mohamed, N.; Al-Jaroodi, J.; Jawhar, I.; Lazarova-Molnar, S.
2014. Journal of intelligent and robotic systems, 74 (1-2), 309–321. doi:10.1007/s10846-013-9942-3

Petri nets extension to model state-varying failure rates
Lazarova-Molnar, S.
2013. SCSC ’13: Proceedings of the 2013 Summer Computer Simulation Conference, Art.-Nr.: 31

Discrete-event simulation for design of enhanced project schedules
Lazarova-Molnar, S.; Mizouni, R.
2013. Summer Computer Simulation Conference and Work in Progress (SCSC 2013 and WIP 2013) : 2013 Summer Simulation Multiconference : Toronto, Ontario, Canada, 7-10 July 2013 / SCS.Ed.: A. Abhari, 51–58, Curran

Discrete-Event Simulation for Design of Evolving Project Schedules
Lazarova-Molnar, S.; Mizouni, R.
2013. Summer Computer Simulation Conference and Work in Progress (SCSC 2013 and WIP 2013) : 2013 Summer Simulation Multiconference : Toronto, Ontario, Canada, 7-10 July 2013. Ed.: A. Abhari, 51–58, Curran Associates

Formalization and Petri net-Based Extension to Model Factors of State-Varying Failures for Reliability Modeling
Lazarova-Molnar, S.
2013. International journal of computer science and network security, 13 (7), 14–21

Recent trends in solving the deterministic resource constrained Project Scheduling Problem
Karam, A.; Lazarova-Molnar, S.
2013. 2013 9th International Conference on Innovations in Information Technology (IIT), Al Ain, United Arab Emirates, 17-19 March 2013, 124–129, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/Innovations.2013.6544405

Petri nets extension to model state-varying failure rates
Lazarova-Molnar, S.
2013. Simulation series, 245–252

Performance modeling of data dissemination in vehicular ad hoc networks
Chaqfeh, M.; Lakas, A.; Lazarova-Molnar, S.
2013. 2013 IEEE/ACM 17th International Symposium on Distributed Simulation and Real Time Applications, 135–141, IEEE Computer Society. doi:10.1109/DS-RT.2013.22

Modeling and simulation of epidemic spread: Recent advances
Shatnawi, M.; Lazarova-Molnar, S.; Zaki, N.
2013. 9th International Conference on Innovations in Information Technology (IIT 2013), 118–123, Institute of Electrical and Electronics Engineers (IEEE)

Middleware requirements for collaborative unmanned aerial vehicles
Mohamed, N.; Al-Jaroodi, J.; Jawhar, I.; Lazarova-Molnar, S.
2013. 2013 International Conference on Unmanned Aircraft Systems (ICUAS), Atlanta, GA, USA, 28-31 May 2013, 1051–1060, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICUAS.2013.6564794

Failure impact on coverage in linear wireless sensor networks
Mohamed, N.; Al-Jaroodi, J.; Jawhar, I.; Lazarova-Molnar, S.
2013. 2013 International Symposium on Performance Evaluation of Computer and Telecommunication Systems (SPECTS) Date of Conference: 07-10 July 2013, Toronto, ON, Canada, 188–195, Institute of Electrical and Electronics Engineers (IEEE)

Agent-based modeling and simulation framework for enhanced project schedules
Lazarova-Molnar, S.
2013. Proceedings - 20th International Congress on Modelling and Simulation, MODSIM 2013. Ed.: J. Piantadosi, 887–893. doi:10.36334/modsim.2013.C8.lazarovamolnar

Collaborative business process modeling approaches: a review
Aleem, S.; Lazarova-Molnar, S.; Mohamed, N.
2012. Proceedings of the 2012 IEEE 21st International workshop on Enabling Technologies: Infrastructure for Collaborative Enterprises, Hrsg. IEEE, 274–279, Institute of Electrical and Electronics Engineers (IEEE)

Simulation-based feature selection for software requirements baseline
Mizouni, R.; Lazarova-Molnar, S.
2012. Journal of Software, 7 (7), 1440–1450

A novel approach to realistic modeling and simulation of state-varying failure rates
Lazarova-Molnar, S.
2011. 23rd European Modeling and Simulation Symposium (EMSS 2011). Ed.: A.G. Bruzzone, 526–534, DIPTEM University of Genoa

A Genetic Algorithm to Enhance Transmembrane Helices Prediction
Zaki, N.; Bouktif, S.; Lazarova-Molnar, S.
2011. Proceedings of the 13th annual conference on Genetic and evolutionary computation (GECCO ’11). Ed.: N. Krasnogor, 347–354, Association for Computing Machinery (ACM). doi:10.1145/2001576.2001624

A simulation-based approach to enhancing project schedules by the inclusion of remedial action scenarios
Lazarova-Molnar, S.; Mizouni, R.
2011. Proceedings of the 2011 Winter Simulation Conference. Ed.: S. Jain, 761–772, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/WSC.2011.6147803

A Framework For Enhanced Project Schedule Design To Aid Project Manager’s Decision Making Processes
Lazarova-Molnar, S.; Mizouni, R.; Kesserwan, N.
2011. The 23th European Modeling & Simulation Symposium : September, 12 - 14, 2011, Rome, Italy ; EMSS 2011. Ed.: A. G. Bruzzone, 516–525

A combination of compositional index and genetic algorithm for predicting transmembrane helical segments
Zaki, N.; Bouktif, S.; Lazarova-Molnar, S.
2011. PLoS ONE, 6 (7). doi:10.1371/journal.pone.0021821

Floating task: Introducing and simulating a higher degree of uncertainty in project schedules
Lazarova-Molnar, S.; Mizouni, R.
2010. 2010 19th IEEE International Workshops on Enabling Technologies: Infrastructures for Collaborative Enterprises (WETICE), Larissa, 28th-30th June 2010, 136–141, Institute of Electrical and Electronics Engineers (IEEE)

Proxel-based performability analysis of Non-Markovian phased-mission systems
Lazarova-Molnar, S.
2010. 2010 Fourth Asia International Conference on Mathematical/Analytical Modelling and Computer Simulation, Kota Kinabalu, Malaysia, 26-28 May 2010, 585–590, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/AMS.2010.118

Modeling human decision behaviors for accurate prediction of project schedule duration
Lazarova-Molnar, S.; Mizouni, R.
2010. Enterprise and Organizational Modeling and Simulation. EOMAS 2010. Ed.: J. Barjis, 179–195, Springer-Verlag. doi:10.1007/978-3-642-15723-3_12

Device-Level Majority von Neumann Multiplexing
Beiu, V.; Ibrahim, W.; Lazarova-Molnar, S.
2009. Encyclopedia of artificial intelligence. Ed.: J. Rabuñal Dopico, 471–479, IGI Global. doi:10.4018/978-1-59904-849-9.ch072

True state-space complexity prediction: By the proxel-based simulation method
Lazarova-Molnar, S.
2009. 2009 International Conference on Innovations in Information Technology (IIT), Al Ain, United Arab Emirates, 15-17 December 2009, 130–134, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/IIT.2009.5413761

Protein-protein interaction based on pairwise similarity
Zaki, N.; Lazarova-Molnar, S.; El-Hajj, W.; Campbell, P.
2009. BMC Bioinformatics, 10, Art.-Nr.: 150. doi:10.1186/1471-2105-10-150

The Importance of Involvement of New Thinking Techniques in the Classroom
Lazarova-Molnar, S.
2008. 2008 International Conference on Engineering Education, ICEE, Budapes/Pecs, Hungary, July, 2008

State-dependent transitions in discrete stochastic models: Deterministic simulation approach
Lazarova-Molnar, S.
2008. Summer Computer Simulation Conference 2008, SCSC 2008, Part of the 2008 Summer Simulation Multiconference, SummerSim 2008, Edinburgh, United Kingdom, 16 - 19. Juni 2008, 85–90

Reliability modeling of circuits with multi-state aging gates
Lazarova-Molnar, S.; Beiu, V.
2008. Grand Challenges in Modelling and Simulation Symposium (GCMS 2008) : Part of the 2008 Summer Simulation Multiconference (SummerSim’08), 43–47, Curran Associates, Inc

A Framework for an Expressive Automated Homework Grading System
Lazarova-Molnar, S.
2007. Proceedings of the IADIS International Conference e-Learning 2007. Ed.: ed. M. B. Nunes, IADIS Press

A strategy for reliability assessment of future nano-circuits
Lazarova-Molnar, S.; Beiu, V.; Ibrahim, W.
2007. Proceedings of the 6th Conference on WSEAS International Conference on Applied Computer Science (ACACOS’07). Ed.: A. Xu, World Scientific and Engineering Academy and Society (WSEAS)

What von Neumann did not say about multiplexing—The gory details
Beiu, V.; Ibrahim, W.; Lazarova-Molnar, S.
2007. Proc. Int. Work-Conf. Artif. Neural Networks (IWANN’07), Computational and Ambient Intelligence, (IWANN 2007), 487–496, Springer. doi:10.1007/978-3-540-73007-1_60

Proxels for Reliability Assessment of Future Nano-Architectures
Lazarova-Molnar, S.; Beiu, V.; Ibrahim, W.
2007. 2007 2nd International Design and Test Workshop, 2nd International Design and Test Workshop (2007), Kairo, Ägypten, 16.12.2007–18.12.2007, 88–89, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/IDT.2007.4437435

What von Neumann did not say about multiplexing beyond gate failures: the gory details
Beiu, V.; Ibrahim, W.; Lazarova-Molnar, S.
2007. Computational and Ambient Intelligence : 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebastián, Spain, June 20-22, 2007, Proceedings, 487–496, Springer

Why Nano-DSP Will be Fan-In Constrained
Ibrahim, W.; Beiu, V.; Lazarova-Molnar, S.
2007. IEEE International Conference on Signal Processing and Communications, Dubai, United Arab Emirates, 24-27 November 2007, 317–320, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICSPC.2007.4728319

Reliability the fourth optimization pillar of nanoelectronics
Lazarova-Molnar, S.; Beiu, V.; Ibrahim, W.
2007. ICSPC 2007 Proceedings - 2007 IEEE International Conference on Signal Processing and Communications. Hrsg.: IEEE, IEEE International Conference on Signal Processing and Communications (2007), Dubai, Vereinigte Arabische Emirate, 24.11.2007–27.11.2007, 73–76, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICSPC.2007.4728258

Accurate Nano-Circuits Reliability Evaluations Based on Combining Numerical Simulations with Monte Carlo
Ibrahim, W.; Beiu, V.; Lazarova-Molnar, S.
2007. 2007 2nd International Design and Test Workshop, Cairo, Egypt, 16-18 December 2007, 139–144, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/IDT.2007.4437447

A fresh look at majority multiplexing when devices get into the picture
Beiu, V.; Ibrahim, W.; Lazarova-Molnar, S.
2007. 2007 7th IEEE International Conference on Nanotechnology - IEEE-NANO 2007, Proceedings, 883–888, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/NANO.2007.4601325

A new approach for computing conditional probabilities of general stochastic processes
Wickborn, F.; Isensee, C.; Simon, T.; Lazarova-Molnar, S.; Horton, G.
2006. 39th Annual Simulation Symposium (ANSS’06), 39th Annual Simulation Symposium (ANSS 2006), Huntsville, AL, USA, 02.04.2006–06.04.2006, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ANSS.2006.7

Proxels Practically: The Meaning of the Lifetime Factor
Lazarova-Molnar, S.; Horton, G.
2005. 18th Symposium Simulationstechnique ASIM 2005 : Proceedings, Erlangen, September 12-15, 2005, 446ff, SCS Publ. House

Phases or Proxels: The Decision Factors
Lazarova-Molnar, S.; Horton, G.
2005. 2nd Balkan Conference in Informatics (BCI), Ohrid, Macedonia. 2nd Balkan Conference in Informatics (2005), Ohrid, Mazedonien, 17.11.2005–19.11.2005

A framework for performability modelling using proxels
Lazarova-Molnar, S.; Horton, G.
2005. International Conference on Modeling, Simulation and Applied Optimization

Description framework for proxel-based simulation of a general class of stochastic models
Lazarova-Molnar, S.; Horton, G.
2005. Proceedings of Summer Computer Simulation Conference, Philadelphia, 24th-28th July 2005

Combining proxels and discrete phases
Isensee, C.; Lazarova-Molnar, S.; Horton, G.
2005. Proceeding of the First International Conference on Modeling, Simulation and Applied Optimization, Sharjah, U.A.E. February 1-3, 2005, 5–1

The Proxel-Based Method: Formalisation, Analysis and Applications. Dissertation
Lazarova-Molnar, S.
2005. Otto-von-Guericke-Universität Magdeburg

Pre-processing of Stochastic Petri Nets and an improved Storage Strategy for Proxel Based Simulation. Masterarbeit
Balaprakash, P.
2004. Otto-von-Guericke-Universität Magdeburg

Proxel-Based Simulation of Stochastic Petri Nets
Lazarova-Molnar, S.; Horton, G.
2004. Simulation und Visualisierung 2004 (SimVis 2004), Magdeburg, 4th-5th March 2004, 179–190, SCS Publishing House e.V

Proxel-based simulation of a warranty model
Lazarova-Molnar, S.; Horton, G.
2004. European Simulation multiconference. 18th European Simulation Multiconference (ESM 2004), Magdeburg, Deutschland, 13.06.2004–16.06.2004, 221–224

Proxel-based simulation of stochastic petri nets containing immediate transitions
Lazarova-Molnar, S.; Horton, G.
2003. On-site proceedings - Workshop on Stochastic Petri Nets and Related Formalisms : Satellite Workshop of ICALP 2003 ; Eindhoven, The Netherlands, June 28-29,2003. Ed.: P. Kemper, 203-, Technische Universität Dortmund

Proxel-based simulation for fault tree analysis
Lazarova-Molnar, S.; Horton, G.
2003. 17. Symposium simulationstechnik (ASIM 2003). 17. Symposium simulationstechnik (2003), Magdeburg, Deutschland, 16.09.2003–19.09.2003

An Experimental Study of the Behaviour of the Proxel-Based Simulation Algorithm
Lazarova-Molnar, S.; Horton, G.
2003. Simulation und Visualisierung 2003 (SimVis 2003), Magdeburg, 6th-7th März 2003, 419–430, SCS Publishing House e.V

Proxel-based simulation of stochastic petri nets containing immediate transitions
Lazarova-Molnar, S.; Horton, G.
2003. Electronic notes in theoretical computer science, 85 (4), 203–2017