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Crt..Propuneri pentru temele de cercetare doctoralaDomeniul de doctoratScoala Doctorala FacultateaConstantin Belea&Calculatoare si tehnologia informatieiIngineria sistemelor'Automatic, Calculatoare i Electronic Dorian Cojocaru (Prof. dr. ing.)Mecatronica si Robotica!Mircea Niulescu (Prof. dr. ing.)%Nicu George Bizdoaca (Prof. dr. ing.)?Aplicaii ale inteligenei artificiale n conducerea sistemelor5FACULTATEA DE AUTOMATIC, CALCULATOARE I ELECTRONIC#COALA DOCTORAL "CONSTANTIN BELEA"Monica Roman (Prof. dr. ing.)Daniela Danciu (Prof.dr.ing.)Dorin ^endrescu (Prof.dr.ing.)Costin Badica (Prof.dr.ing.)Elvira Popescu (Prof.dr.ing.)Dan Seliteanu (Prof.dr.ing.)Marius Brezovan (Prof.dr.ing.) Cristian Mihescu (Prof.dr.ing.) :Modelarea, identificarea i controlul sistemelor neliniare'Cristina Floriana Pan (Prof. dr. ing.)HConducator stiintific, Prof. dr. ing. / Conf. dr. ing. / S. L. Dr. ing.!Biblografie selectiva recomandata#Marius-Adrian Marian (Conf.dr.ing.)Marcel Nicola (conf.dr.ing.)Propuneri pentru temele/direciile de cercetare doctoral, in vederea inscrierii la colocviul de admitere pentru anul universitar 2025-2026, anul I de studii doctoraleModele de nvare profund pentru dezvoltarea software asistat i generativ / Deep Learning Models for Assisted and Generative AI Software DevelopmentTehnici si aplicatii bazate pe NLP pentru analiza codului surs / Techniques and Applications Based on NLP for Source Code AnalysiswAplicaii de Inteligen Artificial pentru Sisteme Robotice (Artificial Intelligence Applications for Robotic Systems)|Aplicaii Inteligen Artificial pentru Sisteme Mecatronice (Artificial Intelligence Applications for Mechatronic Systems).Artificial Intelligence: A Modern Approach, Stuart J. Russell and Peter Norvig. % 4-th ed., global ed.- Harlow : Pearson Education Limited, 2022, ISBN: 978-1-292-40113-3  disponibil Bibl. UCV. Control Of Mechatronic Systems: Model Driven Design And Implementation Guidelines, Patrick O.J. Kaltjob.- Hoboken : John Wiley & Sons, 2021, ISBN: 9781119505730  disponibil Bibl. UCV.Integrarea Tehnicilor de Inteligen Artificial si de Vedere Artificiala in Aplicaiile Mecatronice (Integration of Artificial Intelligence and Computer Vision Techniques in Mechatronics Applications)Artificial Intelligence: A Modern Approach, Stuart J. Russell and Peter Norvig. % 4-th ed., global ed.- Harlow : Pearson Education Limited, 2022, ISBN: 978-1-292-40113-3  disponibil Bibl. UCV. Computer Vision: Algorithms and Applications, Richard Szeliski. % 2nd ed.- Seattle: Springer, 2022, ISBN: 978-3-030-34371-2  disponibil Bibl. UCV. Integrarea Tehnicilor Inteligen Artificial si de Vedere Artificiala in Aplicaiile Robotice (Integration of Artificial Intelligence and Computer Vision Techniques in Robotic Applications)Artificial Intelligence: A Modern Approach, Stuart J. Russell and Peter Norvig. % 4-th ed., global ed.- Harlow : Pearson Education Limited, 2022, ISBN: 978-1-292-40113-3  disponibil Bibl. UCV. Computer Vision: Algorithms and Applications, Richard Szeliski. % 2nd ed.- Seattle: Springer, 2022, ISBN: 978-3-030-34371-2  disponibil Bibl. UCV. Artificial Intelligence: A Modern Approach, Stuart J. Russell and Peter Norvig. % 4-th ed., global ed.- Harlow : Pearson Education Limited, 2022, ISBN: 978-1-292-40113-3  disponibil Bibl. UCV. Industrial Robotics Fundamentals : Theory and Applications, Larry T. Ross, Stephen W. Fardo, Michael F. Walach . % 4-th ed.- Tinley Park : The Goodheart-Willcox Company, 2023, ISBN 978-1-64925-978-3 disponibil Bibl. UCV.Sisteme de control al vehiculelor aeriene fr pilot bazate pe metode de nvare automat i de fuziune a semnalelor (Unmanned Aerial Vehicle Control Systems based on Machine Learning and Signal Fusion Methods)Sisteme de monitoriz< are i control n automotive bazate pe inteligen artificial (Artificial Intelligence-based Automotive Monitoring and Control Systems)USisteme de control ncorporate n automotive (Embedded Control Systems in Automotive)Contribuii privind algoritmii de control bazai pe inteligen artificial (Contributions on Control Algorithms Based on Artificial Intelligence)AInteligenta computationala pentru rezolvarea problemelor complexe]Kevin Patrick Murphy, Probabilistic Machine Learning: An Introduction, MIT Press, March 2022.LOptimizarea sistemelor SIEM pentru analiz n timp real n mediidistribuiteAutentificare continu bazat pe comportament biometric i inteligen artificial prin procesarea fluxurilor video live i integrarea dateloryBlockchain-Enabled Secure Boot and Over-the-Air Update Framework for Automotive ECUs in Resource-Constrained EnvironmentsDetectarea proactiv a ameninrilor cibernetice i rspuns automatizat cu ELAI (Explainable and Lightweight AI) n medii Cloud i Edge~Contribuii la elaborarea strategiilor de control al roboilor autonomi prin dezvoltarea tehnicilor de inteligen artificialFang, S., J. Chen, and H. Ishii, Towards Integrating Control and Information Theories, Lecture Notes in Control and Information Sciences 465, Springer, 2017.[Securitatea Sistemelor IoT (Internet of Things) i a Sistemelor de Control Industrial (ICS)tSabyasachi Pramanik, Debabrata Samanta, M. Vinay and Abhijit Guha, Cyber Security and Network Security, Wiley 2022 Lewis FL, Liu D, Reinforcement learning and approximate dynamic programming for feedback control. Wiley, Hoboken, (2012) Richard S. Sutton and Andrew G. Barto, Reinforcement Learning: An Introduction, MIT Press, 2018 Derong Liu, Qinglai Wei, Ding Wang, Xiong Yang, Hongliang Li, Adaptive Dynamic Programming with Applications in Optimal Control, DOI 10.1007/978-3-319-50815-3, Springer 2017aLong, Guodong, The Rise of Federated Intelligence: From Federated Foundation Models Toward Collective Intelligence, In: Kate Larson (ed.) Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, IJCAI-24, International Joint Conferences on Artificial Intelligence Organization, 8547--8552, 2024 10.24963/ijcai.2024/9802Agentic Edge Intelligence on Heterogeneous DevicescSisteme i tehnologii inteligente pentru e-learning (Smart systems and technologies for e-learning)1. U.S. Department of ǿƵ, Office of ǿƵal Technology (2023). Artificial Intelligence and Future of Teaching and Learning: Insights and Recommendations, Washington, DC, https://www.ed.gov/sites/ed/files/documents/ai-report/ai-report.pdf 2. Duval, E., Sharples, M., Sutherland, R. (2017). Technology Enhanced Learning - Research Themes, Springer. 3. Lyu, Z. (2024). Applications of Generative AI. Springer. https://doi.org/10.1007/978-3-031-46238-2 Modele, metode i tehnologii emergente pentru medii de nvare digitale (Emerging models, methods and technologies for digital learning environments)1. A.M. Olney, I.A. Chounta, Z. Liu, O.C. Santos, I.I. Bittencourt (2024). Artificial Intelligence in ǿƵ, Springer, LNCS vol. 14829, https://doi.org/10.1007/978-3-031-64302-6 2. Duval, E., Sharples, M., Sutherland, R. (2017). Technology Enhanced Learning - Research Themes, Springer. 3. Fox, A., Patterson, D. (2021). Engineering Software as a Service: An Agile Approach Using Cloud Computing.Aplicaii ale tehnologiilor cuantice i securitii cibernetice n sisteme educaionale (Applications of quantum technologies and cybersecurity in educational systems) 1. Vidick, T., & Wehner, S. (2023). Introduction to Quantum Cryptography. Cambridge: Cambridge University Press. 2. Hanafi, B., Ali, M. & Singh, D. (2025). Quantum algorithms for enhanced educational technologies. Discov Educ 4, 8. https://doi.org/10.1007/s44217-025-00400-1 3. El-Latif, A.A.A., Maleh, Y., El-Affendi, M.A., & Ahmad, S. (Eds.). (2023). Cybersecurity Management in ǿƵ Technologies: Risks and Countermeasures for Advancements in E-learning (1st ed.). CRC Press. https://doi.org/10.1201/9781003369042 Contribuii privind modelarea i simularea proceselor bazate pe reacii chimice (Contributions on modelling and simulation of chemical reaction - based processes)q1. Roman M., Contribution to modelling, simulation and control of chemical reaction based processes, Ed. Universitaria, Ed. Universitaria, Craiova, ISBN 978-606-14-1481-9, 127p., 2019./ 2. Luyben W.L., Process Modelling, Simulation And Control For Chemical Engineers, Ed. Mcgraw-Hill Education - Europe, ISBN:662p. ISBN 978-007-10-0793-1,752p. 1990./ 3. Landau I.D, Lozano R., Saad M.M., Karimi A., Adaptive Control: Algorithms, Analysis and Applications, Ed. Springer Science & Business Media,ISBN 978-085-72-966-4, 590p., 2011/. 4. Borutzky W., Bond Graph Methodology: Development and Analysis of Multidisciplinary Dynamic System Models, Ed. Springer, ISMN 978-1-84882-881-0, 2010./ 5. Ibnescu R. Bond Graphs in System Modelling, in: Graph-Based Modelling in Engineering (Eds. S. Zawi[lak, J. RysiDski), Part I, pp. 3-23, Series: Mechanisms and Machine Science, Springer, 2017. cAplicaii ale sistemelor ncorporate n automotive (Applications of Embedded Systems in Automotive)1. Meixner G. , Mller C. . Automotive User Interfaces: Creating Interactive Experiences in the Car, Springer, 2017./ 2. Wang J., Real-Time Embedded Systems, John Wiley & Sons, Hoboken, USA, 2017./ 3. Cpric H.V. , Seli_teanu D., Safety automotive senso< rs and actuators with end-to-end protection (E2E) in the context of AUTOSAR embedded applications, in: Modeling, Identification, and Control for CPS Towards Industry 4.0 (P. Mercorelli, W. Zhang, H. Nemati, Y. Zhang Eds.), Chapter 10, Elsevier, 2024.Contributii privind sistemele de control si comunicatii in automotive (Contributions on control and communication systems in automotive) 1. Galip Ulsoy A. Peng H., Cakmakc1 M. Automotive Control Systems, Cambridge University Press, New York, USA, 2012./ 2. Wang J. Real-Time Embedded Systems, John Wiley & Sons, Hoboken, USA, 2017./ 3. Cpric H.V. , Seli_teanu D., Safety automotive sensors and actuators with end-to-end protection (E2E) in the context of AUTOSAR embedded applications, in: Modeling, Identification, and Control for CPS Towards Industry 4.0 (P. Mercorelli, W. Zhang, H. Nemati, Y. Zhang Eds.), Chapter 10, Elsevier, 2024.Modelarea computaional a sistemelor dinamice complexe bazat pe reele neuronale artificiale i algoritmi de nvare automat (Computational modeling of complex dynamical systems based on artificial neural networks and machine learning algorithms)1. Khalil H.  Nonlinear Systems, 3rd edition, Prentice Hall, 2002. 2. Daniela Danciu  Qualitative analysis and control of nonlinear systems. Computational modeling and stabilization of distributed parameter systems. Recent contributions. Seria Control Engineering, Ed. Universitaria, ISBN: 978-606-14-1753-7, 2021 3. G. Bard Ermentrout, David H. Terman - Mathematical Foundations of Neuroscience. Series Interdisciplinary Applied Mathematics, Springer, DOI:https://doi.org/10.1007/978-0-387-87708-2 4. R. Dale  Complex Dynamical Systems. In M. C. Frank & A. Majid (Eds.), Open Encyclopedia of Cognitive Science. MIT Press. DOI: https://doi.org/10.21428/e2759450.fe6e37e6 Aplicaii ale Inteligenei Artificiale n prelucrarea semnalelor multimedia i biologice (Applications of Artificial Intelligence for multimedia and biological signal processing)1. S. Russel and P. Norvig, Artificial intelligence a modern approach, 4th ed., 2020. 2. G. Bard Ermentrout, David H. Terman - Mathematical Foundations of Neuroscience, Series Interdisciplinary Applied Mathematics, Springer, DOI:https://doi.org/10.1007/978-0-387-87708-2, 2010. 3. A. Zaknich - Neural Networks for Intelligent Signal Processing, Series on Innovative Intelligence, World Scientific, 2003. 4. Image, Video Processing and Analysis, Hardware, Audio, Acoustic and Speech Processing. Academic Press Library in Signal Processing, Vol. 4, 2014, Available: https://www.sciencedirect.com/bookseries/academic-press-library-in-signal-processing/vol/4/suppl/CAplicaii ale Inteligenei Artificiale pentru mobilitate i navigare (Applications of Artificial Intelligence for mobility and navigation)/1. S. Russel and P. Norvig, Artificial intelligence a modern approach, 4th ed., 2020. 2. A. Zaknich - Neural Networks for Intelligent Signal Processing, Series on Innovative Intelligence, World Scientific, 2003. 3. F. Kendoul,  Survey of advances in guidance, navigation, and control of unmanned rotorcraft systems, Journal of Field Robotics, vol. 29, no. 2, pp. 315 378, 2012. 4. C. Cenedese, M. Cucuzzella, J. M. A. Scherpen, S. Grammatico, and M. Cao,  Highway traffic control via smart e-mobility  part i: Theory, 2021. https://arxiv.org/abs/2102.09354BInteligenc colectiv federat (Federated Collective Intelligence)1. Yassine Maleh, Mamoun Alazab, Loai Tawalbeh, Imed Romdhani,  Big Data Analytics and Intelligent Systems for Cyber Threat Intelligence , 2023, Routledge, ISBN 9788770227780 2. Pacheco, J. & Hariri, S. (2016). IoT Security Framework for Smart Cyber Infrastructures. IEEE Communications Magazine, https://doi.org/10.1109/FAS-W.2016.58 3. Alblehai, F. Artificial intelligence-driven cybersecurity system for internet of things using self-attention deep learning and metaheuristic algorithms. Nature Sci Rep 15, 13215 (2025), https://doi.org/10.1038/s41598-025-98056-2 4. Lee, S. et al. (2019). Real-time Event Correlation for SIEMs Using Complex Event Processing. 1. Priya Bansal, Abdelkader Ouda,  Continuous Authentication in the Digital Age: An Analysis of Reinforcement Learning and Behavioral Patterns , Computers 2024, 13(4), https://doi.org/10.3390/computers1304< 0103 2. Xiaopeng Yang;Qiang Wang;Hao Li;Ziyi Jia;Lizhe Liu;Xiaobo Guo,  A lightweight multi-factor continuous authentication method based on IBE , 2024 IEEE 24th International Conference on Communication Technology (ICCT), https://doi.org/10.1109/ICCT62411.2024.10946661 3. Stan Kurkovsky;Ewa Syta,  Approaches and Issues in Location-Aware Continuous Authentication , 2010 13th IEEE International Conference on Computational Science and Engineering, https://doi.org/10.1109/CSE.2010.42 4. Li Junfeng,  An Efficient Multibiometric-based Continuous Authentication Scheme , 2022 IEEE 10th International Conference on Computer Science and Network Technology (ICCSNT), https://doi.org/10.1109/ICCSNT56096.2022.9972922 1. Shaffi, S. M., Vengathattil, S., Sidhick, J. N., & Vijayan, R. (2025).  AI-Driven Security in Cloud Computing: Enhancing Threat Detection, Automated Response, and Cyber Resilience . arXiv:2505.03945. 2. K Prabu; Vanitha A; R. Radhakrishnan; Rajakumar P; E. Thenmozhi; S. P. Ramesh,  Enhancing Cloud Security with AI-Driven Anomaly Detection for Zero-Day Threats , 2024 1st International Conference on Advances in Computing, Communication and Networking (ICAC2N), 10.1109/ICAC2N63387.2024.10895696 3. Ahmad, A. et al. (2021).  AI for Cybersecurity Operations: A Review . IEEE Access. 4. M. Rahmati,  Explainable and Lightweight AI (ELAI) Framework for Real-Time Cyber Threat Detection in Edge Networks , arXiv. (2025), arXiv:2504.16118, https://doi.org/10.48550/arXiv.2504.16118 5. Chukwuemeka Nwachukwu, Kehinde Durodola-Tunde, Chukwuebuka Akwiwu-Uzoma,  AI-driven anomaly detection in cloud computing environments , ResearchGate. (2024), https://doi.org/10.30574/ijsra.2024.13.2.2184 Sharma, T., Kechagia, M., Georgiou, S., Tiwari, R., Vats, I., Moazen, H., & Sarro, F. (2021). A survey on machine learning techniques for source code analysis. arXiv preprint arXiv:2110.09610. https://arxiv.org/abs/2110.09610?Raghi, K. R., & Sudha, K. (2024, December). Software development automation using generative AI. In 2024 International Conference on Emerging Research in Computational Science (ICERCS) (pp. 1-6). IEEE. Taulli, T. (2024). AI-Assisted Programming: Better Planning, Coding, Testing, and Deployment. " O'Reilly Media, Inc."Dimensiunea Fizic i Social A Interaciunii Om Robot (pHRI / HRI) / THE PHYSICAL AND SOCIAL DIMENSION OF HUMAN-ROBOT INTERACTION (pHRI / HRI)WBio-robotic i roboi hibrizi (biohybrid) / BIO-ROBOTICS AND HYBRID ROBOTS (biohybrid)]Roboi colaborativi i tehnologia blockchain / COLLABORATIVE ROBOTS AND BLOCKCHAIN TECHNOLOGYhEstimarea incertitudinii in retelele neuronale profunde / Uncertainty Estimation in Deep Neural NetworksMetode de sinteza a programelor pentru limbajele specifice de domeniu (DSL) / Program synthesis methods for domain-specific languages (DSLs)1. Kevin P. Murphy: Probabilistic Machine Learning. An Introduction, MIT Press, ISBN: 9780262046824, 2022. 2. J. Gawlikowski, C.R.N. Tassi, M. Ali, M. et al.: A survey of uncertainty in deep neural networks, Artificial Intelligence Review, vol. 56 (Suppl. 1), pp. 1513 1589, 2023. 3. E. Hllermeier, W. Waegeman: Aleatoric and epistemic uncertainty in machine learning: An introduction to concepts and methods. Machine Learning, vol. 110, pp. 457 506, 2021. 4. G. Franchi, O. Laurent, M. Leguery, A. Bursuc, A. Pilzer, A. Yao: Make Me a BNN: A simple Strategy for Estimating Bayesian Uncertainty from Pre-trained Models, International Conference on Computer Vision and Pattern Recognition, pp. 12194 12204, 2024.1. Sumit Gulwani, Oleksandr Polozov, Rishabh Singh: Program Synthesis (Foundations and Trends in Programming Languages), Now Publishers, ISBN: 9781680832921, 2017. 2. R. Bunel, M.J. Hausknecht, J. Devlin, R. Singh, P. Kohli: Leveraging Grammar and Reinforcement Learning for Neural Program Synthesis. 6th International Conference on Learning Representations, ICLR 2018, Vancouver, Canada, 2018. 3. E.C. Shin, M. Allamanis, M. Brockschmidt, A. Polozov: Program Synthesis and Semantic Parsing with Learned Code Idioms. In: H. Wallach, H. Larochelle, A. Beygelzimer, F. d'Alche-Buc, E. Fox, R. Garnett (eds.), Advances in Neural Information Processing Systems (NeurIPS 2019), vol. 32, pp. 10825-10835, 2019. 4. K. Ellis, C. Wong, M.I. Nye, M. Sable-Meyer, L. Morales, L.B. Hewitt, L. Cary, A. Solar-Lezama, J.B. Tenenbaum: DreamCoder: Bootstrapping inductive program synthesis with wake-sleep library learning, Proceedings of the 42nd ACM SIGPLAN International Conference on Programming Language Design and Implementation, New York, USA, pp. 835-850, 2021.lAplicaii ale sistemelor embedded la controlul dronelor./ Applications of embedded systems in drone control.VAplicaii de control intelligent in SCADA./ Intelligent control applications in SCADA.uAplicaii ale calculului fracionar in controlul proceselor./ Applications of fractional calculus in process control.Aplicaii de tip Multi Agent Reinforcement Learning in controlul proceselor./ Multi Agent Reinforcement Learning appli< cations in process control{Andreson, W. Jenks, P. Parthasarathy, Evolution of Control Systems with Artificial Intelligence, Control Engineering, 2021.KJ. Wang, Real-Time Embedded Systems, John Wiley & Sons, Hoboken, USA, 2017.Nicola Marcel, Dan Seliteanu, Claudiu-Ionel Nicola, SISTEME COMPLEXE DE CONTROL INTELIGENT AL MOTOARELOR SINCRONE CU MAGNEI PERMANENI I AL CONVERTOARELOR ELECTRONICE DE PUTERE, Editura AGIR-ASTR Bucuresti, ISBN 978-973-720-889-7, 640 pagini, 2023.Marcel Nicola, Dumitru Sacerdotianu, Claudiu-Ionel Nicola, APLICAII DE AUTOMATIC I SCADA N ENERGETIC I MONITORIZAREA ECHIPAMENTELOR ELECTRICE, Editura AGIR Bucuresti, ISBN 978-973-720-836-1, 640 pagini, 2021.G1. Sadia Yeasmin, Anwar Haque, Amir Sayegh,  A novel and failsafe blockchain framework for secure OTA updates in connected autonomous vehicles , J. Vehicular Communications, Volume 43, October 2023, 100658, https://doi.org/10.1016/j.vehcom.2023.100658 2. Christian Plappert, Andreas Fuchs,  Secure and Lightweight ECU Attestations for Resilient Over-the-Air Updates in Connected Vehicles , ACSAC '23: Proceedings of the 39th Annual Computer Security Applications Conference, Pages 283 - 297, https://doi.org/10.1145/3627106.3627202 3. Ali Shoker,  ScalOTA: Scalable Secure Over-the-Air Software Updates for Vehicles , https://doi.org/10.48550/arXiv.2307.02032 4. 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