>whoami

marian.ileana

>/role
phd_researcher · politehnica_bucharest · pitesti_university_center
>/focus
my work sits at the seam of distributed systems and machine learning:
automated test harnesses that learn what "normal" looks like, then
surface the anomalies that conventional assertions can't catch.
>/env
PUBLICATIONS41 (gscholar)
CITATIONS221 · h-index 9 · i10 8
ORCID0009-0008-9624-2202
BASED_INpitești, ro
FIELDSdistributed_systems · ml · iot · scientometrics
DEFENSE2026
scroll
distributed.web.systems· machine.learning· anomaly.detection· iot· crm· medical.informatics· docker.swarm· finite.state.machines· timed.automata· scientometrics· bibliometric.mapping· genetic.algorithms· distributed.web.systems· machine.learning· anomaly.detection· iot· crm· medical.informatics· docker.swarm· finite.state.machines· timed.automata· scientometrics· bibliometric.mapping· genetic.algorithms·
01/currently/4 active
$ls -la ~/currently/
drwxr-xr-x thesis/ ACTIVE automated testing methodologies for distributed web systems · ml anomaly detection
drwxr-xr-x book/ PUBLISHED monograph: arhitecturi web distribuite · editura pim, iași · isbn 978-630-385-023-8
drwxr-xr-x paper/ SUBMIT bibliometric analysis of faculty networks · informatica economică
02/education/4 milestones
$cat ~/.bashrc | grep education
B.Sc.

Computer Science

Faculty of Mathematics and Computer Science · University of Bucharest

M.Sc.

Economic Informatics research

Faculty of Cybernetics, Statistics and Economic Informatics · ASE Bucharest

M.Sc.

Databases & Web Technologies professional

Faculty of Mathematics and Computer Science · University of Bucharest

Ph.D.

Computer Science in progress · 2026

POLITEHNICA Bucharest · Pitesti University Center · Interdisciplinary Doctoral School

03/research/4 areas
$tree ~/research/ -L 1
research/
├── 01
distributed-web-systems/ microservices · container orchestration · coordination patterns
├── 02
ml-anomaly-detection/ automated testing · system monitoring · pattern recognition
├── 03
iot-crm-medical-informatics/ real-time data · hl7 fhir · healthcare systems
└── 04
scientometric-methods/ bibliometric mapping · co-authorship · citation networks
04/publications/41 papers · h9 · 221 cit.
$cat publications.bib | grep ileana | sort
[2026]
Formal verification of circuit-breaker fleets under two downstream overload semantics
Ileana M, Milev V, Petrov P
Mathematical and Software Engineering 12(1–2), pp. 13–21 · ISSN 2367-7449
[2025] ▸28 cit.
Optimizing customer experience by exploiting real-time data generated by IoT and leveraging distributed web systems in CRM systems
Ileana M, Petrov P, Milev V
IoT 6(2) p.24 · MDPI B WoS Q2
[2025] ▸5 cit.
Secure integration of sensor networks and distributed web systems for electronic health records and custom CRM
Ileana M, Petrov P, Milev V
Sensors 25(16) 5102 · MDPI B WoS Q2
[2025] ▸3 cit.
Advanced neurological imaging analysis using diffusion tensor techniques and distributed web systems
Cacovean D, Ileana M
Revue Roumaine des Sciences Techniques — Série Électrotechnique 70(2) 269–274 C WoS Q3
[2025] ▸3 cit.
The impact of distributed web systems on security and privacy in IoT networks
Ileana M
TEM Journal 14(2) 1097–1106 C Scopus Q3
[2025] ▸10 cit.
Intelligent intrusion detection in IoT with explainable AI and distributed web systems
Ileana M, Petrov P, Milev V
2025 International Conference on Cybersecurity and AI-Based Systems D IEEE
[2025] ▸2 cit.
Transforming customer relationship management with distributed quantum computing: opportunities and challenges
Ileana M, Petrov P, Milev V
2025 9th Intl. Symposium on Innovative Approaches in Smart Technologies D IEEE
[2025] ▸2 cit.
Improving CRM functionality in medical systems through blockchain and distributed web systems
Ileana M, Petrov P, Milev V
2025 9th Intl. Symposium on Innovative Approaches in Smart Technologies D IEEE
[2025] ▸2 cit.
Virtual reality-based e-learning system using distributed web systems
Ileana M, Sfăt R, Marian CV
U.P.B. Sci. Bull., Series C, vol. 87 C
[2025] ▸5 cit.
Advancing education management through integrated CRM solutions leveraging the scalability and efficiency of a distributed web systems architecture
Ileana M, Petrov P, Milev V
Proc. ICVL 2025 · International Conference on Virtual Learning · vol. 20, pp. 384–394 D
[2025] ▸2 cit.
AI-enabled secure and scalable distributed web architecture for medical informatics
Ileana M, Petrov P, Milev V
Applied Sciences 15(19) 10710 · MDPI B WoS Q2
[2025] ▸2 cit.
Advanced security in distributed web systems using genetic algorithm-based techniques
Popescu DA, Ileana M, Bold N
Tehnički Vjesnik 32(5) 1932–1940 C WoS Q3
[2025] ▸1 cit.
A distributed web system for patient monitoring integrating CRM for improved clinical management
Ileana M, Petrov P, Milev V
Proc. IWBBIO 2025 · Bioinformatics and Biomedical Engineering · LNCS 16050, pp. 393–407 C Springer
[2025] ▸2 cit.
AI-based CRM platforms for transforming customer experience with distributed web systems
Milev V, Ileana M, Petrov P
2025 9th Intl. Symposium on Innovative Approaches in Smart Technologies D IEEE
[2025] ▸1 cit.
Quantum distributed computing for educational innovation: challenges, opportunities, and future perspectives
Ileana M, Petrov P, Milev V
2025 9th Intl. Symposium on Innovative Approaches in Smart Technologies D IEEE
[2025]
Integrating CRM into education through distributed web architecture
Ileana M, Petrov P, Milev V
Mathematics, Computer Science and Education 8(1) 25–33
[2025]
Gamification of student assessment in a distributed educational system via RFID, smart simulators, and blockchain
Ileana M, Popgeorgiev A, Petrov P, Milev V
2025 Intl. Conference on Computer Systems and Technologies (CompSysTech) D IEEE ★ best paper
[2025]
Improving personalized customer engagement in e-commerce through distributed web systems and advanced CRM solutions
Milev V, Ileana M, Petrov P
2025 17th Intl. Conference on Electronics, Computers and Artificial Intelligence (ECAI) D IEEE
[2025]
Automated testing methodologies for distributed web systems: a machine learning-based approach to anomaly detection
Ileana M
Integrare prin cercetare și inovare · pp. 741–747
[2024] ▸23 cit.
Using Docker Swarm to improve performance in distributed web systems
Ileana M, Oproiu MI, Marian CV
2024 Intl. Conference on Development and Application Systems (DAS) · pp. 1–6 D IEEE
[2024] ▸12 cit.
Elevating medical efficiency and personalized care through the integration of artificial intelligence and distributed web systems
Ileana M
In: Generative Intelligence and Intelligent Tutoring Systems (ITS 2024) · LNCS 14799, pp. 3–11 B Springer
[2024] ▸13 cit.
E-commerce solutions using distributed web systems with microservices-based architecture for high-performance online stores
Ileana M, Oproiu MI, Marian CV
2024 47th MIPRO ICT and Electronics Convention, pp. 994–999 D IEEE
[2024] ▸9 cit.
Optimizing CRM platforms with distributed cloud architectures for scalable performance and security
Ileana M, Petrov P, Milev V
2024 8th Intl. Symposium on Innovative Approaches in Smart Technologies D IEEE
[2024] ▸9 cit.
Analyzing the performance of distributed web systems within an educational assessment framework
Popescu DA, Ileana M, Bold N
In: Breaking Barriers with Generative Intelligence (BBGI 2024) · CCIS 2162, pp. 102–115 C Springer
[2024] ▸7 cit.
The use of blockchain technology for the validation and certification of competencies in education
Ileana M, Popgeorgiev A
Proc. CompSysTech 2024 · pp. 24–28 D ACM ★ best paper
[2024] ▸7 cit.
Exploring the intricacies of the architectural framework underlying the Internet of Things ecosystem
Oproiu MI, Ileana M, Marian CV
2024 16th Intl. Conf. on Electronics, Computers and AI (ECAI), pp. 225–230 D IEEE
[2024] ▸6 cit.
Protection of personal data within platforms developed in the context of artificial intelligence from the perspective of national and European law
Sârghi E, Ileana M
Annals of „Dunărea de Jos" University of Galați · Legal Sciences (ALS) · vol. 7, no. 1, pp. 275–286, 2024
[2024] ▸5 cit.
Unlocking new horizons with virtual reality and digital learning to facilitate career transitions in IT and science
Ileana M, Marian CV
Proc. ICVL 2024 · International Conference on Virtual Learning · vol. 19, pp. 81–92 D
[2024] ▸4 cit.
Intelligent automated testing frameworks for IoT networks utilizing machine learning for advanced anomaly detection
Ileana M, Miroiu M
2024 Intl. Conference Automatics and Informatics (ICAI) · pp. 341–346 D IEEE
[2024] ▸4 cit.
Evolution of legal systems in the digital era: an analysis of artificial intelligence in e-business
Sârghi E, Ileana M
Analele Științifice ale Univ. „A.I. Cuza" Iași · Științe Juridice (JSS) · vol. 70, nr. 2, pp. 53–64, 2024 D
[2024] ▸4 cit.
Exploring and analyzing Internet of Things devices for process optimization in industrial environments
Ileana M, Oproiu MI, Marian CV
2024 Advanced Topics on Measurement and Simulation (ATOMS) · pp. 148–151 D IEEE
[2024] ▸2 cit.
Integrating distributed web systems into CRM platforms to optimize user experience and business
Ileana M, Petrov P, Milev V
Proc. CoMeSySo 2024 · LNNS 1491, pp. 250–262 D Springer
[2024] ▸1 cit.
Strategic website evaluation through finite state machine analysis employing MATLAB
Ileana M
2024 Advanced Topics on Measurement and Simulation (ATOMS) · pp. 152–155 D IEEE
[2024] ▸1 cit.
Mobile game application for student knowledge practice developed with an architecture using distributed web systems
Ileana M, Popgeorgiev A
Proceedings of University of Ruse · vol. 63(3.2)
[2024] ▸1 cit.
Performance and scalability challenges of a revised implementation model of assessment test generation using distributed systems
Popescu DA, Bold N, Ileana M
In: Emerging Technologies for Education (SETE 2023) · LNCS 14607, pp. 167–181 C Springer
[2024]
Building an ontology for supporting relationship management with future employers of students in higher education institutions
Petrov P, Milev V, Ileana M
Proc. CoMeSySo 2024 · LNNS 1471, pp. 550–561 D Springer
[2023] ▸16 cit.
Optimizing performance of distributed web systems
Ileana M
Informatica Economică 27(4), pp. 78–87 D
[2023] ▸15 cit.
Energy efficiency optimization in distributed web systems
Ileana M
2023 7th Intl. Symposium on Innovative Approaches in Smart Technologies D IEEE
[2023] ▸1 cit.
A dynamic load balancing algorithm for distributed web systems
Ileana M
Proc. University of Ruse 2023 · vol. 62, book 3.2, pp. 9–14 ★ best paper
[2020] ▸13 cit.
The influence of privacy and security on the future of IoT
Anghel MM, Ianc P, Ileana M, Modi LI
Informatica Economică 24(2), pp. 42–53
[preprint]
Security and privacy of distributed web systems: challenges and solutions in the era of cloud computing and the Internet of Things
Ileana M, Petrov P, Milev V
SSRN preprint 5510942
05/collaborators/14 co-authors · 41 papers
$git log --shortlog --all | sort -rn
B C D · WoS Q2 WoS Q3 Scopus Q3 IEEE Springer ACM ★ best paper B / C / D: thesis venue classification · quartiles per latest JCR / Scopus release
> recurring collaboration with the Veliko Tarnovo group (Petrov & Milev) spans 18 of 41 papers.
06/contact/8 channels
$contact --all
> echo "reach_out"
i read everything that lands at marianileana95@gmail.com. write me.