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Hire Dr. Oleg K.

Italy

USD 50 /hr

Applied AI Writer | White Papers, Technical Reports, Journal Editing

Profile Summary

I write and edit technical white papers, research papers, and industry reports for companies and researchers working at the intersection of machine learning and complex engineering systems. My background: a PhD in Information Technology from Politecnico di Milano, research experience at a major European industrial lab, and multiple peer-reviewed publications in applied ML, covering probabilistic modeling, explainable AI, reinforcement learning for resource optimization, and ML deployment in resource-constrained systems. My work has been cited over 300 times and published at top international venues including IEEE journals and flagship engineering conferences. I understand the difference between a model that performs well on a benchmark and one that solves a real engineering problem, and I can write about that distinction in a way that resonates with both technical reviewers and business audiences. I work with organizations that need technically credible content where generic writing would fall flat and researchers preparing manuscripts for top-tier journal submission.

Subject Matter Expertise

• ☆ Data Analysis
• ☆ Machine Learning
• ☆ Neural Networks
• ☆ Optics
• ☆ Telecommunications
• ☆ Technical & Scientific Writing
• ☆ Science Communication

Services

• Writing
• Research
• Consulting
• Data & AI

Writing Technical Writing, Copywriting, General Proofreading & Editing

Research Scientific and Technical Research, Systematic Literature Review

Consulting Scientific and Technical Consulting

Data & AI Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization, Data Mining, Data Cleaning, Data Processing, Data Insights

Work Experience

Senior Software Engineer

Nokia

May 2024 - Present

Assegnisti

Politecnico di Milano

May 2021 - July 2024

Education

PhD

Politecnico di Milano

November 2020 - March 2024

Master of Science

Politecnico di Milano

September 2017 - October 2020

Certifications

• Certification details not provided.

Publications

JOURNAL ARTICLE

Oleg Karandin, Omran Ayoub, Memedhe Ibrahimi, Andrea Castoldi, Rosanna Pastorelli, Francesco Musumeci, Massimo Tornatore (2025). Design with low cost of equipment for metro filterless optical networks . Journal of Optical Communications and Networking.

Karandin, Oleg and Ayoub, Omran and Ibrahimi, Mëmëdhe and Castoldi, Andrea and Pastorelli, Rosanna and Musumeci, Francesco and Tornatore, Massimo(2025). Design with low cost of equipment for metro filterless optical networks . JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING. 17. (3). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 198--208.

Oleg Karandin, Francesco Musumeci, Gabriel Charlet, Yvan Pointurier, Massimo Tornatore (2024). Zero-cost upgrade to a multi-fiber network with partial lane-change capabilities . Journal of Optical Communications and Networking.

Karandin, O. and Musumeci, F. and Charlet, G. and Pointurier, Y. and Tornatore, M.(2024). Zero-cost upgrade to a multi-fiber network with partial lane-change capabilities . JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING. 16. (11). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 18--26.

Oleg Karandin, Alessio Ferrari, Francesco Musumeci, Yvan Pointurier, Massimo Tornatore (2023). Probabilistic low-margin optical-network design with multiple physical-layer parameter uncertainties . Journal of Optical Communications and Networking.

Karandin, Oleg and Ferrari, Alessio and Musumeci, Francesco and Pointurier, Yvan and Tornatore, Massimo(2023). Probabilistic low-margin optical-network design with multiple physical-layer parameter uncertainties . JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING. 15. (7). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 129--137.

Oleg Karandin, Fabien Boitier, Matteo Lonardi, Thomas Duvignacq, Lluis Gifre, Petros Ramantanis, Patricia Layec (2022). Multipoint Overlapping Optical Networks . Journal of Lightwave Technology.

Oleg Karandin, Nicola Di Cicco, Emre Furkan Mercan, Omran Ayoub, Sebastian Troia, Francesco Musumeci, Massimo Tornatore (2022). On Deep Reinforcement Learning for Static Routing and Wavelength Assignment . IEEE Journal of Selected Topics in Quantum Electronics.

Di Cicco, N. and Mercan, E. F. and Karandin, O. and Ayoub, O. and Troia, S. and Musumeci, F. and Tornatore, M.(2022). On Deep Reinforcement Learning for Static Routing and Wavelength Assignment . IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS. 28. (4). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 1--12.

Ayoub, O. and Karandin, O. and Ibrahimi, M. and Castoldi, A. and Musumeci, F. and Tornatore, M.(2022). Tutorial on filterless optical networks [Invited] . JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING. 14. (3). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 1--15.

Boitier, F. and Lonardi, M. and Duvignacq, T. and Karandin, O. and Gifre, L. and Ramantanis, P. and Layec, P.(2022). Multipoint Overlapping Optical Networks . JOURNAL OF LIGHTWAVE TECHNOLOGY. 40. (13). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 4094--4100.

Oleg Karandin, Memedhe Ibrahimi, Omran Ayoub, Francesco Musumeci, Andrea Castoldi, Rosanna Pastorelli, Massimo Tornatore(2021). QoT-Aware Optical Amplifier Placement in Filterless Metro Networks . IEEE Communications Letters. 25. (3). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 931--935. Institute of Electrical and Electronics Engineers ({IEEE})

Ibrahimi, Memedhe and Ayoub, Omran and Karandin, Oleg and Musumeci, Francesco and Castoldi, Andrea and Pastorelli, Rosanna and Tornatore, Massimo(2021). QoT-Aware Optical Amplifier Placement in Filterless Metro Networks . IEEE COMMUNICATIONS LETTERS. 25. (3). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 931--935.

Oleg Karandin, Memedhe Ibrahimi, Omran Ayoub, Francesco Musumeci, Andrea Castoldi, Rosanna Pastorelli, Massimo Tornatore(2020). Minimum-Cost Optical Amplifier Placement in Metro Networks . Journal of Lightwave Technology. 38. (12). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 3221--3228. Institute of Electrical and Electronics Engineers ({IEEE})

Ibrahimi, M. and Ayoub, O. and Musumeci, F. and Karandin, O. and Castoldi, A. and Pastorelli, R. and Tornatore, M.(2020). Minimum-Cost Optical Amplifier Placement in Metro Networks . JOURNAL OF LIGHTWAVE TECHNOLOGY. 38. (12). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 3221--3228.

CONFERENCE PAPER

Karandin, O. and Musumeci, F. and Pointurier, Y. and Tornatore, M.(2025). ML-Assisted Traffic Grooming with Low Design Margins . 1--3Optical Society of America

Karandin, Oleg and Torres, Aleix Lahoz and Di Cicco, Nicola and Musumeci, Francesco and Tornatore, Massimo(2024). Resource-Efficient Implementation of Multiple Concurrent Tree-Based Models in P4 Switches using Feature Sharing . 1--5

Karandin, O. and Musumeci, F. and Pointurier, Y. and Tornatore, M.(2024). Throughput Increase in Multi-Fiber Networks using Partial Lane-Change Capabilities . 1--3Institute of Electrical and Electronics Engineers Inc.

Karandin, O. and Musumeci, F. and Pointurier, Y. and Tornatore, M.(2023). ML-Assisted Restoration Planning and Upgrade with Low Design Margins . 2023341437--1440Institution of Engineering and Technology

Karandin, O. and Ayoub, O. and Napoletano, D. and Musumeci, F. and Tornatore, M.(2023). Protection of Inter-ONU Connectivity in Advanced PON with Minimum Trenching Cost . 1--5

Karandin, O. and Ayoub, O. and Musumeci, F. and Hirota, Y. and Awaji, Y. and Tornatore, M.(2022). If Not Here, There. Explaining Machine Learning Models for Fault Localization in Optical Networks . 1--3Institute of Electrical and Electronics Engineers Inc.

Karandin, O. and Ferrari, A. and Musumeci, F. and Pointurier, Y. and Tornatore, M.(2022). Low-Margin Optical-Network Design with Multiple Physical-Layer Parameter Uncertainties . 1--3Institute of Electrical and Electronics Engineers Inc.

Karandin, Oleg and Musumeci, Francesco and Ferrari, Alessio and Charlet, Gabriel and Pointurier, Yvan and Tornatore, Massimo(2022). Spectrum and Cost Savings from Beyond-100Gbaud Optical Transponders . 1--3

Ibrahimi, Memedhe and Ayoub, Omran and Karandin, Oleg and Musumeci, Francesco and Castoldi, Andrea and Pastorelli, Rosanna and Tornatore, Massimo(2021). Cross-Layer Design to Optimize Optical Amplifier Placement in Metro Networks . 01--02

Karandin, O. and Ayoub, O. and Ibrahimi, M. and Musumeci, F. and Castoldi, A. and Pastorelli, R. and Tornatore, M.(2021). Optical Metro Network Design with Low Cost of Equipment . 1--4Institute of Electrical and Electronics Engineers Inc.

Karandin, O. and Musumeci, F. and Ayoub, O. and Ferrari, A. and Pointurier, Y. and Tornatore, M.(2021). Quantifying Resource Savings from Low-Margin Design in Optical Networks with Probabilistic Constellation Shaping . 1--4Institute of Electrical and Electronics Engineers Inc.

Ayoub, Omran and Ibrahimi, Memedhe and Karandin, Oleg and Askari, Leila and Musumeci, Francesco(2021). Service Chaining in Filterless Optical Metro-Aggregation Networks (Invited Paper) . 01--03

Karandin, O. and Ayoub, O. and Musumeci, F. and Tornatore, M.(2020). A Techno-Economic Comparison of Filterless and Wavelength-Switched Optical Metro Networks . 1--4