Omid R.
Research Assistant
Experience
Dec 2024 - Present
1 year 1 monthDeggendorf, Germany
Research Assistant
Deggendorf University of Applied Sciences
- Developed machine learning and symbolic modeling workflows to predict RF material permittivity based on impedance spectroscopy data.
- Focused on preprocessing techniques to enhance model accuracy and improve RF sensor performance in high-frequency environments.
Jan 2024 - Jul 2025
1 year 7 monthsBerlin, Germany
ML-Based Link Capacity Estimation in 4G/5G Networks
Independent Research Project
- Conducted an independent research project using real 4G/5G network data to predict link capacity with machine learning models (LightGBM, XGBoost, Random Forest).
- Explored feature reduction techniques (PCA, Lasso, correlation filtering) to improve model efficiency.
- Applied SHAP-based interpretability to analyze key throughput drivers in urban vs. rural deployments.
- A manuscript summarizing the results is currently under review (submitted July 2025).
Dec 2023 - Jul 2024
8 monthsDeggendorf, Germany
5G Test Network Deployment on Kubernetes
Deggendorf University of Applied Sciences
- Built a scalable 5G testbed environment using Kubernetes and O-RAN components to simulate over 100 concurrent users.
- Conducted performance testing and optimized network parameters to improve throughput and latency in cloud-native telecom infrastructures.
Jul 2016 - Mar 2023
6 years 9 monthsTehran, Iran, Islamic Republic of
Wireless (RAN) Engineer
Huawei Technology Co.
- Designed & prepared RAN product solutions (4G, 5G).
- Led over 50 software upgrades and license deployments across 4G/5G RAN sites, reducing downtime by 15%.
- Performed network KPI analysis & troubleshooting, increasing system reliability by 20%.
- Verified more than 400 configuration changes in the cellular network.
May 2015 - Jul 2016
1 year 3 monthsTehran, Iran, Islamic Republic of
Wireless Network Modernization Engineer
ZTE Technology Co.
- Integrated over 900 BTSs.
- Managed operation & maintenance of BSS equipment.
- Implemented radio parameter changes & frequency planning.
Mar 2013 - Mar 2015
2 years 1 monthTehran, Iran, Islamic Republic of
RAN Front Office Engineer
Huawei Technology Co.
- Produced daily/weekly KPI reports; performed initial troubleshooting (access/mobility/capacity) via OSS/NMS alarms/counters.
- Operated NOC-style monitoring (availability/alarms/traffic) and maintained shift logs, SOPs, runbooks for consistent incident handling.
Summary
Network & Wireless Systems Engineer with 9+ years designing, deploying, and operating large-scale 4G/5G/O-RAN and Linux-based infrastructures. Skilled in Python/Bash automation for deployments, monitoring, and reporting, with strong KPI analysis and reliability engineering. Combines deep telecom expertise with data-driven methods (ML diagnostics, Kubernetes testbeds) to build scalable, high-performance networks—improving stability, uptime, and service quality while streamlining operational workflows.
- Wireless Networks: 4G/5G RAN Configurations, O-RAN, Network KPI Analysis, BTS Deployment
- Automation & Control: Python (pandas, scikit-learn), ML Modeling), Symbolic Regression, PLC Programming (Siemens TIA Portal), Power BI
- DevOps & Tools: Kubernetes, Docker, Git, Linux, VS Code, Jupyter
- Project Execution: Agile (Scrum), Requirements Engineering, Technical Documentation
Languages
Persian
NativeGerman
AdvancedEnglish
AdvancedEducation
Mar 2023 - Jun 2025
Deggendorf University of Applied Science (THD)
Master of Science, Automation · Electrical Engineering & Information Technology · Deggendorf, Germany
Sep 2008 - Jun 2012
Ferdowsi University of Mashhad
Bachelor of Science, Electronics · Electrical Engineering · Mashhad, Iran, Islamic Republic of
Certifications & licenses
Driver's License: Class B
Hardware-Installations-Supervisor
Huawei Certified Network Associate - 5G HCEI
Huawei Certified Network Associate - HCNP
Huawei Certified Network Professional - LTE
Learning Kubernetes
Power BI Essential Training
SQL Essential Training
Supervised Learning with scikit-learn
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