Industrial Engineer · M.Sc. Computational Science and Engineering · İzmir
Simulation, optimization and machine learning for warehouses, fleets and supply chains. Below is a small live model of the idea behind my capstone at Schneider Electric. Flip the switch.
Machine learning for photocatalytic degradation.
Simulation lead on a four-person team. Built a discrete-event simulation of 3,137 pallet positions from 167,784 SAP WM dispatch rows and tested six slotting policies with ANOVA and Tukey HSD (p < 1e-8).
The line-aware policy cut kit lead time by 44% (14.1 to 7.9 min). Under a 2× arrival-rate stress test the gap grew to 20.7 minutes.
Regional container stock analysis across 5+ terminals, which surfaced about 15% excess capacity and lowered repositioning costs.
Wrote three Excel VBA macros for daily reporting. Manual workload dropped 30% and the recurring calculation errors went away.
MRP-based procurement adjustments for 30+ products: stock availability up 22%, planning workload down 35% through VBA automation. Demand and seasonality analysis reached 89% forecast accuracy.
Standardized 10,000+ records from several platforms into one database structure, making queries 40% faster.
TEKNOFEST 2026 · Top 10 of 500
Technical lead of a four-person team. The planner turns seven days of forecast demand into a vehicle plan over 18 transfer centers. Total cost fell 20.4% (13.47M to 10.72M TL) with zero hard-constraint violations. The biggest lever was en-route drop-off, worth 2.42M TL. The full run takes 197 seconds, is deterministic and ships with 125 automated tests.
Python · Forecasting · Heuristic search
Cloud · 2025
A cloud-native AI platform on a three-tier AWS stack (Lambda, RDS, OpenSearch, Bedrock) with retrieval-augmented generation and persona-based interaction through LoRA adapters. Role-based access control for students, instructors and administrators, enforced with IAM.
AWS Lambda · RDS · OpenSearch · Bedrock
Automation · 2025
A transcription pipeline with Playwright automation for protected video portals and a Telegram bot interface. In daily use, with 92 to 98% word accuracy in English and Turkish.
Whisper large-v3 · faster-whisper · Playwright
Migros Macro Center · 2026
60-cycle time study across four lanes. The proposed RFID gate cuts standard cycle time from 190 to 41 s per customer, raises throughput capacity 132% and reduces WIP 79%.
Time study · Capacity analysis
Project management · 2025
Full project plan for a $5.5B metro extension: WBS, Gantt, critical path, earned value, resource leveling for 25+ resources and mitigation plans for 8 high-priority risks.
MS Project · EVA
Work measurement · 2024
Measured 100+ task cycles in checkout and stocking. Redesigned workflows cut average cycle time 12% and added 15 transactions per hour.
MTM · Process mapping