01/ 05 · Grid & Transformer
It starts at the grid.
High-power DC charging needs serious supply. I work on the electrical side — single-line diagrams, STS/ATS panels, panel layouts and cable requirements — so power reaches the site safely.
How energy flows · my work at each step
02/ 05 · Battery Storage
Batteries take the peaks.
I integrate Battery Energy Storage Systems with DC chargers and the grid, and troubleshoot off-grid operation, phase failure and SOC protection down to hardware, controller and comms.
BESSSOC protectionOff-grid
03/ 05 · Energy Management
The EMS decides.
I'm developing the EMS itself — hardware and software — that decides how power flows between grid, battery and chargers: time- and SOC-based priority switching, voltage monitoring, fault alerts and remote diagnostics, over RS485, Modbus TCP and MQTT.
EMS hardware + softwareModbus TCPRS485MQTTEdge
04/ 05 · DC Chargers
Cars charge, reliably.
Every session is logged over OCPP 1.6. I built LLM-powered pipelines that read those logs to detect faults and write reports automatically — cutting manual analysis time by 70%.
OCPP 1.6LLM pipelines−70% analysis time
05/ 05 · AI Forecasting
And AI plans ahead.
The ML demand-forecasting models I'm building plan when the battery should charge and discharge, and how much charger capacity each site needs — less grid dependency, more uptime.
Time-series MLDispatch planningOptimisation
Grid & Transformer
Battery Storage
Energy Management
DC Chargers
AI Forecasting
