Urban Mobility & EV Charging Infrastructure Optimization

Using AI and data-driven insights to plan, price, and optimize EV charging networks across growing smart cities.

Goal:

Help utilities, municipalities, and developers design EV charging infrastructure that meets future demand, maximizes utilization, and balances grid load — ensuring ROI and sustainability.

Impact Keywords:

  • EV Infrastructure Planning
  • Smart City Optimization
  • Grid Load Balancing
  • Sustainability & ROI

Approach:

LunarTech Lab built an AI-powered planning and operations suite to forecast EV charging needs, optimize station placement, and manage real-time load balance.

Mobility & Demand Modeling:

Integrated GPS and traffic data, demographic density, and EV ownership projections to map high-demand charging zones.

Charger Placement Optimization:

Applied geospatial ML algorithms to identify optimal station locations minimizing both user travel time and grid strain.

Dynamic Pricing Engine:

Designed an AI-driven pricing model that adjusts tariffs based on demand, time of day, and grid load, maximizing usage and ROI.

Grid Load Simulation:

Simulated load impact across substations using predictive models to avoid hotspots and optimize renewable usage.

Regulatory & Emission Reporting:

Automated CO₂ and sustainability reports aligned with government EV adoption and clean-mobility policies.

Summary:

By combining behavioral mobility data, demand forecasting, and grid intelligence, LunarTech Lab’s system helps governments and utilities accelerate EV adoption — while keeping infrastructure efficient, profitable, and sustainable.

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