Adaptive Polar Lights Optimizer for Smart Electric Vehicle Charging Under Price Uncertainty and Battery Degradation #worldresearchawards #researcherawards #charge
⚡ Adaptive Polar Lights Optimizer (APLO) Smart EV Charging Under Price Uncertainty & Battery Degradation 🔋🌌 Inspired by the Northern Lights — dynamic, adaptive, and intelligent. 🌍 The Challenge Electric Vehicle (EV) adoption is accelerating worldwide, driven by companies like Tesla and BYD . But EV charging faces two major challenges : ⚡ Electricity Price Uncertainty – Real-time electricity markets fluctuate hourly. 🔋 Battery Degradation – Poor charging strategies reduce battery lifespan and increase replacement costs. How do we charge smartly while balancing cost, efficiency, and battery health ? 🌌 Introducing: Adaptive Polar Lights Optimizer (APLO) The Adaptive Polar Lights Optimizer (APLO) is a nature-inspired optimization algorithm modeled after the dynamic behavior of the Aurora Borealis (Northern Lights). Just like the aurora shifts and adapts to solar winds, APLO: ✨ Adapts to dynamic electricity prices ✨ Optimizes charging schedules in real-time ...