Lithium-ion batteries, the most commonly used in peak-valley applications today, can typically store between 100 kWh to several MWh depending on the scale and design of the installation. Operational strategies also impact the effective storage capacity. As electricity prices swing wildly between peak and off-peak hours, these systems are becoming the MVP (Most Valuable Player) for. Our AI-enabled battery storage solutions monetize grid participation, automate load curtailment, and cut energy costs, empowering plant and facility managers, energy managers, and sustainability managers to tackle deferred maintenance, fund upgrades, and meet corporate sustainability goals. Call to order – no e‑commerce capabilities required. Peak-valley tariff arbitrage involves buying electricity during off-peak hours when the tariff is low and storing it in the battery. To support long-term energy storage capacity planning,this study proposes a non-linear multi-objective planning modelfor provincial energy storage capaci nce after peak-shaving and valley-filling? The model aims to minimize the load peak-to-valley differ.