Site operation servicesAI

Site operation servicesAI

Operating stage

Provide cutting-edge cloud and local software solutions for Front-the-Meter and C&I energy storage projects. Applying advanced digital and AI technologies to enhance asset returns and ensure asset safety.

Service Offerings

  • Energy storage scheduling optimizationAI
  • Energy flow control
  • Preventive Maintenance
  • Equipment monitoring
  • Technical indicator analysis
  • Reconciliation & Financial analysis
  • Multi-site aggregation management

Next-generation EMS-supported site operation servicesAI

Self-developed Forward AIDigital energy platform and Station Controller EMS digital applications improve asset returns and ensure asset safety.
Digital Energy Platform

ForwardAI

ForwardAIis a sophisticated, cloud-deployed digital energy platform designed with a microservices architecture and embedded with multiple machine learning models. It delivers state-of-the-art operational services tailored for both C&I and utility-scale projects.
AI Energy Forecast & Optimization Centre
Asset Performance Management System
Fleet Performance Management System

AI-Driven Site Opertion Service

Data science driven Profitability & Safety

Foresee Uncertainty Secure Profitability

AI Energy Forecast & Optimization Centre

Enhance Return Reliability on Operation

Reliable Prediction with Proprietary Models

Our proprietary prediction models achieve up to 98% accuracy in day-ahead solar power generation forecasts and up to 99% accuracy in day-ahead load forecasts.

Mitigating Operational Uncertainty

Load and solar power generation vary daily. Through AI, we predict data for the next 48 hours in 15-minute intervals, optimizing energy storage control schedules in advance to mitigate the risk of reduced revenue

Alleviating Auxiliary Service Scheduling Impact

Addressing the uncertainty of auxiliary service scheduling, our AI optimizes bidding capacity in advance and adjusts control schedules in real-time post-scheduling, minimizing the impact on other types of revenue.

Rapid Response

The Station Controller achieves millisecond-level precise power control, ensuring effective execution of AI schedules.

See it,
Change it Sorted

Preventive Maintenance With Dynamic Life Prediction

Enhance ESS Safety on Operation

More Effective Lifespan Prediction for Battery Cells

Different operating conditions can lead to varying rates of degradation. Traditional manufacturers' fitting curves struggle to predict the actual degradation of different batches of batteries. Our AI model captures degradation data under various operating conditions and combines future scheduling and operating condition predictions to dynamically adjust the expected lifespan and reliability of energy storage over the next two weeks. This provides powerful guidance for preventive maintenance.

Preventive Maintenance

Unlike traditional methods of preventive maintenance, periodic inspections, and post-failure replacements, FPMS employs a dynamic operations and maintenance (O&M) model. Guided by our energy storage reliability prediction model, it dynamically adjusts the weekly O&M plan. When energy storage reliability indicators are low, maintenance personnel are dispatched to the site in advance to perform maintenance, significantly reducing on-site risks.
Self-developed software platform

ForwardAI Components

Forecasting changes in supply and demand and adjusting storage scheduling in advance through deep learning technology. Realizes joint optimization of multiple revenue streams, effectively reducing delivery risk while increasing revenue.

Core Functions

  • Day-ahead Solar Generation ForecastingAI
  • Day-ahead Load ForecastingAI
  • Energy Dispatch Strategy OptimizationAI

    • Model Performance

  • Up to 98%
    Accuracy of forecasting
  • Up to 99%
    Accuracy of forecasting
  • Up to 50%
    Increase benefits/save energy charges
    All based on self-development mathematicall model

    • Strength

  • Higher Asset Returns
  • Reduced Risk in Ancilliary Service Delivery
  • Effectively Extend ESS Lifespan
  • Tech-Agnostic
  • Compliant with Equipment Warranty and Grid Regulations

    • Revenue Stream

  • Solar Energy Self-Consumption
  • REC
  • Demand charge reduction
  • User-side arbitrage
  • Ancillary service
  • Demand response from large electricity consumers
  • Demand control regulation

    • Other Services