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sAUTONOMOUS ENERGY SYSTEMS

Autonomous Energy Systems (AES) is the energy intelligence layer inside sHOME that:

  • Monitors real-time household energy flow
  • Predicts demand and supply
  • Automatically optimises energy usage
  • Decides when to:
    • store energy (battery)
    • consume energy (appliances)
    • export energy (grid)
    • reduce load (automation)

 

A self-managing AI energy grid for a single home (or network of homes)

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WHY IT MATTERS

Modern homes suffer from:

  • High peak energy costs
  • Poor solar utilization
  • Battery underuse
  • No predictive energy planning
  • Grid dependency spikes

 

AES solves this by:

  • Reducing electricity bills (10–40%)
  • Maximising solar self-consumption
  • Extending battery lifespan
  • Flattening peak demand
  • Making energy decisions automatically

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 HOW IT WORKS (SYSTEM FLOW)

ARCHITECTURE

 

[ Smart Meters + IoT Sensors ]

[ Energy Data Processor (FastAPI) ]

[ Feature Engine ]

[ AI Models Layer ]

[ Decision Engine (RL Agent) ]

[ Actuation Layer (Smart Home Controls) ]

[ Dashboard + Alerts ]

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WORKED EXAMPLE (FULL SYSTEM CALCULATION)

Input:

  • Solar = 6 kWh
  • Battery = 3 kWh
  • Consumption = 10 kWh
  • Grid = 1 kWh

Step 1 — Self Sufficiency

S = (6 + 3) / 10 = 0.9

                                                                                                                                                                                                                                                                                                        

Step 2 — Grid Dependency

G = 1 / 10 = 0.1

 

Step 3 — Battery Efficiency

B = 3 / 4 (assume stored 4 kWh) = 0.75

 

Step 4 — Autonomous Energy Score

AES = 100 × (0.5×0.9 + 0.3×(1−0.1) + 0.2×0.75)

AES = 100 × (0.45 + 0.27 + 0.15)

AES = 87 / 100

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