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han-humanoid-energy-consumption-estimator-v1 – AI Model by ariefansclub | AlphaNeural AI
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han-humanoid-energy-consumption-estimator-v1
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robotics
humanoid
energy
regression
tabular-regression
en
mit
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Model card
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Humanoid Energy Consumption Estimator (HECE)
Objective
Estimate energy consumption (kWh) during humanoid task execution.
Problem Type
Supervised Regression
Input Features
payload_kg
torque_index
execution_time_s
movement_speed_m_s
ambient_temperature_c
Output
predicted_energy_kwh
Model Architecture
Input feature encoder
3-layer feedforward neural network
Linear regression head
Training Configuration
Loss: MSE
Optimizer: Adam
Learning rate: 0.001
Epochs: 50
Evaluation Metrics
MAE
RMSE
Deployment Scenario
Energy cost forecasting
Efficiency optimization systems
Operational budgeting tools
License
MIT
