HHBS ENERGYPHYSICAL AI · POWER ELECTRONICS
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SHARED TECHNOLOGY STACK

Power Conversion and System Control

The technical scope covers power electronics, state estimation and optimization, cloud and edge control, protection, and energy-market data.

ARCHITECTURE

State Estimation, Optimization and Execution

Operating policies use equipment ratings, network state, load requirements and protection rules as inputs. Edge controllers execute commands only after safety checks, and return results for model correction.

SENSEMeasurement and state estimation
→
PREDICTLoad and energy forecast
→
OPTIMIZEConstrained optimization
→
EXECUTEEdge-controller execution
→
REVIEWResult review and correction
01

Advanced Power Electronics

SST, PCS, DC/DC, propulsion drives and charging modules use modular topologies, bidirectional power control and defined fault responses.

  • High-frequency SiC conversion
  • Multi-port energy routing
  • AC/DC distribution
  • Soft switching and HF isolation
02

Physical AI

Forecasting and optimization models read live state and equipment constraints, then issue commands that pass protection-rule checks.

  • Equipment models and digital twins
  • Multi-agent task allocation
  • MPC and robust optimization
  • Policy checks and rollback
03

Cloud, Edge and Device Control

Cloud services calculate multi-asset plans, edge nodes execute site policies, and device controllers handle fast loops and offline protection.

  • Unified device integration
  • Edge control services
  • Policy deployment and feedback
  • Remote upgrades and service
04

Safety and Reliability

Protection covers electrical circuits, equipment condition, communications and control policies, with specified isolation and recovery actions.

  • Adaptive protection
  • Fault isolation and recovery
  • Battery safety forecasting
  • Access control and audit
05

Energy Markets and Carbon Data

The system calculates flexible load and storage capacity for demand response, market bids, green attributes and carbon records.

  • Spot and ancillary markets
  • Resource aggregation
  • Green certificates
  • Carbon accounting

MODEL GOVERNANCE

Staged validation before
control deployment

Research→Offline→Shadow→Canary→Production↶Rollback

START A CONVERSATION

Define the project scope
Review the system design

Provide the application, capacity, grid connection, load profile and project objectives. We will use them to define equipment, system interfaces and the scope of delivery.

Submit Project Requirements ↗

Power-electronic equipment and energy-system engineering for data centers, industrial campuses, vessels and charging sites.

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