A focused IP portfolio for battery intelligence at scale.

Our company portfolio includes nine Korean patent registrations and one Chinese patent application, covering methods for learning from limited battery data, estimating health and remaining life, identifying risk, and operating cloud-based battery intelligence.

Selected company inventions

The highlights below prioritize registered or publicly disclosed inventions from BatterMachine Co., Ltd.’s portfolio.

01AI State Estimation

Diverse input-vector DNN model generation for battery state estimation

Status

KR GrantedPCT PublishedUS Pending

References

KR 10-2881214PCT/KR2024/018938WO2025159316US 19/508,663

02Safety & Reliability

SAFE-DNN model generation for safe battery state estimation

Status

KR FiledPCT PublishedUS Pending

References

KR 10-2024-0009600PCT/KR2024/018879WO2025159314US 19/508,673

03Adaptive Learning

Learning model generation for battery state estimation via conditional learning

Status

KR GrantedPCT Published

References

KR 10-2911543PCT/KR2024/018929WO2025159315

04Cloud Battery Intelligence

Cloud-based battery management system and method

Status

KR GrantedPCT Published

References

KR 10-2911556PCT/KR2025/002043WO2025263724

05Limited-Data Diagnostics

Safe battery management with limited data using a decoder

Status

KR GrantedPCT Filed

References

KR 10-2895371PCT/KR2025/002032

06Real-World Adaptation

Battery management considering environmental variables from product usage

Status

KR GrantedPCT Filed

References

KR 10-2911550PCT/KR2025/002030

07Continuous Monitoring

Adaptive battery monitoring during product sleep mode

Status

KR Granted

References

KR 10-2905098

Pre-company technical foundation

Five Korean registrations demonstrate a longer arc of work in anomaly detection, energy efficiency, device safety, battery protection, and EV battery lifecycle.

These registrations are personally held by founder Lee Jeong-hwan and are shown as pre-company technical background, not as company-owned intellectual property.

01Anomaly Detection

Detection of a device operating abnormally compared with peer devices

Status

KR Granted

References

KR 10-1576433

02Energy Efficiency

Blocking device operation and communication standby power

Status

KR Granted

References

KR 10-1648746

03Safety

Apparatus and method for preventing fire occurrence in a device

Status

KR Granted

References

KR 10-1648749

04Battery Protection

Battery monitoring and protection system

Status

KR Granted

References

KR 10-1912615

05EV Battery Lifecycle

Fast charging and maximum discharge while reducing EV battery degradation

Status

KR Granted

References

KR 10-1998069

How to read this portfolio

Summary updated October 2026. Selected references reflect the April 2026 disclosure and are not a complete list. Filings across jurisdictions may cover the same invention. Applications are not granted patents. Official patent-office records control.

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