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.
SAFE-DNN model generation for safe battery state estimation
Learning model generation for battery state estimation via conditional learning
Cloud-based battery management system and method
Safe battery management with limited data using a decoder
Battery management considering environmental variables from product usage
Adaptive battery monitoring during product sleep mode
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.
Detection of a device operating abnormally compared with peer devices
Blocking device operation and communication standby power
Apparatus and method for preventing fire occurrence in a device
Battery monitoring and protection system
Fast charging and maximum discharge while reducing EV battery degradation
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.