Error Correcting Codes with Machine Learning


Error correction codes (ECC) protect information from the noisy environment. ECC is essential part of the digital communications and used in countless real world applications. CoCoA studies theoretical aspect of the advanced ECC like low density parity check and polar codes. We also develop machine learning based ECC for almost zero error applications like NAND flash memory.

<Research areas>

• ECC for Solid-State Drive(SSD)
• ECC for Magnetic Tape Drive

<Ongoing Projects>

• Optical Access and Indoor Networks for 6G Wireless Communication Systems, IITP, 2022.04.01~2025.12.31
• Space Communications with Multi-Mission Low-Earth-Orbit Satellite Constellations, NRF, 2022.04.01~2026.12.31
• Channel Coding Design Supporting Tbps High Speed Decoding for 6G Communications, LG Electronics
• Development of Tbps Optical Communication Infrastructure Technology (Development of Low-complexity Error Correction Algorithm for 6G Optical Access), ETRI
• Communication System에서 Reliability 확보를 위한 AI 기반 오류 정정 연구, Samsung Electronics, 2023.09.16 ~ 2025.09.15

 

Wireless Communications with Machine Learning

CoCoA Lab is studying innovative machine-learning based solutions for the 6-th generation wireless systems. In particular, we have been investigating secure wireless communication for 6-th generation communication systems such assecure non orthogonal multiple access (NOMA) system and secure code design under the support of Institute for Information & Communications Technology Promotion (IITP).

<Research areas>

• Full duplex communications for 6G networks
• Secure communications with machine learning for non-orthogonal multiple access (NOMA) systems
• Intelligent cell design for future wireless networks

<Ongoing Projects>

• On Improving Security and Reliability for (Ultra) Small Satellite Communication, KRIT, 2022.12.01~2025.11.30
• Space Communications with Multi-Mission Low-Earth-Orbit Satellite Constellations, NRF, 2022.04.01~2026.12.31

 

Quantum Cryptography

Quantum cryptography is the next generation solution for secure communication, possibly replacing RSA protocol. CoCoA conducts researches on the quantum communication, information theory and the quantum key distribution.

<Research areas>

• Quantum Key Distribution

<Ongoing Projects>

• Development of terrestrial / satellite quantum communication technology for flawless security, IITP

 

Quantum Error Correction Codes with Machine Learning

The main obstacle to construction of a quantum computer is the unavoidable presence of errors which disturb quantum information. Quantum error correction codes (QECC) are one of the ways to protect the state of the qubit. QECC will, therefore, be essential to perform meaningful quantum computation. CoCoA studies topological QECC considering actual implementation.

<Research areas>

• Topological Quantum Error Correction Codes

<Ongoing Projects>

• Space Communications with Multi-Mission Low-Earth-Orbit Satellite Constellations, NRF, 2022.04.01~2026.12.31