$ cat research.md // 14 entries

Research

Peer-reviewed publications in wireless systems, machine learning, and reconfigurable hardware. Most work done with the Ochi Laboratory at Kyushu Institute of Technology.

// journal
2023-10

A unified software and hardware platform for machine learning aided wireless systems

Dody Ichwana Putra, Muhammad Harry Bintang Pratama, Ryotaro Isshiki, Yuhei Nagao, Leonardo Lanante Jr, Hiroshi Ochi · IEICE Transactions on Fundamentals · Vol. E106-A, No. 10

// conference proceedings
2024-11

Evaluation of Atomic Clock-based Joint Transmission for Full-Duplex in IEEE 802.11

Pratama, Kurosaki, Nagao, Ochi · Proc. APCC, Nov. 6, 2024

2023-12

Carrier Frequency Offset Effects on the Self-Interference Cancellation Method Using Null Beamforming

Pratama, Nagao, Kurosaki, Ochi · 電子情報通信学会 研究会, 九州工業大学

2023-10

Optimizing Optical Signal Quality with Deep Learning Dispersion Compensation at Various Distances

ISCIT 2023, Sydney, Australia

2023-09

Signal Quality Improvement in Optical Communication at Varying Bit Rates using Machine Learning: A Preliminary Study

MOC 2023, Miyazaki, Japan

2023-03

Experimental Evaluation of CNN-based Packet Detection to Ensure 5G and WiFi Networks Coexistence

9th IFAT 2023, Taipei, Taiwan

2023-01

Experimental Evaluation of Rate Adaptation using Deep-Q-Network in IEEE 802.11 WLAN

IEEE CCNC 2023, Las Vegas

2022-11

Multi-Task Learning with Convolutional Neural Network Approach for Packet Collision Avoidance in 802.11 WLAN

2022 9th NAFOSTED Conference (NICS), Ho Chi Minh City, Vietnam

2022-10

Multi-Task Learning with CNN for Packet Format Detection and Modulation Classification of Wireless LAN

2022 13th ICTC, Jeju Island, Republic of Korea

2022-09

A Low Complexity Carrier Frequency Offset Compensation for Full-Duplex with Cooperative MIMO in IEEE 802.11 WLAN

Pratama, Lanante, Ochi · International Workshop on Smart Info-Media System in Asia (SISA 2022)

★ Best paper award
2022-09

ns3-ai: Rate Control for Wireless LAN by Deep Q-Network

SISA 2022, Online

2021-11

Packet Format and Modulation Classification of Wireless LAN Using Distributed Convolutional Neural Network

ISPACS 2021, Online

2021-06

Convolutional Neural Network for Asynchronous Packet Parameter Identification in Dense Wi-Fi

IEEE ICC 2021 Workshops

2021-03

CNN-based OBSS Packet Detection for Spatial Reuse Enhancement

2021電子情報通信学会総合大会, Online

2021-03

Deep Learning-based OBSS Packet Recognition in the presence of OFDM Symbol Timing Offset

スマートインフォメディアシステム研究会 (SIS), Online