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Department of Electrical Engineering · Faculty of Engineering · Khon Kaen University

INDIE-CT
Research Laboratory

// CONNECTION • COLLABORATION • CYBERCONTACT

Here We Are Now, Entertain Us

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indiectcolab@gmail.com
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// CONTRIBUTION • ZEAL • COMMUNITY

The Sound of Us

News 2
17 FEB 2026

Our Recent Publications

This Lunar New Year ! 🧧 Oranges in our hands, SOTA in our scripts. 🍊 May The Sun Wukong (The Monkey King) Bless Our Year of the Horse! 🐎

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News 2
25 JAN 2026

Data Collection @ Khon Kaen Hospital

New year, same mission: Building AI for Angle Closure Glaucoma. 👁️💻 Back on-site at Khon Kaen Hospital for our 4th session (and the first of 2026!) collecting data. The road to completion is long, but every data point counts. So grateful for the amazing medical team @KKH for making the process so smooth! 🩺✨

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News 3
25 JAN 2026

CIRA CORE workshop

Our lab team is leveling up! We’re spending two days diving deep into CIRA-CORE and robotics (22-23 JAN 2026). Shoutout to the Faculty of Medicine for hosting this fantastic workshop! 🙌 Special thanks to Assoc. Prof. Dr. Siridech Boonsang for the amazing masterclass. 🧠

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Academic & Professional Services

PRIVATE COMPANY Development of T-SPACE Official Website
PRIVATE COMPANY Development of T-SPACE Line Official Account (OA)
FACULTY OF DENTISTRY AI Identifying Inflammatory Jawbone Lesions
FACULTY OF DENTISTRY AI Detection and Classification of Dental Implants
FACULTY OF DENTISTRY AI Grading Mucoepidermoid Carcinoma
FACULTY OF DENTISTRY Crown Preparation Assessment
FACULTY OF NURSING Prototyping AI-integrated Smart Helmet
FACULTY OF NURSING Prototyping AI-Driven Fall Prevention
FACULTY OF PUBLIC HEALTH AI-based RULA Assessment for Ergonomic Evaluation
RTRDA AI-Based Detection in Train Station
Poster 1
Poster 2
Poster 3
// CREATIVITY • PATIENCE • PERSEVERANCE

Selected Publications

2026

Highly Accurate and Fully Automated Bone Mineral Density Prediction from Spine Radiographs Using Artificial Intelligence

AI Journal Vol. 7 (2) · P Twinprai, N Twinprai, et al.

2026

Improving One-Day-Ahead Forecasting of Low-Latitude Amplitude Scintillation Using an Upsampling-Enhanced LSTM

IEEE Transactions on Aerospace and Electronic Systems · P Muangkammuen, et al.

2026

Impact of Integer Quantization on Polar-Coding over 4096-QAM OFDM Systems

IEEE Access · W Pimsri, P Muangkammuen, P Suthisopapan, et al.

View All on Google Scholar
// HAPPINESS • HARMONY • HILARITY

Starting Line-Up

JITTARAWADEE K. #01
PATINYA M. #02
CHANYA K. #03
KITTIPHAT C. #04
THUS D. #05
PASSAKORN S. #06
ADITAP K. #07
PURIPONG S. #08
DEEP : Master Student

Ms. Jittarawadee Khaeophukhieo

Current Research

AI-Based System for Early Screening of Pinguecula, Pterygium, and Cataract

"Don’t optimize everything today. Save some problems for tomorrow."

INTERESTS: Artificial Intelligence, Mobile Application Development, UX/UI Design

HER SHOPS: @yuempuean.kkrent, @glamis.jewelry

BIE : Ph.D. Candidate

Ms. Patinya Muangkammuen

Current Research

Artificial Intelligence Algorithm for Ionospheric Amplitude Scintillation Forecasting in Thailand

"People say nothing is impossible, but I do nothing every day."

INTERESTS: Satellite, Space Tech., Deep Space, Space Weather, AI for Forecasting

LOOKTAN : Master Student

Ms. Chanya Kongpho

Current Research

Extraction of Ionospheric Parameters on FMCW Ionogram Using Deep Learning

"I’m not lazy, I’m just on energy saving mode."

INTERESTS: Satellite, Ionogram Scaling, Keypoint Detection

POR : Master Student

Mr. Kittiphat Chasaen

Current Research

An Interpretable Deep Learning Approach for Patient-Ventilator Asynchrony Detection using Multimodal Data

"Studying makes me single, so I’d rather not study at all."

INTERESTS: Explainable AI/ML, Time Series Classification, Advanced DSP

TITLE : Master Student

Mr. Thus Decharat

Current Research

AI-Based Self-Screening for Early Detection of Angle Closure Glaucoma

"I can resist everything except temptation."

INTERESTS: Object Detection, Image Classification, CNN

BALL : Master Student

Mr. Passkorn Songyindee

Current Research

Clinical-Aware Generative Multimodal AI for Automated Radiology Report Synthesis in Proximal Femur Fracture

"The more that you read, the more you will know."

INTERESTS: LLM, VLM, Agentic AI

LACK : Ph.D. Student

Mr. Aditap Khongjun

Current Research

Deep Learning Framework for Comprehensive Bone Health Evaluation: From BMD Estimation to TBS and Vertebral Fracture Identification.

"AI predicts probabilities. I design realities."

INTERESTS: AI & Large Language Models (LLMs), Agentic AI Systems, Python, Deep Learning, AI-powered Web Applications, Flutter Development, Medical Data Systems, 3D Medical Imaging, Research

BEAVER : Ph.D.

Mr. Puripong Suthisopapan

"I HATE MY JOB BUT IT PAYS FOR THE BEER, AND I NEED BEER, BECAUSE I HATE MY JOB"

INTERESTS: Theoretical AI/ML, Wireless Comm, Satellite and Space, DNA Storage, Quantum Error Correction

HIS HOBBIES: @LET IT BEER, @REKKORD FROMK

Alumni

Alumni 1
Ms. Praechompoo Nilbanjong M.Eng. (2025)

Thesis: Optimal Hyperparameters for AI-based Hip Fracture Detection

Publication: YOLO-Based Hip Fracture Detection with Hyperparameter Tuning (2025)

Alumni 1
Mr. Thanachai Jantana M.Eng. (2025)

Thesis: Automatic Measurement of Femoral Neck-Shaft Angle Using Keypoint Detection Technique

Publication: Fully Automated Femoral Neck-Shaft Angle Measurement Based on Keypoint Detection (2025)

Alumni 1
Ms. Donlaporn Triamwichanon M.Eng. (2025)

Thesis: Machine LLRning based Soft Detection for Extremely High Bandwidth Efficiency 4K-QAM & Beyond

Publication: Efficient Training Scheme for Neural Network Based 4K-QAM Soft Demapper (2025)

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Citation Styles

MDPI and ACS Style
Twinprai, P.; Twinprai, N.; Khongjun, A.; Theerakulpisut, D.; Sribenjalak, D.; Phruetthiphat, O.-a.; Suthisopapan, P.; Pongchaiyakul, C. Highly Accurate and Fully Automated Bone Mineral Density Prediction from Spine Radiographs Using Artificial Intelligence. AI 2026, 7, 79. https://doi.org/10.3390/ai7020079
AMA Style
Twinprai P, Twinprai N, Khongjun A, Theerakulpisut D, Sribenjalak D, Phruetthiphat O-a, Suthisopapan P, Pongchaiyakul C. Highly Accurate and Fully Automated Bone Mineral Density Prediction from Spine Radiographs Using Artificial Intelligence. AI. 2026; 7(2):79. https://doi.org/10.3390/ai7020079
Chicago/Turabian Style
Twinprai, Prin, Nattaphon Twinprai, Aditap Khongjun, Daris Theerakulpisut, Dueanchonnee Sribenjalak, Ong-art Phruetthiphat, Puripong Suthisopapan, and Chatlert Pongchaiyakul. 2026. "Highly Accurate and Fully Automated Bone Mineral Density Prediction from Spine Radiographs Using Artificial Intelligence" AI 7, no. 2: 79. https://doi.org/10.3390/ai7020079
APA Style
Twinprai, P., Twinprai, N., Khongjun, A., Theerakulpisut, D., Sribenjalak, D., Phruetthiphat, O.-a., Suthisopapan, P., & Pongchaiyakul, C. (2026). Highly Accurate and Fully Automated Bone Mineral Density Prediction from Spine Radiographs Using Artificial Intelligence. AI, 7(2), 79. https://doi.org/10.3390/ai7020079
×

Citation Styles

MDPI and ACS Style
Muangkammuen, P.; Suthisopapan, P.; Tongkasem, N.; Supnithi, P. Improving One-Day-Ahead Forecasting of Low-Latitude Amplitude Scintillation Using an Upsampling-Enhanced LSTM. IEEE Trans. Aerosp. Electron. Syst. 2026. doi:10.1109/TAES.2026.3662676.
AMA Style
Muangkammuen P, Suthisopapan P, Tongkasem N, Supnithi P. Improving One-Day-Ahead Forecasting of Low-Latitude Amplitude Scintillation Using an Upsampling-Enhanced LSTM. IEEE Transactions on Aerospace and Electronic Systems. 2026. doi:10.1109/TAES.2026.3662676.
Chicago/Turabian Style
Muangkammuen, Patinya, Puripong Suthisopapan, Narongsak Tongkasem, and Pornchai Supnithi. 2026. "Improving One-Day-Ahead Forecasting of Low-Latitude Amplitude Scintillation Using an Upsampling-Enhanced LSTM." IEEE Transactions on Aerospace and Electronic Systems. doi:10.1109/TAES.2026.3662676.
APA Style
Muangkammuen, P., Suthisopapan, P., Tongkasem, N., & Supnithi, P. (2026). Improving One-Day-Ahead Forecasting of Low-Latitude Amplitude Scintillation Using an Upsampling-Enhanced LSTM. IEEE Transactions on Aerospace and Electronic Systems. https://doi.org/10.1109/TAES.2026.3662676
×

Citation Styles

MDPI and ACS Style
Pimsri, W.; Muangkammuen, P.; Khunkitti, P.; Suthisopapan, P.; Imtawil, V. Impact of Integer Quantization on Polar-Coding Over 4096-QAM OFDM Systems. IEEE Access 2026, 14, 13625–13635. doi:10.1109/ACCESS.2026.3656704.
AMA Style
Pimsri W, Muangkammuen P, Khunkitti P, Suthisopapan P, Imtawil V. Impact of Integer Quantization on Polar-Coding Over 4096-QAM OFDM Systems. IEEE Access. 2026;14:13625-13635. doi:10.1109/ACCESS.2026.3656704.
Chicago/Turabian Style
Pimsri, W., P. Muangkammuen, P. Khunkitti, P. Suthisopapan, and V. Imtawil. 2026. "Impact of Integer Quantization on Polar-Coding Over 4096-QAM OFDM Systems." IEEE Access 14: 13625-13635. doi:10.1109/ACCESS.2026.3656704.
APA Style
Pimsri, W., Muangkammuen, P., Khunkitti, P., Suthisopapan, P., & Imtawil, V. (2026). Impact of Integer Quantization on Polar-Coding Over 4096-QAM OFDM Systems. IEEE Access, 14, 13625-13635. https://doi.org/10.1109/ACCESS.2026.3656704