Journal publications
Journal publications
2026
62. Kim, Hangi, Eun-Sung Park, Moon S. Kim, Insuck Baek, Blake Costine, LaShelle E. Spencer, Aubrie O’Rourke et al. "Deep learning–driven hyperspectral imaging for drought stress detection in dragoon lettuce for space production." Computers and Electronics in Agriculture 242 (2026): 111321.
2025
61. Hidayat, M. S., Hernanda, R. A. P., Cho, B. K., Lee, H., Kurniawan, H., & Kim, G. (2025). Detection of Edible Insect Kolbe (Protaetia brevitarsis seulensis) Powder Adulteration Using FTIR Spectroscopy and Chemometrics: A Regression-Based Analysis. In BIO Web of Conferences (Vol. 192, p. 02006). EDP Sciences.
60. Cho, Soo Been, Ji Won Choi, Mohamad Soleh Hidayat, Jung-Il Cho, Hoonsoo Lee, Byoung-Kwan Cho, and Geonwoo Kim. "Development of a CNN classifier with XAI to detect interpretable water stress in sweet potato using RGB images." Agricultural Water Management 321 (2025): 109899.
59. Hong, Yeonggeol, Geonwoo Kim, Dong-Yeong Lee, Sang-Youn Song, Soung-Yon Kim, Seung-Bum Cho, Jooyoung Lee, Woosik Jeong, Kyoung-Je Jang, and Dong-Hee Kim. "AI-empowered rehabilitation assistance program for patients with lower-limb musculoskeletal disorders." IEEE Access (2025).
58. Park, Min-Seok, Mohammad Akbar Faqeerzada, Sung Hyuk Jang, Hangi Kim, Hoonsoo Lee, Geonwoo Kim, Young-Son Cho et al. "Detection of Abiotic Stress in Potato and Sweet Potato Plants Using Hyperspectral Imaging and Machine Learning." Plants 14, no. 19 (2025): 3049.
57. Kim, Geonwoo, KyoungHye Baek, Mohamad Soleh Hidayat, Jimin Jeong, Ho Jin Kim, Hyoyoung Kim, and Yong-Kyoung Kim. "Classification of geographical origin of wheat flour using NIR spectroscopy and femtosecond LA-ICP-MS coupled with chemometric models." Microchemical Journal (2025): 115596.
56. Choi, Jiwon, Soo Been Cho, Mohamad Soleh Hidayat, Woon-Ha Hwang, Yong-Son Cho, Hoonsoo Lee, Byoung-Kwan Cho, and Geonwoo Kim. "Application of multimodal data fusion and explainable AI for classifying water stress in sweet potatoes." Frontiers in Plant Science 16 (2025): 1681915.
55. Hyo Jeong Lee, Seung Ka Oh , Geonwoo Kim, Young Son Cho. "Effects of Soil Moisture Content on Yield and Tuber Morphology of Sweet Potato." Journal of Agriculture & Life Science 59, No. 3 (2025): 27-35.
54. Choi, Ji Won, Mohamad Soleh Hidayat, Soo Been Cho, Woon-Ha Hwang, Hoonsoo Lee, Byoung-Kwan Cho, Moon S. Kim, Insuck Baek, and Geonwoo Kim. "Recent Trends in Machine Learning, Deep Learning, Ensemble Learning, and Explainable Artificial Intelligence Techniques for Evaluating Crop Yields Under Abnormal Climate Conditions." Plants 14, no. 18 (2025): 2841.
53. Im, Seung-Hyun, Mohammad Akbar Faqeerzada, Byoung-Kwan Cho, Geonwoo Kim, and Hoonsoo Lee. "Optimized feature selection and machine learning for non-destructive estimation of soil volumetric water content in Chinese cabbage using hyperspectral imaging." Vibrational Spectroscopy (2025): 103816.
52. Soo Been Cho, Ji Won Choi, Byoung-Kwan Cho, Woon-Ha Hwang, Dae-Bin Song, Geonwoo Kim. "Multi-imaging System based on Artificial Intelligence Techniques for Water Stress Evaluation of Field-grown Sweet Potatoes" Journal of the Korean Society for Nondestructive Testing 45, No. 1 (2025):10-18.
51. Jaewon Jang, Hyosung Lee, Yongtak Kim, Youngjun You, Geonwoo Kim, and Ki-Bok Kim. "Optimal Conditions Analysis of Phased Array Ultrasonic Transducers for Railway Wheel Defect Detection Using CIVA Simulation" Journal of the Korean Society for Nondestructive Testing 45, No. 1 (2025):1-9.
2024
50. Soo Been Cho, Ji Won Choi, Woon-Ha Hwang, Byoung-Kwan Cho, Dae-Bin Song, and Geonwoo Kim. "Estimation of Water Stress in Sweet Potatoes Using Deep Learning and RGB Imagery " Journal of the Korean Society for Nondestructive Testing 44, No. 6 (2024):463-473.
49. Ji Won Choi, Soo Been Cho, Woon-Ha Hwang, Byoung-Kwan Cho, Dae-Bin Song. "Water stress level classification of sweet potato using infrared thermal imaging and plant growth indicators" Korean Journal of Agricultural Science 51, No. 4 (2024): 751-763.
48. Jeong, Woosik, Chang-Heon Baek, Dong-Yeong Lee, Sang-Youn Song, Jae-Boem Na, Mohamad Soleh Hidayat, Geonwoo Kim, and Dong-Hee Kim. "The Classification of Metastatic Spine Cancer and Spinal Compression Fractures by Using CNN and SVM Techniques." Bioengineering 11, no. 12 (2024): 1264.
47. Kim, Seongyun, Brian McCormick, Ken Carlson, Sangchul Lee, Geonwoo Kim, Kyungsu Lee, Yeo-Myeong Yun, and Woochul Kang. "Characterization of flowback and produced water from shale oil and gas wells fractured with different levels of recycled water." Water Practice & Technology 19, no. 10 (2024): 4022-4035.
46. Cho, Soo Been, Hidayat Mohamad Soleh, Ji Won Choi, Woon-Ha Hwang, Hoonsoo Lee, Young-Son Cho, Byoung-Kwan Cho, Moon S. Kim, Insuck Baek, and Geonwoo Kim. "Recent Methods for Evaluating Crop Water Stress Using AI Techniques: A Review." Sensors 24, no. 19 (2024): 6313.
45. Hernanda, Reza Adhitama Putra, Hoonsoo Lee, Jung-il Cho, Geonwoo Kim, Byoung-Kwan Cho, and Moon S. Kim. "Current trends in the use of thermal imagery in assessing plant stresses: A review." Computers and Electronics in Agriculture 224 (2024): 109227.
44. Kim, Heungsu, Hyunse Kim, Woo H. Kim, Wongi Min, Geonwoo Kim, and Honghee Chang. "Development of a Parturition Detection System for Korean Native Black Goats." Animals 14, no. 4 (2024): 634.
2023
43. Tae-Gyun Rho, Dae-Bin Song, Dae-Seo Park, Euna Cho, Geonwoo Kim, Byoung-Kwan Cho, Design and Fabrication of a Flexible Ultrasonic Transducerfor Egg Quality Evaluation, Journal of the Korean Society for Nondestructive Testing 43, No. 5 (2023): 367-376
42. Choi, Jiwon Choi, Sungyun Kim, Kyoung-Do Kwon, Byoung-Kwan Cho, Geonwoo Kim, Trend of Artificial Intelligence Techniques for Monitoring Field-crop Productivity, Journal of Agriculture & Life Science 57, 5 (2023): 1-11
41. Jang, Jaewon, Hyosung Lee, Geonwoo Kim, Ki-Bok Kim, Analysis of Electrical Impedance Matching Effect of Phased Array Ultrasonic Transducers, Journal of the Korean Society for Nondestructive Testing 43, No. 5 (2023): 357-368
40. Lee, Hoonsoo, Seung Hyun Im, Kyung-Do Kwon, Byoung-Kwan Cho, Geonwoo Kim, "Development of Non-destructive Discrimination Model for Water Stress in Chinese Cabbage Seedlings using Hyperspectral Imaging." Journal of the Korean Society for Nondestructive Testing 43, No. 5 (2023): 386-397
39. Kim, Yong-Kyoung, Insuck Baek, Kyung-Min Lee, Geonwoo Kim, Seyeon Kim, Sung-Youn Kim, Diane Chan, Timothy J. Herrman, Namkuk Kim, and Moon S. Kim. "Rapid detection of single-and co-contaminant aflatoxins and fumonisins in ground maize using hyperspectral imaging techniques." Toxins 15, no. 7 (2023): 472.
38. Kim, Juntae, Hary Kurniawan, Mohammad Akbar Faqeerzada, Geonwoo Kim, Hoonsoo Lee, Moon S. Kim, Insuck Baek, and Byoung-Kwan Cho. "Proximate content monitoring of black soldier fly larval (Hermetia illucens) dry matter for feed material using short-wave infrared hyperspectral imaging." Food Science of Animal Resources (2023).
37. Young-In Hwang, Hyosung Lee, Jaewon Jang, Yongtak Kim, Mu-Kyung Seo, Geonwoo Kim, Yongil Kim, Ki-Bok Kim. "Study on Barkhausen Noise Probe and its Signal Processing Circuit for Railway Applications." Journal of the Korean Society for Nondestructive Testing 43, no. 3 (2023): 218-228.
36. H Lee, J Jang, HS Kim, G Kim, DB Song, KB Kim, "Wireless Surface Acoustic Wave Temperature Sensor using Bi-directional Wave Propagation." Journal of the Korean Society for Nondestructive Testing 43, no. 2 (2023): 108-117.
35. Kim, Yong-Kyoung, Insuck Baek, Kyung-Min Lee, Geonwoo Kim, Seyeon Kim, Sung-Youn Kim, Diane Chan, Timothy J. Herrman, Namkuk Kim, and Moon S. Kim. "Rapid Detection of Single-and Co-Contaminant Aflatoxins and Fumonisins in Ground Maize Using Hyperspectral Imaging Techniques." Toxins 15, no. 7 (2023): 472.
34. Kwon, Oh-Tae, Geonwoo Kim, Hyungjin Bae, Jaeyeol Ryu, Sikwan Woo, and Byoung-Kwan Cho. "Development of a Mercury Bromide Birefringence Measurement System Based on Brewster’s Angle." Sensors 23, no. 9 (2023): 4208.
2022
33. Yasmin, Jannat, Mohammed Raju Ahmed, Collins Wakholi, Santosh Lohumi, Perez Mukasa, Geonwoo Kim, Juntae Kim, Hoonsoo Lee, and Byoung-Kwan Cho. "Near-Infrared Hyperspectral Imaging for Online Measurement of the Viability detection of Naturally Aged Watermelon Seeds." Frontiers in Plant Science (2002): 4397.
32. Choi, Namkyoung, Young-In Hwang, Hyosung Lee, Mu-Kyung Seo, Yong-Il Kim, Geonwoo Kim, and Ki-Bok Kim. "Fabrication and simulation of a piezoelectric PIN-PMN-PT thin film for ultrahigh-frequency ultrasonic transducers." Sensors and Actuators A: Physical (2022): 113936.
31. Kim, Geonwoo, Ritu Joshi, Rahul Joshi, Moon S. Kim, Insuck Baek, Juntae Kim, Eun-Sung Park, Hoonsoo Lee, Changyeun Mo, Byoung-Kwan Cho, "Non-destructive identification of fake eggs using fluorescence spectral analysis and hyperspectral imaging." Korean Journal of Agricultural Science 49, no. 3 (2022): 495-510
30. Kim, Geonwoo, Hoonsoo Lee, Seung Hwan Wi, and Byoung-Kwan Cho. "Snapshot-Based Visible-Near Infrared Multispectral Imaging for Early Screening of Heat Injury during Growth of Chinese Cabbage." Applied Sciences 12, no. 18 (2022): 9340.
29. Jang, Kyeong Eun, Geonwoo Kim, Mi Hee Shin, Jung Gun Cho, Jae Hoon Jeong, Seul Ki Lee, Dongyoung Kang, and Jin Gook Kim. "Field Application of a Vis/NIR Hyperspectral Imaging System for Nondestructive Evaluation of Physicochemical Properties in ‘Madoka’Peaches." Plants 11, no. 17 (2022): 2327.
28. Hwang, Young-In, Mu-Kyung Seo, Hyun Geun Oh, Namkyoung Choi, Geonwoo Kim, and Ki-Bok Kim. "Detection and Classification of Artificial Defects on Stainless Steel Plate for a Liquefied Hydrogen Storage Vessel Using Short-Time Fourier Transform of Ultrasonic Guided Waves and Linear Discriminant Analysis." Applied Sciences 12, no. 13 (2022): 6502.
27. Kim, Geonwoo, Hoonsoo Lee, Insuck Baek, Byoung-Kwan Cho, and Moon S. Kim. "Short-Wave Infrared Hyperspectral Imaging System for Nondestructive Evaluation of Powdered Food." Journal of Biosystems Engineering (2022): 1-10.
26. Mukasa, Perez, Collins Wakholi, Mohammad Akbar Faqeerzada, Hanim Z. Amanah, Hangi Kim, Rahul Joshi, Hyun-Kwon Suh et al. "Nondestructive discrimination of seedless from seeded watermelon seeds by using multivariate and deep learning image analysis." Computers and Electronics in Agriculture 194 (2022): 106799.
25. Kim, Geonwoo, Hoonsoo Lee, Insuck Baek, Byoung-Kwan Cho, and Moon S. Kim. "Quantitative detection of benzoyl peroxide in wheat flour using line-scan short-wave infrared hyperspectral imaging." Sensors and Actuators B: Chemical 352 (2022): 130997.
24. Kim, Yong-Kyoung, Insuck Baek, Kyung-Min Lee, Jianwei Qin, Geonwoo Kim, Byeung Kon Shin, Diane E. Chan, Timothy J. Herrman, Soon-kil Cho, and Moon S. Kim. "Investigation of reflectance, fluorescence, and Raman hyperspectral imaging techniques for rapid detection of aflatoxins in ground maize." Food Control 132 (2022): 108479.
2021
23. Hwang, Young-In, Geonwoo Kim, Yong-Il Kim, Jeong-Hak Park, Man-Yong Choi, and Ki-Bok Kim. "Experimental Measurement of Residual Stress Distribution in Rail Specimens Using Ultrasonic LCR Waves." Applied Sciences 11, no. 19 (2021): 9306.
22. Kim, Geonwoo, Hoonsoo Lee, Byoung-Kwan Cho, Insuck Baek, and Moon S. Kim. "Quantitative Evaluation of Food-Waste Components in Organic Fertilizer Using Visible–Near-Infrared Hyperspectral Imaging." Applied Sciences 11, no. 17, (2021): 8021.
21. Joshi, Rahul, Ritu Joshi, Hanim Zuhrotul Amanah, Mohammad Akbar Faqeerzada, Praveen Kumar Jayapal, Geonwoo Kim, Insuck Baek, Eun-Sung Park, Rudiati Evi Masithoh, and Byoung-Kwan Cho. "Quantitative analysis of glycerol concentration in red wine using Fourier transform infrared spectroscopy and chemometrics analysis." Korean Journal of Agricultural Science 48, no. 2 (2021): 299-310.
20. Kim, Geonwoo, Young-In Hwang, Yeonhee Ryu, Hak-Joon Kim, Young-Min Bae, and Ki-Bok Kim. "Ultrasonic device developed for non-invasive moxibustion therapy." Integrative medicine research 10, no. 4 (2021): 100729.
19. Seo, Mu-Kyung, Young-In Hwang, Geonwoo Kim, Segon Kwon, Hak-Joon Kim, Tae-Hoon Ha, Kwagn sae Baek, and Ki-Bok Kim. "A Study on multi-channel ultrasonic detecting system for high speed rail defect inspection." Journal of the Korean Society for Nondestructive Testing 41, no. 1 (2021): 59-66.
2020
18. Faqeerzada, Mohammad Akbar, Anisur Rahman, Geonwoo Kim, Eunsoo Park, Rahul Joshi, Santosh Lohumi, and Byoung-Kwan Cho. "Prediction of moisture contents in green peppers using hyperspectral imaging based on a polarized lighting system." Korean Journal of Agricultural Science 47, no. 4 (2020): 995-1010.
17. Amanah, Hanim Z., Rahul Joshi, Rudiati Evi Masithoh, Myoung-Gun Choung, Kyung-Hwan Kim, Geonwoo Kim, and Byoung-Kwan Cho. "Nondestructive measurement of anthocyanin in intact soybean seed using Fourier Transform Near-Infrared (FT-NIR) and Fourier Transform Infrared (FT-IR) spectroscopy." Infrared Physics & Technology 111 (2020): 103477.
16. Kim, Geonwoo, Byoung-Kwan Cho, Sang Hyub Oh, and Ki-Bok Kim. "Feasibility Study for the Evaluation of Chicken Meat Storage Time Using Surface Acoustic Wave Sensor." Journal of Biosystems Engineering 45, no. 4 (2020): 261-271.
15. Kim, Geonwoo, Mu-Kyung Seo, Yong-Il Kim, Segon Kwon, and Ki-Bok Kim. "Development of phased array ultrasonic system for detecting rail cracks." Sensors and Actuators A: Physical 311 (2020): 112086.
14. Bae, Ji Hoon, Hyung Jin Bae, Geonwoo Kim, Eunsoo Park, and Byoung-Kwan Cho. "Development of Unmanned Aerial Vehicle Remote Sensing Technology for Abiotic Stress Monitoring of Citrus ‘Unshiu’ using Multispectral Imaging." Korean Journal of Agricultural Science 40, no. 4 (2020): 274-284.
13. Kim, Geonwoo, Young-In Hwang, Mu-Kyung Seo, and Ki-Bok Kim. "Electrical tuning for sensitivity enhancement of a piezo-electric ultrasonic transducer: Simulation and fabrication." Journal of Mechanical Science and Technology 34, no. 8 (2020): 3155-3164.
12. Kim, Geonwoo, Insuck Baek, Matthew D. Stocker, Jaclyn E. Smith, Andrew L. Van Tassell, Jianwei Qin, Diane E. Chan, Yakov Pachepsky, and Moon S. Kim. "Hyperspectral Imaging from a Multipurpose Floating Platform to Estimate Chlorophyll-a Concentrations in Irrigation Pond Water." Remote Sensing 12, no. 13 (2020): 2070.
11. Ahmed, Mohammed Raju, Jannat Yasmin, Eunsung Park, Geonwoo Kim, Moon S. Kim, Collins Wakholi, Changyeun Mo, and Byoung-Kwan Cho. "Classification of Watermelon Seeds Using Morphological Patterns of X-ray Imaging: A Comparison of Conventional Machine Learning and Deep Learning." Sensors 20, no. 23 (2020): 6753.
10. Faqeerzada, Mohammad Akbar, Santosh Lohumi, Geonwoo Kim, Rahul Joshi, Hoonsoo Lee, Moon Sung Kim, and Byoung-Kwan Cho. "Hyperspectral shortwave infrared image analysis for detection of adulterants in almond powder with one-class classification method." Sensors 20, no. 20 (2020): 5855.
9. Faqeerzada, Mohammad Akbar, Mukasa Perez, Santosh Lohumi, Hoonsoo Lee, Geonwoo Kim, Collins Wakholi, Rahul Joshi, and Byoung-Kwan Cho. "Online application of a hyperspectral imaging system for the sorting of adulterated almonds." Applied Sciences 10, no. 18 (2020): 6569.
2019
8. Kim, Geonwoo, Mu-Kyung Seo, Namkyoung Choi, Yong-Il Kim, and Ki-Bok Kim. "Comparison of PZT, PZT based 1–3 composite and PMN–PT acoustic emission sensors for glass fiber reinforced plastics." International Journal of Precision Engineering and Manufacturing 20, no. 6 (2019): 1007-1015.
7. Kim, Geonwoo, Mu-Kyung Seo, Namkyoung Choi, Kwang Sae Baek, and Ki-Bok Kim. "Application of KLM model for an ultrasonic through-transmission method." International Journal of Precision Engineering and Manufacturing 20, no. 3 (2019): 383-393.
6. Kim, Geonwoo, Namkyoung Choi, Yong-Il Kim, and Ki-Bok Kim. "Pb (Mg1/3Nb2/3)-PbTiO3-based ultrasonic transducer for detecting infiltrated water in pressurized water reactor fuel rods." Sensors 19, no. 12 (2019): 2662.
2015 - 2018
5. Kim, Geon Woo, Nam Kyoung Choi, Mu Kyung Seo, Ki Bok Kim, Se Gon Kwon, and Young Cheol Kim. "Development of phased array ultrasonic transducers for detecting defects of KR60 rail road (II)-Fabrication and performance test." Journal of the Korean Society for Nondestructive Testing 37, no. 6 (2017): 418-425.
4. Kim, Geon Woo, Nam Kyoung Choi, Mu Kyung Seo, Ki Bok Kim, Se Gon Kwon, and Young Cheol Kim. "Development of phased array ultrasonic transducers for detecting defects of KR60 rail road (I)-Simulation by CIVA software." Journal of the Korean Society for Nondestructive Testing 37, no. 6 (2017): 411-417.
3. Kim, Geonwoo, Ki-Bok Kim, and Kwang Sae Baek. "Study on Electrical Impedance Matching for Broadband Ultrasonic Transducer." Journal of the Korean Society for Nondestructive Testing 37, no. 1 (2017): 37-43.
2. Kim, Yong-II, Namkyoung Choi, Geonwoo Kim, Yun-Hee Lee, Kwang-Sae Baek, and Ki-Bok Kim. "Effect of neutron irradiation on properties of Pb (Mg1/3Nb2/3) O3–PbTiO3." Journal of nanoscience and nanotechnology 15, no. 11 (2015): 8414-8417.
Kim, Yong-Il, Geonwoo Kim, Young-Min Bae, Yeon-Hee Ryu, Kwang-Ja Jeong, Chi-Hwan Oh, and Ki-Bok Kim. "Comparison of PMN-PT and PZN-PT single-crystal-based ultrasonic transducers for nondestructive evaluation applications." Sens. Mater 27 (2015): 107-114.