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Issue Date	Title	Author(s)
2021	Thai music mood analysis	Subhorn Khonthapagdee; Natdanai Veerathavorn; Paris Aungkanapanich
2021	Certificate verification using Ethereum blockchain system	Supphachai Thaicharoen; Chayanan Wongthongveskul; Teejutar Itsuwarn; Norawit Aumpansaeng
2021	2D environment mapping and self-position estimation with ultrasonic range sensor array	Sophon Mongkolluksamee; Kompich Sophat; Patikorn Kliangsanmuang; Warakon Santang
2021	Improving digestive organ classification from wireless capsule endoscopy images using deep learning	Nuwee Wiwatwattana; Supakorn Taweechainaruemitr; Padipon Thongjumruin; Nuttiwut Ektarawong; Kawee Numpacharoen; Amporn Atsawarungruangkit
2021	Trashy : A smart chatbot for sustainable trash management	Chantri Polprasert; Pattamas Wiratchanee; Wutthipong Ranmeechai; Suwikan Wongwean
2021	Autonomous simulated vehicles for steering angle prediction	Vera Sa-ing; Supavit Jaraspornsrivong; Kantivit Suwattnamala
2021	Performance evaluation of face encoding techniques: a case study on the Asian population	Napa Sae-bae; Jirayu Pornsirianun; Phuripakorn Sriyod; Chinatan Sukjam; Napa Sae-bae
2021	Development of a flood forecasting system in the lower Chao Phraya River area	Sasivimon Sukaphat; Amita Roma; Aunchittha Hongthong; Jirapa Thongdaeng
2021	Development of mobile application for daily air quality assessment in Bangkok	Sasivimon Sukaphat; Rattanaporn Roekphodee; Surirat Yutthasuntorn; Thitiya Sukaphat
2021	Vacant parking slots detection using deep learning	Waraporn Viyanon; Pariwat Rattanaprarom; Worawit Naknawa; Kanchanit Photisuwan