การพัฒนาออนโทโลยีเพื่อการสืบค้นเชิงความหมายของการจัดการโรคในลำไย
คำสำคัญ:
เว็บเชิงความหมาย, โรคในลลำไย, ออนโทโลยี, การดึงข้อมูลบทคัดย่อ
ลำไยเป็นผลไม้เศรษฐกิจที่สำคัญชนิดหนึ่งของเกษตรกรทางภาคเหนือตอนบนของประเทศไทยเกษตรกรจะปลูกลำไยเป็นมรดกตกทอดจากรุ่นสู่รุ่น องค์ความรู้ในการผลิตลำไยให้ได้คุณภาพต้องอาศัยประสบการณ์โดยเฉพาะการจัดการโรคในลำไยและแมลงศัตรูลำไย บทความนี้ได้นำเสนอฐานความรู้ออนโทโลยีโรคในลำไยและระบบสืบค้นข้อมูลโรคลำไยเพื่อจัดเก็บองค์ความรู้และค้นคืนข้อมูลองค์ความรู้ด้านโรคในลำไย สนับสนุนการตัดสินใจในการวินิจฉัยโรคของเกษตรกรเพื่อรักษาโรคได้ถูกวิธี ซึ่งฐานความรู้ออนโทโลยีประกอบด้วยคลาสหลัก คือ โรคลำไย แมลง สายพันธุ์ลำไย ชื่อโรค อาการบริเวณใบและยอด อาการบริเวณช่อผลและดอก อาการบริเวณกิ่งและลำต้น อาการบริเวณผล อาการบริเวณราก และการเติบโต ทดสอบความแม่นยำของระบบสืบค้นโดยเปรียบเทียบคำตอบกับผู้เชี่ยวชาญ ได้ค่าความแม่นยำ 100% ค่าความลึก 87.92% และค่าประสิทธิภาพโดยรวม 93.57% สามารถเป็นต้นแบบของระบบผู้เชี่ยวชาญด้านโรคลำไยต่อไป
References
Akanit, Rosarin, Putthapongsiriporn, Thanit, Lumdabwong, Namfon, & Thunkijjanukij, Aree. (2011). Ontology development for rice processing knowledge management. Journal of Agriculture. 27(3 ), 267-274 (in Thai).
Antoniou, Grigoris, Bikakis, Antonis, Dimaresis, Nikos, Genetzakis, Manolis, Georgalis, Giannis, Governatori, Guido, Karouzaki, Efie, Kazepis, Nikolas, Kosmadakis, Dimitris, Kritsotakis, Manolis, Lilis, Giannis, Papadogiannakis, Antonis,
Pediaditis, Panagiotis, Terzakis, Constantinos, Theodosaki, Rena, & Zeginis, Dimitris. (2008). Proof explanation for a nonmonotonic Semantic Web rules language. Data & Knowledge Engineering. 64(3), 662-687. doi:https://doi.
org/10.1016/j.datak.2007.10.006
Babpraserth, Chalongchai, Klinkong, Supaporn, Chiemsombat, Pissawan, & Paradornuwat, Ampaiwan. (1994). Development of disease detection techniques for longan witches’ broom and disease epidemiology. Bangkok:
Kasetsart University Research and Development Institute. (in Thai).
Berners-Lee, T., Hendler, J., & Lassila, And. (2001). The Semantic Web: Scientific American.
Buranarach, Marut, Chalortham, Nopphadol, Chatvorawit, Piyatat, Thein, Ye Myat, & Supnithi, Thepchai. (2009). An Ontology-based Framework for Development of Clinical Reminder System to Support Chronic Disease Healthcare Paper
presented at the The Sixth Indochina Conference on Pharmaceutical Sciences (PHARMA INDOCHINA VI), Hue College of Medicine and Pharmacy, Hue City, Vietnam.
Chotirat, Wichuda, Boonrawd, Pudsadee, & Wichian, Sageemas Na. (2011). Developing an Ontology Knowledge Based for Automatic Online News Analysis. Information Technology Journal. 7(14), 13-18.(in Thai).
Chuenta, Issara, Thongkam, Jaree, & Phuboon-Ob, Jiratta. (2014). Information Retrieval In Thai Northeast Travel Utilizing Ontology. Information Technology Journal. 10(2), 15-25 (in Thai).
Gruber, Thomas R. (1995). Toward principles for the design of ontologies used for knowledge sharing? International Journal of Human-Computer Studies. 43(5), 907-928.
Huang, Yong-Qi, Cui, Wei-Hong, Zhang, Yang-Jian, & Deng, Gao-Yan. (2012). Research on Development of Agricultural Geographic Information Ontology. Journal of Integrative Agriculture. 11(5), 865-877. doi:https://doi.org/10.1016/S2095-3119(12)60077-X
Jairak, Kallaya. (2016). Applying Ontology based Recommendation System for Community Ecotourism: A Case Study of Mae Kam Pong Village, Mae On Sub-District,Chiang Mai Province. Journal of Modern Management Science.
9(2), 129-160.(in Thai).
Jonquet, Clément, Toulet, Anne, Arnaud, Elizabeth, Aubin, Sophie, Dzalé Yeumo, Esther, Emonet, Vincent, Graybeal, John, Laporte, Marie-Angélique, Musen, Mark A., Pesce, Valeria, & Larmande, Pierre. (2018). AgroPortal: A vocabulary and ontology repository for agronomy. Computers and Electronics in Agriculture. 144, 126-143.
Kawtrakul, A. (2012). Ontology Engineering and Knowledge Services for Agriculture Domain. Journal of Integrative Agriculture. 11(5), 741-751.
Kozaki, Kouji, Kitamura, Yoshinobu, Ikeda, Mitsuru, & Mizoguchi, Riichiro. (2002). Hozo: An Environment for Building/Using Ontologies Based on a Fundamental Consideration of “Role” and “Relationship”, Berlin, Heidelberg.
Liao, Jianwei, Li, Li, & Liu, Xiaoyan. (2015). An integrated, ontology-based agricultural information system. Information Development. 31(2), 150-163. doi:10.1177/0266666913510716
Mizoguchi, Riichiro, Sunagawa, Eiichi, Kozaki, Kouji, & Kitamura, Yoshinobu. (2007). The model of roles within an ontology development tool: Hozo. Appl. Ontol. 2(2), 159-179.
Muljarto, Aunur Rofiq, Salmon, Jean-Michel, Charnomordic, Brigitte, Buche, Patrice, Tireau, Anne, & Neveu, Pascal. (2017). A generic ontological network for Agri-food experiment integration – Application to viticulture and winemaking.
Computers and Electronics in Agriculture. 140, 433-442. doi:https://doi.org/10.1016/j.compag.2017.06.020
Musen, Mark A. (1993). An overview of knowledge acquisition. In D. Jean-Marc, K. Jean-Paul, & S. Reid (Eds.), Second generation expert systems (pp. 405-427): Springer-Verlag New York, Inc.
Natalya F. Noy and Deborah L. McGuinness. ``Ontology Development 101: A Guide to Creating Your First Ontology’’. Stanford Knowledge Systems Laboratory Technical Report KSL-01-05 and Stanford Medical Informatics Technical
Report SMI-2001-0880, March 2001.
Ngamsuthat, Jittakarn. (2011). GAP and Standard Longan Export. Kasikorn Newspaper, 84, 46-62.(in Thai).
Office of Agricultural Economic. (2016). Agricultural Statistics Of Thailand 2016. Retrived February 20,2018,from:http://www.oae.go.th/download/download_journal/2560/yearbook2059.pdf. (in Thai).
Shyamaladevi, K., Mirnalinee, T. T., Trueman, T. E., & Kaladevi, R. (2012, 22-24 Feb.2012). Design of ontology based ubiquitous web for agriculture ; A farmer helping system. Paper presented at the 2012 International Conference on
Computing, Communication and Applications.
Sittigul, Chatree. (2004). Management of Major Diseases and Insect Pests of Off Season Longan in Northern Area. Bangkok: The Thailand Research Fund TRF. (in Thai).
Staab, Steffen, Studer, Rudi, Schnurr, Hans-Peter, & Sure, York. (2001). Knowledge Processes and Ontologies. IEEE Intelligent Systems. 16(1), 26-34. doi:10.1109/5254.912382
Suksom, Napat, Buranarach, Marut, Thein, Ye Myat, Supnithi, Thepchai, & Netisopakul, Ponrudee. (2010). Ontology Development for Personalized Food and Nutrition RecommenderSystem. Pathumthani: National Electronics and Computer Technology Center.
Suppawattanabodee, Pracha. (1997). Study on morphology and anatomy of witches’broom infected longan (Dimocarpus longan Lour. cv. Eedor). Bangkok: The Graduate School, Kasetsart University.(in Thai).
Tiansaard, Jutamas, & Aemsombud, Orawan. (2012). An Ontology based Expert System for Diagnosis and Recommendation in Hemodialysis Patient. Journal Of Information Science And Technology. 3(2), 22-30 (in Thai).
Visitpanich, Jariya. (2000). Pest Management of Economic Important Diseases and Insect Pests of Longan and Developing Diagnostic Tool for Producing Pathogen Free Longan Plant. Bongkok: The Thailand Research Fund TRF.
(in Thai).
Visitpanich, Jariya. (2003). Determinations of the causal agents of decline, witches’ broom symptom and sudden death of longan and their control. Bangkok : The Thailand Research Fund(TRF). (in Thai).
Wei, Y. Y., Wang, R. J., Hu, Y. M., & Wang, X. (2012). From Web Resources to Agricultural Ontology: a Method for Semi-Automatic Construction. Journal of Integrative Agriculture. 11(5), 775-783.
Zheng, Ye-Lu, He, Qi-Yun, Qian, Ping, & Li, Ze. (2012). Construction of the Ontology-Based Agricultural Knowledge Management System. Journal of Integrative Agriculture. 11(5), 700-709. doi:https://doi.org/10.1016/S2095-
3119(12)60059-8
Antoniou, Grigoris, Bikakis, Antonis, Dimaresis, Nikos, Genetzakis, Manolis, Georgalis, Giannis, Governatori, Guido, Karouzaki, Efie, Kazepis, Nikolas, Kosmadakis, Dimitris, Kritsotakis, Manolis, Lilis, Giannis, Papadogiannakis, Antonis,
Pediaditis, Panagiotis, Terzakis, Constantinos, Theodosaki, Rena, & Zeginis, Dimitris. (2008). Proof explanation for a nonmonotonic Semantic Web rules language. Data & Knowledge Engineering. 64(3), 662-687. doi:https://doi.
org/10.1016/j.datak.2007.10.006
Babpraserth, Chalongchai, Klinkong, Supaporn, Chiemsombat, Pissawan, & Paradornuwat, Ampaiwan. (1994). Development of disease detection techniques for longan witches’ broom and disease epidemiology. Bangkok:
Kasetsart University Research and Development Institute. (in Thai).
Berners-Lee, T., Hendler, J., & Lassila, And. (2001). The Semantic Web: Scientific American.
Buranarach, Marut, Chalortham, Nopphadol, Chatvorawit, Piyatat, Thein, Ye Myat, & Supnithi, Thepchai. (2009). An Ontology-based Framework for Development of Clinical Reminder System to Support Chronic Disease Healthcare Paper
presented at the The Sixth Indochina Conference on Pharmaceutical Sciences (PHARMA INDOCHINA VI), Hue College of Medicine and Pharmacy, Hue City, Vietnam.
Chotirat, Wichuda, Boonrawd, Pudsadee, & Wichian, Sageemas Na. (2011). Developing an Ontology Knowledge Based for Automatic Online News Analysis. Information Technology Journal. 7(14), 13-18.(in Thai).
Chuenta, Issara, Thongkam, Jaree, & Phuboon-Ob, Jiratta. (2014). Information Retrieval In Thai Northeast Travel Utilizing Ontology. Information Technology Journal. 10(2), 15-25 (in Thai).
Gruber, Thomas R. (1995). Toward principles for the design of ontologies used for knowledge sharing? International Journal of Human-Computer Studies. 43(5), 907-928.
Huang, Yong-Qi, Cui, Wei-Hong, Zhang, Yang-Jian, & Deng, Gao-Yan. (2012). Research on Development of Agricultural Geographic Information Ontology. Journal of Integrative Agriculture. 11(5), 865-877. doi:https://doi.org/10.1016/S2095-3119(12)60077-X
Jairak, Kallaya. (2016). Applying Ontology based Recommendation System for Community Ecotourism: A Case Study of Mae Kam Pong Village, Mae On Sub-District,Chiang Mai Province. Journal of Modern Management Science.
9(2), 129-160.(in Thai).
Jonquet, Clément, Toulet, Anne, Arnaud, Elizabeth, Aubin, Sophie, Dzalé Yeumo, Esther, Emonet, Vincent, Graybeal, John, Laporte, Marie-Angélique, Musen, Mark A., Pesce, Valeria, & Larmande, Pierre. (2018). AgroPortal: A vocabulary and ontology repository for agronomy. Computers and Electronics in Agriculture. 144, 126-143.
Kawtrakul, A. (2012). Ontology Engineering and Knowledge Services for Agriculture Domain. Journal of Integrative Agriculture. 11(5), 741-751.
Kozaki, Kouji, Kitamura, Yoshinobu, Ikeda, Mitsuru, & Mizoguchi, Riichiro. (2002). Hozo: An Environment for Building/Using Ontologies Based on a Fundamental Consideration of “Role” and “Relationship”, Berlin, Heidelberg.
Liao, Jianwei, Li, Li, & Liu, Xiaoyan. (2015). An integrated, ontology-based agricultural information system. Information Development. 31(2), 150-163. doi:10.1177/0266666913510716
Mizoguchi, Riichiro, Sunagawa, Eiichi, Kozaki, Kouji, & Kitamura, Yoshinobu. (2007). The model of roles within an ontology development tool: Hozo. Appl. Ontol. 2(2), 159-179.
Muljarto, Aunur Rofiq, Salmon, Jean-Michel, Charnomordic, Brigitte, Buche, Patrice, Tireau, Anne, & Neveu, Pascal. (2017). A generic ontological network for Agri-food experiment integration – Application to viticulture and winemaking.
Computers and Electronics in Agriculture. 140, 433-442. doi:https://doi.org/10.1016/j.compag.2017.06.020
Musen, Mark A. (1993). An overview of knowledge acquisition. In D. Jean-Marc, K. Jean-Paul, & S. Reid (Eds.), Second generation expert systems (pp. 405-427): Springer-Verlag New York, Inc.
Natalya F. Noy and Deborah L. McGuinness. ``Ontology Development 101: A Guide to Creating Your First Ontology’’. Stanford Knowledge Systems Laboratory Technical Report KSL-01-05 and Stanford Medical Informatics Technical
Report SMI-2001-0880, March 2001.
Ngamsuthat, Jittakarn. (2011). GAP and Standard Longan Export. Kasikorn Newspaper, 84, 46-62.(in Thai).
Office of Agricultural Economic. (2016). Agricultural Statistics Of Thailand 2016. Retrived February 20,2018,from:http://www.oae.go.th/download/download_journal/2560/yearbook2059.pdf. (in Thai).
Shyamaladevi, K., Mirnalinee, T. T., Trueman, T. E., & Kaladevi, R. (2012, 22-24 Feb.2012). Design of ontology based ubiquitous web for agriculture ; A farmer helping system. Paper presented at the 2012 International Conference on
Computing, Communication and Applications.
Sittigul, Chatree. (2004). Management of Major Diseases and Insect Pests of Off Season Longan in Northern Area. Bangkok: The Thailand Research Fund TRF. (in Thai).
Staab, Steffen, Studer, Rudi, Schnurr, Hans-Peter, & Sure, York. (2001). Knowledge Processes and Ontologies. IEEE Intelligent Systems. 16(1), 26-34. doi:10.1109/5254.912382
Suksom, Napat, Buranarach, Marut, Thein, Ye Myat, Supnithi, Thepchai, & Netisopakul, Ponrudee. (2010). Ontology Development for Personalized Food and Nutrition RecommenderSystem. Pathumthani: National Electronics and Computer Technology Center.
Suppawattanabodee, Pracha. (1997). Study on morphology and anatomy of witches’broom infected longan (Dimocarpus longan Lour. cv. Eedor). Bangkok: The Graduate School, Kasetsart University.(in Thai).
Tiansaard, Jutamas, & Aemsombud, Orawan. (2012). An Ontology based Expert System for Diagnosis and Recommendation in Hemodialysis Patient. Journal Of Information Science And Technology. 3(2), 22-30 (in Thai).
Visitpanich, Jariya. (2000). Pest Management of Economic Important Diseases and Insect Pests of Longan and Developing Diagnostic Tool for Producing Pathogen Free Longan Plant. Bongkok: The Thailand Research Fund TRF.
(in Thai).
Visitpanich, Jariya. (2003). Determinations of the causal agents of decline, witches’ broom symptom and sudden death of longan and their control. Bangkok : The Thailand Research Fund(TRF). (in Thai).
Wei, Y. Y., Wang, R. J., Hu, Y. M., & Wang, X. (2012). From Web Resources to Agricultural Ontology: a Method for Semi-Automatic Construction. Journal of Integrative Agriculture. 11(5), 775-783.
Zheng, Ye-Lu, He, Qi-Yun, Qian, Ping, & Li, Ze. (2012). Construction of the Ontology-Based Agricultural Knowledge Management System. Journal of Integrative Agriculture. 11(5), 700-709. doi:https://doi.org/10.1016/S2095-
3119(12)60059-8
Downloads
เผยแพร่แล้ว
2019-01-10
ฉบับ
บท
บทความวิจัย (Research Article)
License
โปรดกรอกเอกสารและลงนาม "หนังสือรับรองให้ตีพิมพ์บทความในวารสารวิจัยมหาวิทยาลัยราชภัฏพระนคร สาขาวิทยาศาสตร์และเทคโนโลยี" ก่อนการตีพิมพ์
