Araştırma Makalesi
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Arıcılık Uygulamaları için Bir Ontoloji (Onto4API): Arıcılık Topluluğunda Anlamsal Birlikte Çalışabilirlik ve Bilgi Paylaşımına Doğru

Yıl 2025, Cilt: 35 Sayı: 2, 223 - 243, 31.12.2025
https://doi.org/10.18615/anadolu.1749470
https://izlik.org/JA32SJ57DY

Öz

Bu çalışma, arıcılık alanında anlamsal birlikte çalışabilirliği desteklemek ve yapılandırılmış bilgi paylaşımını kolaylaştırmak amacıyla geliştirilen Onto4API isimli alan ontolojisinin oluşturulma sürecini sunmaktadır. Onto4API, geleneksel arıcılık uygulamalarında bilgi entegrasyonunu ve karar destek sistemlerini engelleyen standart, makine tarafından yorumlanabilir ortak kavramların eksikliğine çözüm getirmeyi amaçlamaktadır. Ontoloji, Türkiye Cumhuriyeti Tarım ve Orman Bakanlığı Arıcılık Araştırma Enstitüsü'nden uzman araştırmacıların rehberliğinde geliştirilmiş olup, modern arıcılıkta kullanılan temel kavramları, ilişkileri ve üretim pratiklerini biçimsel bir yapıya kavuşturmuştur. OWL 2 ve RDF/XML sözdizimi kullanılarak oluşturulan Onto4API, 67 sınıf, 6 nesne özelliği (object property) ve 10 veri özelliğinden (data property) oluşmaktadır. Ontolojinin geliştirilme süreci, METHONTOLOGY metodolojisi temel alınarak yürütülmüş; bu sayede tanımlamadan uygulamaya ve değerlendirmeye kadar tüm adımlar metodolojik bütünlük içinde ele alınmıştır. Süreçte uzman doğrulaması, mantıksal tutarlılık kontrolleri ve SPARQL temelli fonksiyonel testler uygulanmıştır. Ontolojinin pratik yararını göstermek amacıyla, ASP.NET MVC ve dotNetRDF teknolojileri kullanılarak SPARQL tabanlı soru-cevap sistemiyle çalışan web tabanlı bir eğitim aracı geliştirilmiştir. Yeniden kullanılabilir ve genişletilebilir bir anlamsal çerçeve sunan Onto4API, yalnızca arıcılık alanındaki dijital dönüşüme katkı sağlamakla kalmayıp, gelecekte geliştirilecek karar destek sistemleri, eğitim platformları ve birlikte çalışabilir veri servisleri için de sağlam bir temel oluşturmaktadır.

Kaynakça

  • Ali, E., A. Saad, M. Younis, and A. Metwally. 2023. Using Sensing Technology Inside Beehive to Determine the Optimal Conditions Affecting the Demand for Bee (Apis mellifera L.) Venom Collector Device. International Journal of Engineering Science and Technology 12: 76–85.
  • Bankova, V., Bertelli, D., Borba, R., Conti, B. J., da Silva Cunha, I. B., Danert, C., Eberlin, M. N., I Falcão, S., Isla, M. I., Moreno, M. I. N., Papotti, G., Popova, M., Santiago, K. B., Salas, A., Sawaya, A. C. H. F., Schwab, N. V., Sforcin, J. M., Simone-Finstrom, M., Spivak, M., … Zampini, C. (2019). Standard methods for Apis mellifera propolis research. Journal of Apicultural Research 58(2): 1–49. https://doi.org/10.1080/00218839.2016.1222661
  • Blackiston, H. 2019. Building Beehives For Dummies. John Wiley & Sons.
  • Campos, M.G., O. Anjos, M. Chica, P. Campoy, J. Nozkova, N. Almaraz-Abarca, L.M.R.C. Barreto, J.C. Nordi, L.M. Estevinho, A. Pascoal, V.B. Paula, A. Chopina, L.G. Dias, Ž.L. Tešić, M.D. Mosić, A.Ž. Kostić, M.B. Pešić, D.M. Milojković-Opsenica, W. Sickel and N.L. Carreck. 2021. Standard methods for pollen research. Journal of Apicultural Research 60(4): 1–109. https://doi.org/10.1080/00218839.2021.1948240
  • Coggshall, W. L., and R. A. Morse. 1984. Beeswax: Production, Harvesting, Processing, and Products. Wicwas Press.
  • Fernández‑López, M., A. Gómez‑Pérez, & N. Juristo. 1997. Methontology: From ontological art towards ontological engineering. Spring Symposium on Ontological Engineering, AAAI Technical Report SS‑97‑06, 33–40. http://aaaipress.org/Papers/Symposia/Spring/1997/SS-97-06/SS97-06-005.pdf
  • Ghisalberti, E. L. 1979. Propolis: A Review. Bee World. https://www.tandfonline.com/doi/abs/10.1080/0005772X.1979.11097738
  • Hessel, E. V. S., Y. C. M. Staal, and A. H. Piersma. 2018. Design and validation of an ontology-driven animal-free testing strategy for developmental neurotoxicity testing. Toxicology and Applied Pharmacology 354: 136–152. https://doi.org/10.1016/j.taap.2018.03.013
  • Hidayat, S. A., A. Susilo, and D. Masyithoh. 2021. Effect of change in moisture content of Sumatra Forest Honey on total sugar, electrical conductivity and color. IOP Conference Series: Earth and Environmental Science 788(1): 012107. https://doi.org/10.1088/1755-1315/788/1/012107
  • Hu, F.-L., K. Bíliková, H. Casabianca, G. Daniele, F.S. Salmen Espindola, M. Feng, C. Guan, B. Han, T.K. Kraková, J.-K. Li, L. Li, X.-A. Li, J. Šimúth, L.-M. Wu, Y.-Q. Wu, X.-F. Xue, Y.-B. Xue, K. Yamaguchi, Z.-J. Zeng, … and J.-H. Zhou. 2019. Standard methods for Apis mellifera royal jelly research. Journal of Apicultural Research 58(2): 1–68. https://doi.org/10.1080/00218839.2017.1286003
  • Huang, Z. 2012. Pollen nutrition affects honey bee stress resistance. https://doi.org/10.1163/187498312X639568
  • Hughes, L. M., J. Bao, Z.-L. Hu, V. Honavar, and J. M. Reecy. 2008. Animal trait ontology: The importance and usefulness of a unified trait vocabulary for animal species. Journal of Animal Science 86(6): 1485–1491. https://doi.org/10.2527/jas.2008-0930
  • Khalil, A., B. H. Elesawy, T. M. Ali, and O. M. Ahmed. 2021.Bee Venom: From Venom to Drug. Molecules 26(16): 4941. https://doi.org/10.3390/molecules26164941
  • Kieliszek, M., K. Piwowarek, A. M. Kot, S. Błażejak, A. Chlebowska-Śmigiel, and I. Wolska. 2018. Pollen and bee bread as new health-oriented products: A review. Trends in Food Science & Technology 71: 170–180. https://doi.org/10.1016/j.tifs.2017.10.021
  • Laidlaw, H. H., and R. E. Page. 1997. Queen rearing and bee breeding. Wicwas Press. https://cir.nii.ac.jp/crid/1970586434903872183
  • Martin, E. C., Oertel, E., Nye, N. P., and others. 1980. Beekeeping in the United States (Agriculture Handbook No. 335). U.S. Department of Agriculture.
  • Pavel, C.I., L.A. Mărghitaș, O. Bobiș, D.S. Dezmirean, A. Șapcaliu, I. Radoi ve M.N. Mădaș. 2011. Biological activities of royal jelly—Review. Scientific Papers: Animal Science and Biotechnologies 44(2): 108–108.
  • Potts, S. G., J. C. Biesmeijer, C. Kremen, P. Neumann, O. Schweiger, and W. E. Kunin. 2010. Global pollinator declines: Trends, impacts and drivers. Trends in Ecology & Evolution 25(6): 345–353. https://doi.org/10.1016/j. tree.2010.01.007
  • Seeley, T. D. 2002. The effect of drone comb on a honey bee colony’s production of honey. Apidologie 33(1): 75–86. https://doi.org/10.1051/apido:2001008
  • Seeley, T. D. 2009. The Wisdom of the Hive: The social physiology of honey bee colonies. Harvard University Press.
  • Sidor, E., and M. Dżugan. 2020. Drone Brood Homogenate as Natural Remedy for Treating Health Care Problem: A Scientific and Practical Approach. Molecules 25(23): 5699. https://doi.org/10.3390/molecules25235699
  • Steeves, H. P. 1999. Animal Others: On Ethics, Ontology, and Animal Life. State University of New York Press (SUNY Press)
  • Tulloch, A. P. 1980. Beeswax—Composition and Analysis. Bee World. https://www.tandfonline.com/doi/abs/ 10.1080/0005772X.1980.11097776
  • van Toor, R. F., and R. P. Littlejohn. 1994. Evaluation of hive management techniques in production of royal jelly by honey bees (Apis mellifera) in New Zealand. Journal of Apicultural Research 33(3): 160–166. https://doi.org/10.1080/ 00218839.1994.11100864
  • Vanbergen, A.J., M. Baude, J.C. Biesmeijer, N.F. Britton, M.J.F. Brown, J. Bryden, G.E. Budge, J.C. Bull, C. Carvell, A.J. Challinor, C.N. Connolly, D.J. Evans, E.J. Feil, M.P. Garratt, M.K. Greco, M.S. Heard, V.A.A. Jansen, M.J. Keeling, W.E. Kunin, … and G.A. Wright. 2013. Threats to an ecosystem service: Pressures on pollinators. Frontiers in Ecology and the Environment 11(5): 251–259. https://doi.org/10.1890/120126
  • Weinstock, G.M., E. Elhaik, R. Wright ve Honeybee Genome Sequencing Consortium. 2006. Insights into social insects from the genome of the honeybee Apis mellifera. Nature 443(7114): 931–949. https://doi.org/10.1038/nature05260
  • White, J. W. 1978. Honey. pp. 287–374 In C. O. Chichester (Ed.), Advances in Food Research (24). Academic Press. https://doi.org/10.1016/S0065-2628(08)60160-3
  • Winston, M. L. 1991. The Biology of the Honey Bee. Harvard University Press.
  • Yang, S., S. Deng, H. Kuang, D. Zhou, X. Gong, and K. Dong. 2021. Evaluating and Comparing the Natural Cell Structure and Dimensions of Honey Bee Comb Cells of Chinese Bee, Apis cerana cerana (Hymenoptera: Apidae) and Italian Bee, Apis mellifera ligustica (Hymenoptera: Apidae). Journal of Insect Science 21(4): 1. https://doi.org/10.1093/ jisesa/ieab042

An Ontology for Apiculture Practices (Onto4API): Towards Semantic Interoperability and Knowledge Sharing in the Apiculture Community

Yıl 2025, Cilt: 35 Sayı: 2, 223 - 243, 31.12.2025
https://doi.org/10.18615/anadolu.1749470
https://izlik.org/JA32SJ57DY

Öz

This study presents the development of Onto4API, a domain ontology designed to support semantic interoperability and structured knowledge sharing in the field of apiculture. The ontology addresses the lack of standardized, machine-interpretable vocabularies that hinder knowledge integration and decision support in traditional beekeeping practices. Developed under the guidance of subject-matter experts from the Türkiye Apiculture Research Institute, Onto4API formalizes key concepts, relationships, and production practices in modern beekeeping. The ontology was built using OWL 2 and RDF/XML syntax, and includes 67 classes, six object properties, and 10 data properties. Following the METHONTOLOGY framework, our approach ensures methodological rigor from specification to implementation and evaluation, combining expert validation, reasoning-based consistency checks, and SPARQL-based functional testing. To demonstrate its practical utility, a web-based educational tool was implemented using ASP.NET MVC and dotNetRDF. This prototype enables users to explore apiculture knowledge through SPARQL-based queries in a guided question-and-answer format. By providing a reusable and extensible semantic framework, Onto4API lays the groundwork for future ontology-driven agricultural systems, including intelligent decision support, educational tools, and interoperable data services in apiculture and beyond.

Kaynakça

  • Ali, E., A. Saad, M. Younis, and A. Metwally. 2023. Using Sensing Technology Inside Beehive to Determine the Optimal Conditions Affecting the Demand for Bee (Apis mellifera L.) Venom Collector Device. International Journal of Engineering Science and Technology 12: 76–85.
  • Bankova, V., Bertelli, D., Borba, R., Conti, B. J., da Silva Cunha, I. B., Danert, C., Eberlin, M. N., I Falcão, S., Isla, M. I., Moreno, M. I. N., Papotti, G., Popova, M., Santiago, K. B., Salas, A., Sawaya, A. C. H. F., Schwab, N. V., Sforcin, J. M., Simone-Finstrom, M., Spivak, M., … Zampini, C. (2019). Standard methods for Apis mellifera propolis research. Journal of Apicultural Research 58(2): 1–49. https://doi.org/10.1080/00218839.2016.1222661
  • Blackiston, H. 2019. Building Beehives For Dummies. John Wiley & Sons.
  • Campos, M.G., O. Anjos, M. Chica, P. Campoy, J. Nozkova, N. Almaraz-Abarca, L.M.R.C. Barreto, J.C. Nordi, L.M. Estevinho, A. Pascoal, V.B. Paula, A. Chopina, L.G. Dias, Ž.L. Tešić, M.D. Mosić, A.Ž. Kostić, M.B. Pešić, D.M. Milojković-Opsenica, W. Sickel and N.L. Carreck. 2021. Standard methods for pollen research. Journal of Apicultural Research 60(4): 1–109. https://doi.org/10.1080/00218839.2021.1948240
  • Coggshall, W. L., and R. A. Morse. 1984. Beeswax: Production, Harvesting, Processing, and Products. Wicwas Press.
  • Fernández‑López, M., A. Gómez‑Pérez, & N. Juristo. 1997. Methontology: From ontological art towards ontological engineering. Spring Symposium on Ontological Engineering, AAAI Technical Report SS‑97‑06, 33–40. http://aaaipress.org/Papers/Symposia/Spring/1997/SS-97-06/SS97-06-005.pdf
  • Ghisalberti, E. L. 1979. Propolis: A Review. Bee World. https://www.tandfonline.com/doi/abs/10.1080/0005772X.1979.11097738
  • Hessel, E. V. S., Y. C. M. Staal, and A. H. Piersma. 2018. Design and validation of an ontology-driven animal-free testing strategy for developmental neurotoxicity testing. Toxicology and Applied Pharmacology 354: 136–152. https://doi.org/10.1016/j.taap.2018.03.013
  • Hidayat, S. A., A. Susilo, and D. Masyithoh. 2021. Effect of change in moisture content of Sumatra Forest Honey on total sugar, electrical conductivity and color. IOP Conference Series: Earth and Environmental Science 788(1): 012107. https://doi.org/10.1088/1755-1315/788/1/012107
  • Hu, F.-L., K. Bíliková, H. Casabianca, G. Daniele, F.S. Salmen Espindola, M. Feng, C. Guan, B. Han, T.K. Kraková, J.-K. Li, L. Li, X.-A. Li, J. Šimúth, L.-M. Wu, Y.-Q. Wu, X.-F. Xue, Y.-B. Xue, K. Yamaguchi, Z.-J. Zeng, … and J.-H. Zhou. 2019. Standard methods for Apis mellifera royal jelly research. Journal of Apicultural Research 58(2): 1–68. https://doi.org/10.1080/00218839.2017.1286003
  • Huang, Z. 2012. Pollen nutrition affects honey bee stress resistance. https://doi.org/10.1163/187498312X639568
  • Hughes, L. M., J. Bao, Z.-L. Hu, V. Honavar, and J. M. Reecy. 2008. Animal trait ontology: The importance and usefulness of a unified trait vocabulary for animal species. Journal of Animal Science 86(6): 1485–1491. https://doi.org/10.2527/jas.2008-0930
  • Khalil, A., B. H. Elesawy, T. M. Ali, and O. M. Ahmed. 2021.Bee Venom: From Venom to Drug. Molecules 26(16): 4941. https://doi.org/10.3390/molecules26164941
  • Kieliszek, M., K. Piwowarek, A. M. Kot, S. Błażejak, A. Chlebowska-Śmigiel, and I. Wolska. 2018. Pollen and bee bread as new health-oriented products: A review. Trends in Food Science & Technology 71: 170–180. https://doi.org/10.1016/j.tifs.2017.10.021
  • Laidlaw, H. H., and R. E. Page. 1997. Queen rearing and bee breeding. Wicwas Press. https://cir.nii.ac.jp/crid/1970586434903872183
  • Martin, E. C., Oertel, E., Nye, N. P., and others. 1980. Beekeeping in the United States (Agriculture Handbook No. 335). U.S. Department of Agriculture.
  • Pavel, C.I., L.A. Mărghitaș, O. Bobiș, D.S. Dezmirean, A. Șapcaliu, I. Radoi ve M.N. Mădaș. 2011. Biological activities of royal jelly—Review. Scientific Papers: Animal Science and Biotechnologies 44(2): 108–108.
  • Potts, S. G., J. C. Biesmeijer, C. Kremen, P. Neumann, O. Schweiger, and W. E. Kunin. 2010. Global pollinator declines: Trends, impacts and drivers. Trends in Ecology & Evolution 25(6): 345–353. https://doi.org/10.1016/j. tree.2010.01.007
  • Seeley, T. D. 2002. The effect of drone comb on a honey bee colony’s production of honey. Apidologie 33(1): 75–86. https://doi.org/10.1051/apido:2001008
  • Seeley, T. D. 2009. The Wisdom of the Hive: The social physiology of honey bee colonies. Harvard University Press.
  • Sidor, E., and M. Dżugan. 2020. Drone Brood Homogenate as Natural Remedy for Treating Health Care Problem: A Scientific and Practical Approach. Molecules 25(23): 5699. https://doi.org/10.3390/molecules25235699
  • Steeves, H. P. 1999. Animal Others: On Ethics, Ontology, and Animal Life. State University of New York Press (SUNY Press)
  • Tulloch, A. P. 1980. Beeswax—Composition and Analysis. Bee World. https://www.tandfonline.com/doi/abs/ 10.1080/0005772X.1980.11097776
  • van Toor, R. F., and R. P. Littlejohn. 1994. Evaluation of hive management techniques in production of royal jelly by honey bees (Apis mellifera) in New Zealand. Journal of Apicultural Research 33(3): 160–166. https://doi.org/10.1080/ 00218839.1994.11100864
  • Vanbergen, A.J., M. Baude, J.C. Biesmeijer, N.F. Britton, M.J.F. Brown, J. Bryden, G.E. Budge, J.C. Bull, C. Carvell, A.J. Challinor, C.N. Connolly, D.J. Evans, E.J. Feil, M.P. Garratt, M.K. Greco, M.S. Heard, V.A.A. Jansen, M.J. Keeling, W.E. Kunin, … and G.A. Wright. 2013. Threats to an ecosystem service: Pressures on pollinators. Frontiers in Ecology and the Environment 11(5): 251–259. https://doi.org/10.1890/120126
  • Weinstock, G.M., E. Elhaik, R. Wright ve Honeybee Genome Sequencing Consortium. 2006. Insights into social insects from the genome of the honeybee Apis mellifera. Nature 443(7114): 931–949. https://doi.org/10.1038/nature05260
  • White, J. W. 1978. Honey. pp. 287–374 In C. O. Chichester (Ed.), Advances in Food Research (24). Academic Press. https://doi.org/10.1016/S0065-2628(08)60160-3
  • Winston, M. L. 1991. The Biology of the Honey Bee. Harvard University Press.
  • Yang, S., S. Deng, H. Kuang, D. Zhou, X. Gong, and K. Dong. 2021. Evaluating and Comparing the Natural Cell Structure and Dimensions of Honey Bee Comb Cells of Chinese Bee, Apis cerana cerana (Hymenoptera: Apidae) and Italian Bee, Apis mellifera ligustica (Hymenoptera: Apidae). Journal of Insect Science 21(4): 1. https://doi.org/10.1093/ jisesa/ieab042
Toplam 29 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Hassas Tarım Teknolojileri
Bölüm Araştırma Makalesi
Yazarlar

Sahin Aydin 0000-0001-7355-5339

Samet Okuyan 0000-0002-4356-4733

Serhat Solmaz 0000-0002-8108-8192

Gönderilme Tarihi 23 Temmuz 2025
Kabul Tarihi 14 Ekim 2025
Yayımlanma Tarihi 31 Aralık 2025
DOI https://doi.org/10.18615/anadolu.1749470
IZ https://izlik.org/JA32SJ57DY
Yayımlandığı Sayı Yıl 2025 Cilt: 35 Sayı: 2

Kaynak Göster

APA Aydin, S., Okuyan, S., & Solmaz, S. (2025). An Ontology for Apiculture Practices (Onto4API): Towards Semantic Interoperability and Knowledge Sharing in the Apiculture Community. ANADOLU Journal of Aegean Agricultural Research Institute, 35(2), 223-243. https://doi.org/10.18615/anadolu.1749470
AMA 1.Aydin S, Okuyan S, Solmaz S. An Ontology for Apiculture Practices (Onto4API): Towards Semantic Interoperability and Knowledge Sharing in the Apiculture Community. ANADOLU. 2025;35(2):223-243. doi:10.18615/anadolu.1749470
Chicago Aydin, Sahin, Samet Okuyan, ve Serhat Solmaz. 2025. “An Ontology for Apiculture Practices (Onto4API): Towards Semantic Interoperability and Knowledge Sharing in the Apiculture Community”. ANADOLU Journal of Aegean Agricultural Research Institute 35 (2): 223-43. https://doi.org/10.18615/anadolu.1749470.
EndNote Aydin S, Okuyan S, Solmaz S (01 Aralık 2025) An Ontology for Apiculture Practices (Onto4API): Towards Semantic Interoperability and Knowledge Sharing in the Apiculture Community. ANADOLU Journal of Aegean Agricultural Research Institute 35 2 223–243.
IEEE [1]S. Aydin, S. Okuyan, ve S. Solmaz, “An Ontology for Apiculture Practices (Onto4API): Towards Semantic Interoperability and Knowledge Sharing in the Apiculture Community”, ANADOLU, c. 35, sy 2, ss. 223–243, Ara. 2025, doi: 10.18615/anadolu.1749470.
ISNAD Aydin, Sahin - Okuyan, Samet - Solmaz, Serhat. “An Ontology for Apiculture Practices (Onto4API): Towards Semantic Interoperability and Knowledge Sharing in the Apiculture Community”. ANADOLU Journal of Aegean Agricultural Research Institute 35/2 (01 Aralık 2025): 223-243. https://doi.org/10.18615/anadolu.1749470.
JAMA 1.Aydin S, Okuyan S, Solmaz S. An Ontology for Apiculture Practices (Onto4API): Towards Semantic Interoperability and Knowledge Sharing in the Apiculture Community. ANADOLU. 2025;35:223–243.
MLA Aydin, Sahin, vd. “An Ontology for Apiculture Practices (Onto4API): Towards Semantic Interoperability and Knowledge Sharing in the Apiculture Community”. ANADOLU Journal of Aegean Agricultural Research Institute, c. 35, sy 2, Aralık 2025, ss. 223-4, doi:10.18615/anadolu.1749470.
Vancouver 1.Sahin Aydin, Samet Okuyan, Serhat Solmaz. An Ontology for Apiculture Practices (Onto4API): Towards Semantic Interoperability and Knowledge Sharing in the Apiculture Community. ANADOLU. 01 Aralık 2025;35(2):223-4. doi:10.18615/anadolu.1749470
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