Araştırma Makalesi
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Determining a new limit value for asbestos exposure using a fuzzy logic approach

Yıl 2025, Cilt: 9 Sayı: 2, 424 - 442, 30.12.2025
https://doi.org/10.56554/jtom.1710322

Öz

In this study, a fuzzy logic approach was used to determine a new limit value for asbestos exposure. Asbestos is a substance subject to strict regulations due to its adverse effects on human health. Different countries apply different limit values. In this study, a fuzzy inference system was used by considering existing measurement data, international limit values, and risk factors. A total of 289 asbestos measurement results were analyzed and limit values in different countries were compared. The fuzzy inference system was designed using three input variables (current measurements, international limits, and risk factor) and one output variable (new limit value). The system proposed differentiated limit values according to hazard classes for a scenario based on real data statistics. The overall average limit value calculated by the model was 0.013 fiber/cm³. This value is lower than the current EU and US standard of 0.1 fiber/cm³, but higher than the lowest limit value of 0.01 fiber/cm³ applied in some developed countries. The proposed new limit value offers a balanced approach when existing measurement results, international standards, and risk factors are taken into consideration.

Kaynakça

  • American Thoracic Society. Diagnosis and initial management of nonmalignant diseases related to asbestos. Am J Respir Crit Care Med. 2004 Sep 15;170(6):691-715. doi: 10.1164/rccm.200310-1436ST. PMID: 15355871. https://doi.org/10.1164/rccm.200310-1436ST
  • Avrupa Komisyonu. (1999). Commission Directive 1999/77/EC of 26 July 1999 adapting to technical progress for the sixth time Annex I to Council Directive 76/769/EEC on the approximation of the laws, regulations and administrative provisions of the Member States relating to restrictions on the marketing and use of certain dangerous substances and preparations (asbestos) Erişim adresi: https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:31999L0077
  • Avrupa Komisyonu. (2022). Proposal for a Directive of the European Parliament and of the Council amending Directive 2009/148/EC on the protection of workers from the risks related to exposure to asbestos at work. COM(2022) 489 final. Erişim adresi: https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52022PC0489 Bartrip PW. History of asbestos related disease. Postgrad Med J. 2004 Feb;80(940):72-6. doi: 10.1136/pmj.2003.012526. PMID: 14970292; PMCID: PMC1742940. https://doi.org/10.1136/pmj.2003.012526
  • Bianchi, C., & Bianchi, T. (2007). Malignant mesothelioma: global incidence and relationship with asbestos. Industrial Health, 45(3), 379-387. doi:10.2486/indhealth.45.379 https://doi.org/10.2486/indhealth.45.379
  • Carney, J.M., Sporn, T.A. (2025). Asbestosis. In: Oury, T.D., Roggli, V.L., Sporn, T.A., Pavlisko, E.N. (eds) Pathology of Asbestos-Associated Diseases. Springer, Cham. https://doi.org/10.1007/978-3-031-89250-9_4.
  • Current Lung Asbestosis Approach for Diagnosis, Not Just Histopathology: A Literature Review. (2025). Jurnal Respirologi Indonesia, 45(1), 77–86. https://doi.org/10.36497/jri.v45i1.678.
  • Çalışma ve Sosyal Güvenlik Bakanlığı (ÇSGB). (2013, 25 Ocak). Asbestle Çalışmalarda Sağlık ve Güvenlik Önlemleri Hakkında Yönetmelik. T.C. Resmi Gazete, 28539.
  • Çevre ve Şehircilik Bakanlığı. (2014, 21 Kasım). Bazı Tehlikeli Maddelerin, Müstahzarların ve Eşyaların Üretimine, Piyasaya Arzına ve Kullanımına İlişkin Kısıtlamalar Hakkında Yönetmelikte Değişiklik Yapılmasına Dair Yönetmelik. T.C. Resmi Gazete, 29182.
  • Doll, R. (1955). Mortality from lung cancer in asbestos workers. British Journal of Industrial Medicine, 12(2), 81-86. doi:10.1136/oem.12.2.81
  • Dünya Sağlık Örgütü (DSÖ). (2014). Chrysotile Asbestos. Geneva: World Health Organization. https://www.who.int/publications/i/item/9789241564816
  • Dünya Sağlık Örgütü (DSÖ). (2024). Asbestos Erişim adresi: https://www.who.int/news-room/fact-sheets/detail/asbestos
  • Gul, M., & Ak, M. F. (2018). A comparative outline for quantifying risk ratings in occupational health and safety risk assessment. Journal of Cleaner Production, 196, 653-664. doi:10.1016/j.jclepro.2018.06.106. https://doi.org/10.1016/j.jclepro.2018.06.106
  • Haining K, Hejun F, Yan Z, Chunjuan Z, Chen Z, Yajun H. Design of teaching quality evaluation model based on fuzzy mathematics and SVM algorithm. Journal of Intelligent & Fuzzy Systems. 2018;35(3):3091-3099. doi:10.3233/JIFS-169663
  • Gul, M. (2019). A fuzzy-based occupational health and safety risk assessment framework and a case study in an international port authority. Journal of Marine Engineering & Technology, 19(4), 161–175. https://doi.org/10.1080/20464177.2019.1670994
  • Heuts, P. (2023). Why does the Netherlands have the lowest asbestos occupational exposure limit in Europe? HesaMag+, (27), 18-20. Erişim adresi: https://www.etui.org/publications/time-act-asbestos International Ban Asbestos Secretariat. (2023). Current Asbestos Bans. Erişim adresi: http://www.ibasecretariat.org/alpha_ban_list.php
  • International Labour Organization (ILO). (2006). Resolution concerning asbestos. International Labour Conference, 95th Session, Geneva. https://www.ilo.org/resource/resolution-concerning-asbestos-2006 Japan Society for Occupational Health May 25, 2022. Recommendation of occupational exposure limits (2022-2023). Environ Occup Health Pract. 2022 Sep 16;4(1):ROEL2022. doi: 10.1539/eohp.ROEL2022. PMID: 40060316; PMCID: PMC11841781.
  • Kazan-Allen, L. (2019). Chronology of asbestos bans and restrictions. International Ban Asbestos Secretariat. Erişim adresi: http://ibasecretariat.org/chron_ban_list.php.
  • Jaurand Marie-Claude , Murphy Fiona , Felley-Bosco Emanuela, Asbestos and disease genomics: is mesothelioma a genomic paradigm?, Frontiersin Toxicology, Volume 6 2024, 2025, DOI=10.3389/ftox.2024.1536344, ISSN=2673-3080.
  • Li, H., Roggli, V.L. (2025). Asbestos Bodies and Non-asbestos Ferruginous Bodies. In: Oury, T.D., Roggli, V.L., Sporn, T.A., Pavlisko, E.N. (eds) Pathology of Asbestos-Associated Diseases. Springer, Cham. https://doi.org/10.1007/978-3-031-89250-9_3.
  • Mamdani, E. H., & Assilian, S. (1975). An experiment in linguistic synthesis with a fuzzy logic controller. International Journal of Man-Machine Studies, 7(1), 1–13. https://doi.org/10.1016/S0020-7373(75)80002-2
  • Macher GZ, Torma A, Beke D. Examining the Environmental Ramifications of Asbestos Fiber Movement Through the Water-Soil Continuum: A Review. Int J Environ Res Public Health. 2025 Mar 26;22(4):505. doi: 10.3390/ijerph22040505. PMID: 40283732; PMCID: PMC12026592.
  • Markowitz SB, Levin SM, Miller A, Morabia A. Asbestos, asbestosis, smoking, and lung cancer. New findings from the North American insulator cohort. Am J Respir Crit Care Med. 2013 Jul 1;188(1):90-6. doi: 10.1164/rccm.201302-0257OC. PMID: 23590275.
  • Mossman BT, Lippmann M, Hesterberg TW, Kelsey KT, Barchowsky A, Bonner JC. Pulmonary endpoints (lung carcinomas and asbestosis) following inhalation exposure to asbestos. J Toxicol Environ Health B Crit Rev. 2011;14(1-4):76-121. doi: 10.1080/10937404.2011.556047. PMID: 21534086; PMCID: PMC3118517.
  • National Institute for Occupational Safety and Health (NIOSH). (2023). NIOSH Pocket Guide to Chemical Hazards: Asbestos. Centers for Disease Control and Prevention. Erişim adresi: https://www.cdc.gov/niosh/npg/npgd0041.html
  • Occupational Safety and Health Administration (OSHA). (2023). Permissible Exposure Limits – Annotated Tables. United States Department of Labor. Erişim adresi: https://www.osha.gov/annotated-pels
  • Ak, M.F., Yucesan, M. & Gul, M. Occupational health, safety and environmental risk assessment in textile production industry through a Bayesian BWM-VIKOR approach. Stoch Environ Res Risk Assess 36, 629–642 (2022). https://doi.org/10.1007/s00477-021-02069-y
  • Paustenbach DJ. The practice of exposure assessment: a state-of-the-art review. J Toxicol Environ Health B Crit Rev. 2000 Jul-Sep;3(3):179-291. doi: 10.1080/10937400050045264. PMID: 10911984. Safe Work Australia. (2024). Workplace exposure standards for chemicals. Canberra: Australian Government. https://hcis.safeworkaustralia.gov.au/ExposureStandards/Document?exposureStandardID=1056
  • Schenk, Linda & Hansson, Sven Ove & Rudén, Christina & Gilek, Michael. (2008). Occupational exposure limits: A comparative study. Regulatory toxicology and pharmacology : RTP. 50. 261-70. 10.1016/j.yrtph.2007.12.004.
  • Stayner L, Kuempel E, Gilbert S, Hein M, Dement J. An epidemiological study of the role of chrysotile asbestos fibre dimensions in determining respiratory disease risk in exposed workers. Occup Environ Med. 2008 Sep;65(9):613-9. doi: 10.1136/oem.2007.035584. Epub 2007 Dec 20. PMID: 18096653.
  • Stayner L, Welch LS, Lemen R. The worldwide pandemic of asbestos-related diseases. Annu Rev Public Health. 2013;34:205-16. doi: 10.1146/annurev-publhealth-031811-124704. Epub 2013 Jan 4. PMID: 23297667.
  • The Japan Society for Occupational Health May 22, 2024, Recommendation of occupational exposure limits (2024–2025), Environmental and Occupational Health Practice, 2024, Volume 6, Issue 1, Released on J-STAGE September 30, 2024, Advance online publication September 06, 2024, Online ISSN 2434-4931, https://doi.org/10.1539/eohp.ROEL2024.
  • Uluslararası Kanser Araştırmaları Ajansı (IARC). (2012). Arsenic, Metals, Fibres and Dusts. IARC Monographs on the Evaluation of Carcinogenic Risks to Humans, Vol. 100C. Lyon, France: IARC Press.
  • U.S. Geological Survey. (2023). Mineral Commodity Summaries 2023. Reston, VA: U.S. Geological Survey. Erişim adresi: https://www.usgs.gov/publications/mineral-commodity-summaries-2023
  • Naim, M. A. A. Z., & Ahmed, R. (2025). Occupational Hazards in the Mining Industry: A Focus on Chrysotile Asbestos Exposure and Health Outcomes. Epidemiology and Health Data Insights, 1(1), ehdi005. https://doi.org/10.63946/ehdi/16411
  • Wagner, J. C., Sleggs, C. A., & Marchand, P. (1960). Diffuse pleural mesothelioma and asbestos exposure in the North Western Cape Province. British Journal of Industrial Medicine, 17(4), 260-271. doi:10.1136/oem.17.4.260 Zadeh, L. A. (1965). Fuzzy sets. Information and control, 8(3), 338-353. doi:10.1016/S0019-9958(65)90241-X.

Asbest maruziyeti için bulanik mantik yaklaşimi ile yeni bir limit değeri belirleme

Yıl 2025, Cilt: 9 Sayı: 2, 424 - 442, 30.12.2025
https://doi.org/10.56554/jtom.1710322

Öz

Bu çalışmada, asbest maruziyeti için yeni bir limit değeri belirlemek amacıyla bulanık mantık yaklaşımı kullanılmıştır. Asbest, insan sağlığına olumsuz etkileri nedeniyle sıkı düzenlemelere tabi tutulan bir maddedir. Farklı ülkeler farklı limit değerleri uygulamaktadır. Bu çalışmada, mevcut ölçüm verileri, uluslararası limit değerleri ve risk faktörleri dikkate alınarak bulanık çıkarım sistemi kullanılmıştır. Toplam 289 asbest ölçüm sonucu analiz edilmiş ve farklı ülkelerdeki limit değerleri karşılaştırılmıştır. Bulanık çıkarım sistemi, üç giriş değişkeni (mevcut ölçümler, uluslararası limitler ve risk faktörü) ve bir çıkış değişkeni (yeni limit değeri) kullanılarak tasarlanmıştır. Sistem, gerçek veri istatistiklerine dayalı bir senaryo için, tehlike sınıflarına göre farklılaştırılmış limit değerler önermiştir. Model tarafından hesaplanan genel ortalama limit değer 0.013 lif/ cm³ olmuştur. Bu değer, mevcut AB ve ABD standardı olan 0.1 lif/cm³'ten daha düşük, ancak bazı gelişmiş ülkelerde uygulanan en düşük limit değeri olan 0.01 lif/cm³'ten daha yüksektir. Önerilen yeni limit değeri, mevcut ölçüm sonuçları, uluslararası standartlar ve risk faktörleri dikkate alındığında dengeli bir yaklaşım sunmaktadır.

Kaynakça

  • American Thoracic Society. Diagnosis and initial management of nonmalignant diseases related to asbestos. Am J Respir Crit Care Med. 2004 Sep 15;170(6):691-715. doi: 10.1164/rccm.200310-1436ST. PMID: 15355871. https://doi.org/10.1164/rccm.200310-1436ST
  • Avrupa Komisyonu. (1999). Commission Directive 1999/77/EC of 26 July 1999 adapting to technical progress for the sixth time Annex I to Council Directive 76/769/EEC on the approximation of the laws, regulations and administrative provisions of the Member States relating to restrictions on the marketing and use of certain dangerous substances and preparations (asbestos) Erişim adresi: https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:31999L0077
  • Avrupa Komisyonu. (2022). Proposal for a Directive of the European Parliament and of the Council amending Directive 2009/148/EC on the protection of workers from the risks related to exposure to asbestos at work. COM(2022) 489 final. Erişim adresi: https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52022PC0489 Bartrip PW. History of asbestos related disease. Postgrad Med J. 2004 Feb;80(940):72-6. doi: 10.1136/pmj.2003.012526. PMID: 14970292; PMCID: PMC1742940. https://doi.org/10.1136/pmj.2003.012526
  • Bianchi, C., & Bianchi, T. (2007). Malignant mesothelioma: global incidence and relationship with asbestos. Industrial Health, 45(3), 379-387. doi:10.2486/indhealth.45.379 https://doi.org/10.2486/indhealth.45.379
  • Carney, J.M., Sporn, T.A. (2025). Asbestosis. In: Oury, T.D., Roggli, V.L., Sporn, T.A., Pavlisko, E.N. (eds) Pathology of Asbestos-Associated Diseases. Springer, Cham. https://doi.org/10.1007/978-3-031-89250-9_4.
  • Current Lung Asbestosis Approach for Diagnosis, Not Just Histopathology: A Literature Review. (2025). Jurnal Respirologi Indonesia, 45(1), 77–86. https://doi.org/10.36497/jri.v45i1.678.
  • Çalışma ve Sosyal Güvenlik Bakanlığı (ÇSGB). (2013, 25 Ocak). Asbestle Çalışmalarda Sağlık ve Güvenlik Önlemleri Hakkında Yönetmelik. T.C. Resmi Gazete, 28539.
  • Çevre ve Şehircilik Bakanlığı. (2014, 21 Kasım). Bazı Tehlikeli Maddelerin, Müstahzarların ve Eşyaların Üretimine, Piyasaya Arzına ve Kullanımına İlişkin Kısıtlamalar Hakkında Yönetmelikte Değişiklik Yapılmasına Dair Yönetmelik. T.C. Resmi Gazete, 29182.
  • Doll, R. (1955). Mortality from lung cancer in asbestos workers. British Journal of Industrial Medicine, 12(2), 81-86. doi:10.1136/oem.12.2.81
  • Dünya Sağlık Örgütü (DSÖ). (2014). Chrysotile Asbestos. Geneva: World Health Organization. https://www.who.int/publications/i/item/9789241564816
  • Dünya Sağlık Örgütü (DSÖ). (2024). Asbestos Erişim adresi: https://www.who.int/news-room/fact-sheets/detail/asbestos
  • Gul, M., & Ak, M. F. (2018). A comparative outline for quantifying risk ratings in occupational health and safety risk assessment. Journal of Cleaner Production, 196, 653-664. doi:10.1016/j.jclepro.2018.06.106. https://doi.org/10.1016/j.jclepro.2018.06.106
  • Haining K, Hejun F, Yan Z, Chunjuan Z, Chen Z, Yajun H. Design of teaching quality evaluation model based on fuzzy mathematics and SVM algorithm. Journal of Intelligent & Fuzzy Systems. 2018;35(3):3091-3099. doi:10.3233/JIFS-169663
  • Gul, M. (2019). A fuzzy-based occupational health and safety risk assessment framework and a case study in an international port authority. Journal of Marine Engineering & Technology, 19(4), 161–175. https://doi.org/10.1080/20464177.2019.1670994
  • Heuts, P. (2023). Why does the Netherlands have the lowest asbestos occupational exposure limit in Europe? HesaMag+, (27), 18-20. Erişim adresi: https://www.etui.org/publications/time-act-asbestos International Ban Asbestos Secretariat. (2023). Current Asbestos Bans. Erişim adresi: http://www.ibasecretariat.org/alpha_ban_list.php
  • International Labour Organization (ILO). (2006). Resolution concerning asbestos. International Labour Conference, 95th Session, Geneva. https://www.ilo.org/resource/resolution-concerning-asbestos-2006 Japan Society for Occupational Health May 25, 2022. Recommendation of occupational exposure limits (2022-2023). Environ Occup Health Pract. 2022 Sep 16;4(1):ROEL2022. doi: 10.1539/eohp.ROEL2022. PMID: 40060316; PMCID: PMC11841781.
  • Kazan-Allen, L. (2019). Chronology of asbestos bans and restrictions. International Ban Asbestos Secretariat. Erişim adresi: http://ibasecretariat.org/chron_ban_list.php.
  • Jaurand Marie-Claude , Murphy Fiona , Felley-Bosco Emanuela, Asbestos and disease genomics: is mesothelioma a genomic paradigm?, Frontiersin Toxicology, Volume 6 2024, 2025, DOI=10.3389/ftox.2024.1536344, ISSN=2673-3080.
  • Li, H., Roggli, V.L. (2025). Asbestos Bodies and Non-asbestos Ferruginous Bodies. In: Oury, T.D., Roggli, V.L., Sporn, T.A., Pavlisko, E.N. (eds) Pathology of Asbestos-Associated Diseases. Springer, Cham. https://doi.org/10.1007/978-3-031-89250-9_3.
  • Mamdani, E. H., & Assilian, S. (1975). An experiment in linguistic synthesis with a fuzzy logic controller. International Journal of Man-Machine Studies, 7(1), 1–13. https://doi.org/10.1016/S0020-7373(75)80002-2
  • Macher GZ, Torma A, Beke D. Examining the Environmental Ramifications of Asbestos Fiber Movement Through the Water-Soil Continuum: A Review. Int J Environ Res Public Health. 2025 Mar 26;22(4):505. doi: 10.3390/ijerph22040505. PMID: 40283732; PMCID: PMC12026592.
  • Markowitz SB, Levin SM, Miller A, Morabia A. Asbestos, asbestosis, smoking, and lung cancer. New findings from the North American insulator cohort. Am J Respir Crit Care Med. 2013 Jul 1;188(1):90-6. doi: 10.1164/rccm.201302-0257OC. PMID: 23590275.
  • Mossman BT, Lippmann M, Hesterberg TW, Kelsey KT, Barchowsky A, Bonner JC. Pulmonary endpoints (lung carcinomas and asbestosis) following inhalation exposure to asbestos. J Toxicol Environ Health B Crit Rev. 2011;14(1-4):76-121. doi: 10.1080/10937404.2011.556047. PMID: 21534086; PMCID: PMC3118517.
  • National Institute for Occupational Safety and Health (NIOSH). (2023). NIOSH Pocket Guide to Chemical Hazards: Asbestos. Centers for Disease Control and Prevention. Erişim adresi: https://www.cdc.gov/niosh/npg/npgd0041.html
  • Occupational Safety and Health Administration (OSHA). (2023). Permissible Exposure Limits – Annotated Tables. United States Department of Labor. Erişim adresi: https://www.osha.gov/annotated-pels
  • Ak, M.F., Yucesan, M. & Gul, M. Occupational health, safety and environmental risk assessment in textile production industry through a Bayesian BWM-VIKOR approach. Stoch Environ Res Risk Assess 36, 629–642 (2022). https://doi.org/10.1007/s00477-021-02069-y
  • Paustenbach DJ. The practice of exposure assessment: a state-of-the-art review. J Toxicol Environ Health B Crit Rev. 2000 Jul-Sep;3(3):179-291. doi: 10.1080/10937400050045264. PMID: 10911984. Safe Work Australia. (2024). Workplace exposure standards for chemicals. Canberra: Australian Government. https://hcis.safeworkaustralia.gov.au/ExposureStandards/Document?exposureStandardID=1056
  • Schenk, Linda & Hansson, Sven Ove & Rudén, Christina & Gilek, Michael. (2008). Occupational exposure limits: A comparative study. Regulatory toxicology and pharmacology : RTP. 50. 261-70. 10.1016/j.yrtph.2007.12.004.
  • Stayner L, Kuempel E, Gilbert S, Hein M, Dement J. An epidemiological study of the role of chrysotile asbestos fibre dimensions in determining respiratory disease risk in exposed workers. Occup Environ Med. 2008 Sep;65(9):613-9. doi: 10.1136/oem.2007.035584. Epub 2007 Dec 20. PMID: 18096653.
  • Stayner L, Welch LS, Lemen R. The worldwide pandemic of asbestos-related diseases. Annu Rev Public Health. 2013;34:205-16. doi: 10.1146/annurev-publhealth-031811-124704. Epub 2013 Jan 4. PMID: 23297667.
  • The Japan Society for Occupational Health May 22, 2024, Recommendation of occupational exposure limits (2024–2025), Environmental and Occupational Health Practice, 2024, Volume 6, Issue 1, Released on J-STAGE September 30, 2024, Advance online publication September 06, 2024, Online ISSN 2434-4931, https://doi.org/10.1539/eohp.ROEL2024.
  • Uluslararası Kanser Araştırmaları Ajansı (IARC). (2012). Arsenic, Metals, Fibres and Dusts. IARC Monographs on the Evaluation of Carcinogenic Risks to Humans, Vol. 100C. Lyon, France: IARC Press.
  • U.S. Geological Survey. (2023). Mineral Commodity Summaries 2023. Reston, VA: U.S. Geological Survey. Erişim adresi: https://www.usgs.gov/publications/mineral-commodity-summaries-2023
  • Naim, M. A. A. Z., & Ahmed, R. (2025). Occupational Hazards in the Mining Industry: A Focus on Chrysotile Asbestos Exposure and Health Outcomes. Epidemiology and Health Data Insights, 1(1), ehdi005. https://doi.org/10.63946/ehdi/16411
  • Wagner, J. C., Sleggs, C. A., & Marchand, P. (1960). Diffuse pleural mesothelioma and asbestos exposure in the North Western Cape Province. British Journal of Industrial Medicine, 17(4), 260-271. doi:10.1136/oem.17.4.260 Zadeh, L. A. (1965). Fuzzy sets. Information and control, 8(3), 338-353. doi:10.1016/S0019-9958(65)90241-X.
Toplam 35 adet kaynakça vardır.

Ayrıntılar

Birincil Dil Türkçe
Konular İstatistiksel Veri Bilimi, Örnekleme Teorisi, Risk Analizi, İstatistik (Diğer)
Bölüm Araştırma Makalesi
Yazarlar

Abdulkadir Aslantaş 0009-0000-2770-2000

Mehmet Baran 0000-0001-6674-7308

Ergun Eraslan 0000-0002-5667-0391

Gönderilme Tarihi 31 Mayıs 2025
Kabul Tarihi 7 Ağustos 2025
Yayımlanma Tarihi 30 Aralık 2025
Yayımlandığı Sayı Yıl 2025 Cilt: 9 Sayı: 2

Kaynak Göster

APA Aslantaş, A., Baran, M., & Eraslan, E. (2025). Asbest maruziyeti için bulanik mantik yaklaşimi ile yeni bir limit değeri belirleme. Journal of Turkish Operations Management, 9(2), 424-442. https://doi.org/10.56554/jtom.1710322
AMA Aslantaş A, Baran M, Eraslan E. Asbest maruziyeti için bulanik mantik yaklaşimi ile yeni bir limit değeri belirleme. JTOM. Aralık 2025;9(2):424-442. doi:10.56554/jtom.1710322
Chicago Aslantaş, Abdulkadir, Mehmet Baran, ve Ergun Eraslan. “Asbest maruziyeti için bulanik mantik yaklaşimi ile yeni bir limit değeri belirleme”. Journal of Turkish Operations Management 9, sy. 2 (Aralık 2025): 424-42. https://doi.org/10.56554/jtom.1710322.
EndNote Aslantaş A, Baran M, Eraslan E (01 Aralık 2025) Asbest maruziyeti için bulanik mantik yaklaşimi ile yeni bir limit değeri belirleme. Journal of Turkish Operations Management 9 2 424–442.
IEEE A. Aslantaş, M. Baran, ve E. Eraslan, “Asbest maruziyeti için bulanik mantik yaklaşimi ile yeni bir limit değeri belirleme”, JTOM, c. 9, sy. 2, ss. 424–442, 2025, doi: 10.56554/jtom.1710322.
ISNAD Aslantaş, Abdulkadir vd. “Asbest maruziyeti için bulanik mantik yaklaşimi ile yeni bir limit değeri belirleme”. Journal of Turkish Operations Management 9/2 (Aralık2025), 424-442. https://doi.org/10.56554/jtom.1710322.
JAMA Aslantaş A, Baran M, Eraslan E. Asbest maruziyeti için bulanik mantik yaklaşimi ile yeni bir limit değeri belirleme. JTOM. 2025;9:424–442.
MLA Aslantaş, Abdulkadir vd. “Asbest maruziyeti için bulanik mantik yaklaşimi ile yeni bir limit değeri belirleme”. Journal of Turkish Operations Management, c. 9, sy. 2, 2025, ss. 424-42, doi:10.56554/jtom.1710322.
Vancouver Aslantaş A, Baran M, Eraslan E. Asbest maruziyeti için bulanik mantik yaklaşimi ile yeni bir limit değeri belirleme. JTOM. 2025;9(2):424-42.