Multiple Path Particle Dosimetry (MPPD) Model Total Dust Among Mineral Ore Processing Workers

Arif Susanto (1) , Muhamad Rizky Yudhiantara (2) , Edi Karyono Putro (3) , Prayoga Kara (4) , Anthony Andorful Manuel (5) , Nurulia Hidayah (6)
(1) Master of Applied Occupational Health and Safety, Department of Health Information and Service, Vocational College, Universitas Gajah Mada, Yogyakarta, Indonesia & Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia, Indonesia,
(2) Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia & Master of Environmental Engineering, Faculty of Civil and Environmental Engineering, Institut Teknologi Bandung, Bandung, Indonesia, Indonesia,
(3) Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia, Indonesia,
(4) Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia, Indonesia,
(5) Department of Technical Service, Freeport-McMoRan Copper & Gold Inc., Phoenix, United States, United States,
(6) Master of Applied Occupational Health and Safety, Department of Health Information and Service, Vocational College, Universitas Gajah Mada, Yogyakarta, Indonesia, Indonesia

Abstract

Mineral ore processing generates dust, which poses a significant health risk to workers due to prolonged exposure. The aerodynamic properties of this dust allow it to be inhaled and deposited deep within the respiratory tract, increasing the risk of impaired respiratory function. This study aimed to quantify and assess the health risk associated with respirable dust exposure among workers in mineral ore processing areas using the Multiple Path Particle Dosimetry (MPPD) Model. The MPPD model was used to estimate the deposition of dust particles in various regions of the respiratory tract. A constant scenario with the average respirable dust concentration values was used. The values of breathing parameters, such as upper respiratory tract volume, functional residual capacity, breathing frequency, and tidal volume, refer to The International Commission on Radiological Protection (ICRP). Personal respirable dust monitoring data from 2021 to 2024 were analyzed to calculate the total deposition, regional deposition, and deposition fraction for each generation of airways. A cross sectional analysis was conducted on a cohort of 30 male laborers, designated as the directly exposed group. Instruments and procedures used for assessing personal exposure to respirable dust were executed by the NIOSH 0600 standard methodology, employing an SKC Cyclone in conjunction with a personal air sampler, characterized by an airflow rate of approximately 1.9 to 2.0 lpm. The average personal respirable monitoring concentration over the past four years (2021 -2024) was 0,2391 mg/m3, with annual averages of 0,2835 mg/m3, 0,2626 mg/m3, 0,1441 mg/m3, and 0,2661 mg/m3, generally within the permissible exposure limit (PEL). The MPPD model simulation results for 2021 showed a maximum mass deposition rate of 2,74 x 10-3 μg/min and a maximum mass deposition per area of 7,374 x 10-3 μg/m2. Particle size, shape, density, and airflow velocity were identified as the key factors influencing dust deposition. Understanding dust distribution within the respiratory tract can provide more effective recommendations for controlling dust exposure and implementing a respiratory protection program (RPP) for workers in the mineral ore processing industry.

Full text article

Generated from XML file

References

1. ILO. Safety and Health at Work: A Vision for Sustainable Prevention. In XX World Congress on Safety and Health at Work 2014. Frankfurt, Germany: International Labour Organization; 2014. https://www.ilo.org/media/448351/download

2. A. M. Donoghue. Occupational Health Hazards in Mining: An Overview. Occupational Medicine. 2004;54(5):283–289. https://doi.org/10.1093/occmed/kqh072

3. ACGIH. American Conference of Governmental Industrial Hygiene: TLVs and BEIs, Based on the Documentation of The Threshold Limit Values for Chemical Substances and Physical Agents and Biological Exposure Indices. Cincinnati, Ohio, The United States; 2024.

4. ISO. ISO 7708:1995(E) Air Quality: Particle Size Fraction Definitions for Health-Related Sampling. International Standarization Organization; 1995. https://www.iso.org/standard/14534.html

5. CEN. European Committee for Standardization: Workplace Atmospheres. Size Fraction Definitions for Measurement of Airborne Particles. Brussels, Belgium: European Committee for Standarization; 1993. https://download.industrydocuments.ucsf.edu/l/h/b/d/lhbd0092/lhbd0092.pdf

6. Wippich C, Rissler J, Koppisch D, Breuer D. Estimating Respirable Dust Exposure from Inhalable Dust Exposure. Annals of Work Exposures and Health. 2020;64(4):430–444. https://doi.org/10.1093/annweh/wxaa016

7. Noble TL, Parbhakar-Fox A, Berry RF, Lottermoser B. Mineral Dust Emissions at Metalliferous Mine Sites. Environmental Indicators in Metal Mining. Cham: Springer International Publishing; 2017:281–306. https://doi.org/10.1007/978-3-319-42731-7_16

8. Susanto A, Putro EK, Kusnadi SNF, Rosalinawati D, Mak’dika Santoso AAM. Risk Assessment of Respirable Dust Exposure to Workers in the Mineral Ore Processing Industry. The Indonesian Journal of Occupational Safety and Health. 2024;13 (1):109–115. https://doi.org/10.20473/ijosh.v13i1.2024.109-115

9. Gholami A, Tajik R, Atif K, Zarei AA, Abbaspour S, Teimori-Boghsani G, et al. Respiratory Symptoms and Diminished Lung Functions Associated with Occupational Dust Exposure Among Iron Ore Mine Workers in Iran. The Open Respiratory Medicine Journal. 2020;14(1). http://dx.doi.org/10.2174/1874306402014010001

10. Perret JL, Plush B, Lachapelle P, Hinks TSC, Walter C, Clarke P, et al. Coal Mine Dust Lung Disease in the Modern Era. Respirology. 2017;22(4):662–670. https://doi.org/10.1111/resp.13034

11. Xie M, Liu X, Cao X, Guo M, Li X. Trends in Prevalence and Incidence of Chronic Respiratory Diseases from 1990 to 2017. Respiratory Research. 2020;21(49). https://doi.org/10.1186/s12931-020-1291-8

12. Furuya S, Chimed-Ochir O, Takahashi K, David A, Takala J. Global Asbestos Disaster. International Journal of Environmental Research and Public Health. 2018; 16;15(5). https://doi.org/10.3390/ijerph15051000

13. Cullinan P, Reid P. Pneumoconiosis. Primary Care Respiratory Journal. 2013;22:249-252. https://doi.org/10.4104/pcrj.2013.00055

14. Susanto A, Purwanto P, Sunoko HR, Setiani O. Assessment of Diesel Particulate Matter Exposure of Underground Miners in Indonesia. Journal of Ecological Engineering. 2018;19(4):34-42. https://doi.org/10.12911/22998993/89671

15. DeLight N, Sachs H. Pneumoconiosis. StatPearls [Internet]. Treasure Island (FL): StatPearls Publishing; 2025.

https://www.ncbi.nlm.nih.gov/books/NBK555902/

16. Paluchamy B, Mishra DP. Characterization and Health Risk Assessment of Airborne Dust Generated in a Highly Mechanized Underground Metalliferous Mine. Journal of The Institution of Engineers (India): Series D. 2024;105:803–812. http://dx.doi.org/10.1007/s40033-024-00656-1

17. Manojkumar N, Srimuruganandam B, Nagendra SS. Application of Multiple-Path Particle Dosimetry Model for Quantifying Age Specified Deposition of Particulate Matter in Human Airway. Ecotoxicology and Environmental Safety. 2019;168:241–248. https://doi.org/10.1016/j.ecoenv.2018.10.091

18. NIOSH. National Institute for Occupational Safety and Health: Workplace Atmospheres, Size Fraction Definitions for Measurement of Airborne Particles in The Workplace. CEN Standard EN. 1992;481:117–124.

19. ARA. MPPD: Multiple-Path Particle Dosimetry Model. Applied Research Associates; 2020. https://www.ara.com/mppd/

20. Duarte J, Castelo Branco J, Rodrigues F, Vaz M, Santos Baptista J. Occupational Exposure to Mineral Dust in Mining and Earthmoving Works: A Scoping Review. Safety. 2022;8(1). https://doi.org/10.3390/safety8010009

21. Asgharian B, Price O, Oberdörster G. A Modeling Study of the Effect of Gravity on Airflow Distribution and Particle Deposition in the Lung. Inhalation Toxicology. 2006;18(7):473–481. https://doi.org/10.1080/08958370600602009

22. Miller FJ, Asgharian B, Schroeter JD, Price O. Improvements and Additions to The Multiple Path Particle Dosimetry Model. Journal of Aerosol Science. 2016;99:14–26. http://dx.doi.org/10.1016/j.jaerosci.2016.01.018

23. Brown JS. Chapter 27-Deposition of Particles. In: Parent RA, editor. Comparative Biology of The Normal Lung (Second Edition). San Diego: Academic Press; 2015: 513–536. https://www.sciencedirect.com/science/article/pii/B9780124045774000278

24. Asgharian B, Price OT, Hofmann W. Prediction of Particle Deposition in The Human Lung Using Realistic Models of Lung Ventilation. Journal of Aerosol Science. 2006;37(10):1209–1221. https://doi.org/10.1016/j.jaerosci.2006.01.002

25. Cyrys J, Pitz M, Heinrich J, Wichmann HE, Peters A. Spatial and Temporal Variation of Particle Number Concentration in Augsburg, Germany. Science of the Total Environment. 2008;401(1–3):168–75. https://doi.org/10.1016/j.scitotenv.2008.03.043

26. Kurth L, Laney AS, Blackley DJ, Halldin CN. Prevalence of Spirometry-Defined Airflow Obstruction in Never-Smoking Working US Coal Miners by Pneumoconiosis Status. BMJ Journals: Occupational and Environmental Medicine. 2020;77(4):265–267. https://doi.org/10.1136/oemed-2019-106213

27. Islam MS, Saha SC, Sauret E, Gemci T, Gu Y. Pulmonary Aerosol Transport and Deposition Analysis in Upper 17 Generations of The Human Respiratory Tract. Journal of Aerosol Science. 2017;108:29–43. https://doi.org/10.1016/j.jaerosci.2017.03.004

28. Peixoto MS, de Oliveira Galvão MF, Batistuzzo de Medeiros SR. Cell Death Pathways of Particulate Matter Toxicity. Chemosphere. 2017;188:32–48. https://doi.org/10.1016/j.chemosphere.2017.08.076

29. Liu G, Cooley MA, Jarnicki AG, Borghuis T, Nair PM, Tjin G, et al. Fibulin-1c Regulates Transforming Growth Factor–β Activation in Pulmonary Tissue Fibrosis. JCI Insight. 2019;4(16). https://doi.org/10.1172/jci.insight.124529

30. Vanka KS, Shukla S, Gomez HM, James C, Palanisami T, Williams K, et al. Understanding the Pathogenesis of Occupational Coal and Silica Dust-Associated Lung Disease. European Respiratory Review. 2022;31 (165). https://doi.org/10.1183/16000617.0250-2021

31. Brown JS, Gordon T, Price O, Asgharian B. Thoracic and Respirable Particle Definitions for Human Health Risk Assessment. Particle and Fibre Toxicology. 2013;10(12). https://doi.org/10.1186/1743-8977-10-12

Authors

Arif Susanto
arifsusanto@mail.ugm.ac.id (Primary Contact)
Muhamad Rizky Yudhiantara
Edi Karyono Putro
Prayoga Kara
Anthony Andorful Manuel
Nurulia Hidayah
Author Biographies

Arif Susanto, Master of Applied Occupational Health and Safety, Department of Health Information and Service, Vocational College, Universitas Gajah Mada, Yogyakarta, Indonesia & Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia

Master of Applied Occupational Health and Safety, Department of Health Information and Service, Vocational College, Universitas Gajah Mada, Yogyakarta, Indonesia & Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia

Muhamad Rizky Yudhiantara, Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia & Master of Environmental Engineering, Faculty of Civil and Environmental Engineering, Institut Teknologi Bandung, Bandung, Indonesia

Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia & Master of Environmental Engineering, Faculty of Civil and Environmental Engineering, Institut Teknologi Bandung, Bandung, Indonesia

Edi Karyono Putro, Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia

Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia

Prayoga Kara, Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia

Department of Health Safety Environmental, Concentrating Division of PT Freeport Indonesia, Tembagapura, Indonesia

Anthony Andorful Manuel, Department of Technical Service, Freeport-McMoRan Copper & Gold Inc., Phoenix, United States

Department of Technical Service, Freeport-McMoRan Copper & Gold Inc., Phoenix, United States

Nurulia Hidayah, Master of Applied Occupational Health and Safety, Department of Health Information and Service, Vocational College, Universitas Gajah Mada, Yogyakarta, Indonesia

Master of Applied Occupational Health and Safety, Department of Health Information and Service, Vocational College, Universitas Gajah Mada, Yogyakarta, Indonesia

Susanto, A., Yudhiantara, M. R., Putro, E. K., Kara, P., Manuel, A. A., & Hidayah, N. (2025). Multiple Path Particle Dosimetry (MPPD) Model Total Dust Among Mineral Ore Processing Workers. Media Kesehatan Masyarakat Indonesia, 21(1), 56–65. https://doi.org/10.30597/mkmi.v21i1.42224

Article Details

Similar Articles

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 > >> 

You may also start an advanced similarity search for this article.