PATLATMA KAYNAKLI PARÇALANMA MODELLERİNİN BİR KUMTAŞI OCAĞINDA İNCELENMESİ
Year 2020,
, 145 - 156, 01.09.2020
Türker Hüdaverdi
Özge Akyıldız
Abstract
Parçalanma modelleri bir kumtaşı ocağında basamak patlatması operasyonları için incelenmiştir.
Patlatma kaynaklı parçalanmanın değerlendirilmesi amacıyla farklı bakış açıları ortaya konmuştur.
Her atım için boyut dağılım eğrileri çizilmiştir. KuzRam modelinin başarılı sonuçlar verdiği
görülmüştür. KCO modeli özellikle ince boyutlu malzemenin tahmininde başarılıdır. Modellerin
yetkinliği ince, orta ve iri boyutlu malzeme miktarının tahmini açısından detaylı bir şekilde
incelenmiştir. Chung ve Katsabanis modeli pratik olarak uygulanmış ve ocak için bir modifikasyon
önerilmiştir. Modellerin validasyonu için on farklı hata ölçütü kullanılmıştır. Simetrik hata ve ölçekli
hata ölçütlerinin parçalanmanın değerlendirilmesi amacıyla kullanılabilirliği incelenmiştir. KuzRam
modeli ortalama parça boyutunu üç santimetrenin altında bir hata ile tahmin edebilmektedir.
Modifiye edilmiş Chung ve Katsabanis modeli de başarılı sonuçlar vermiştir.
References
- Akyıldız, Ö., 2015. Investigation of Blast Fragmentation
Models in Sandstone Quarries, MSc Thesis (In Turkish).
Istanbul Technical University, Graduate School of
Science, Engineering and Technology.
- Armstrong, J. S., Collopy, F., 1992. Error Measures for
Generalizing About Forecasting Methods: Empirical
Comparisons. International Journal of Forecasting, 8
(1), 69-80.
- Badroddin, M., Bakhtavar, E., Khoshrou, H., Rezaei, B.,
2013. Efficiency of Standardized Image Processing in
The Fragmentation Prediction In The Case of Sungun
Open-Pit Mine. Arabian Journal of Geosciences, 6 (9),
3319–3329.
Bond, F. C., 1952. The Third Theory of Comminution.
Transactions on AIME Mining Engineering, 193, 484-
494.
- Chung, S. H., Katsabanis, P. D., 2000. Fragmentation
Prediction Using Improved Engineering Formulae.
Fragblast, 4 (3-4), 198-207.
- Cunningham, C. V. B., 1983. The KuzRam Model
for Prediction of Fragmentation From Blasting. In:
Proceedings of 1st International Symposium on Rock
Fragmentation by Blasting, Lulea, Sweden, 440-453.
- Cunningham, C. V. B., 1987. Fragmentation Estimations
and KuzRam Model – Four Years On. In: Proceedings
of 2nd Int. Symposium on Rock Fragmentation by
Blasting, Keystone, Colorado, 475-487.
- Cunningham, C. V. B., 2005. The Kuz-Ram
Fragmentation Model – 20 Years On. In: Proceedings
of The EFEE 5th World Conference on Explosives and
Blasting, European Federation of Explosives Engineers,
Brighton, 201-210.
- Djordjevic, N., 1999. Two-Component Model of Blast
Fragmentation. In: Proceedings of the 6th International
Symposium on Rock Fragmentation by Blasting,
SAIMM, Johannesburg, 213–219.
- Gheibie, S., Aghababaei, H., Hoseinie S. H.,
Pourrahimian, Y., 2009. Modified Kuz—Ram
Fragmentation Model and Its Use at the Sungun
Copper Mine. International Journal of Rock Mechanics
and Mining Sciences, 46 (6), 967–973.
- Hudaverdi, T., Kuzu, C., Fisne, A., 2012. Investigation
of the Blast Fragmentation Using The Mean Fragment
Size and Fragmentation Index. International Journal of
Rock Mechanics and Mining Sciences, 56, 136–145.
- Hyndman, R. J., Koehler, A. B., 2006. Another Look at
Measures of Forecast Accuracy. International Journal of
Forecasting, 22 (4), 679–688.
- Kanchibotla, S. S, Valery, W., Morrell, S., 1999.
Modelling Fines In Blast Fragmentation and Its Impact
on Crushing and Grinding. In: Proceedings of the
Explo’99: A Conference on Rock Breaking, Kalgoorlie,
WA, 137-344.
- Kou, S., Rustan, A., 1993. Computerized Design and
Result Prediction of Bench Blasting. In: Proceedings of
the 4th International Symposium on Rock Fragmentation
by Blasting, Vienna, Austria, 263-271.
- Kuznetsov, V. M., 1973. Mean Diameter of Fragments
Formed by Blasting Rock. Soviet Mining Science, 9 (2),
144–148.
- Larsson, B., 1974. Report on Blasting of High and Low
Benches – Fragmentation From Production Blasts.
In: Proceedings of The Swedish Rock Construction
Committee Discussion Meeting BK 74, Stockholm,
247-273.
- Lilly, P. A., 1986. An Empirical Method of Assessing
Rock Mass Blastability. In: Proceedings of the Large
Open Pit Mining Conference, Victoria, Australia, 89–92.
- Ouchterlony, F., 2003. Influence of Blasting on the Size
Distribution and Properties of Muckpile Fragments,
A State-Of-The-Art Review, MinFo project P2000-10:
Energy Optimization in Comminution. Swebrec, Luleå
University of Technology, Sweden, p. 27
- Ouchterlony, F., 2005a. The Swebrec© Function:
Linking Fragmentation by Blasting and Crushing.
Mining Technology, 114 (1), 29-44.
- Ouchterlony, F., 2005b. What Does the Fragment Size
Distribution of Blasted Rock Look Like? In: Proceedings
of the 3rd EFEE World Conference on Explosive and
Blasting, Brighton, 189-199.
- Rosin, P., Rammler, E., 1933. The Laws Governing the
Fineness of Powdered Coal. Journal of the Institute of
Fuel, 7, 29–36.
- Sanchidrián, J. A. Ouchterlony, F., Segarra, P., Moser, P.,
2014. Size Distribution Functions for Rock Fragments.
International Journal of Rock Mechanics and Mining
Sciences, 71, 381–394.
- Shcherbakov, M. V., Brebels, A., Shcherbakova, N. L.,
Tyukov, A. P., Janovsky, T. A., Kamaev, V. A., 2013. A
Survey of Forecast Error Measures. World Applied
Science Journal, 24, 171–176.
- Stagg, M. S., Rholl, S. A., 1987. Effects of Accurate
Delays on Fragmentation for Single-Row Blasting
In A 6.7 M (22-Ft) Bench. In: Proceedings of the 2nd
International Symposium on Rock Fragmentation by
Blasting, Keystone, Colorado, 210-223.
- Tosun, A., Konak, G., Toprak, T., Karakus, D., Onur,
A. H., 2014. Development of the Kuz-Ram Model to
Blasting in a Limestone Quarry. Archives of Mining
Sciences 59 (2), 477–488.
- Tugrul, A., Undul, O., 2006. Engineering Geological
Characteristics of Istanbul Greywackes. In: Proceedings
of the 10th International Association for Engineering
Geology and the Environment (IAEG) Congress,
Nottingham, United Kingdom, 395.
- Weibull, W., 1951. A Statistical Distribution Function of
Wide Applicability. ASME Journal of Applied Mechanics,
18, 293–297.
- WipFrag Operating Manual, 2016. WipWare Inc.,
Ontario, Canada.
INVESTIGATION OF BLAST FRAGMENTATION MODELS IN A SANDSTONE QUARRY
Year 2020,
, 145 - 156, 01.09.2020
Türker Hüdaverdi
Özge Akyıldız
Abstract
The existing blast fragmentation models were investigated in a sandstone quarry for bench blasting
operations. It was tried to present different perspectives for evaluation of blast fragmentation.
Size distribution curves were created for each blast. KuzRam model provided successful results.
Kuznetsov-Cunningham-Ouchterlony (KCO) model was useful especially for the fine size
predictions. Capability of the models for fine, mean and coarse size predictions were evaluated in
detail. Uniformity coefficients proposed by the models were examined. Chung & Katsabanis model
was practically tested and a modification implemented for the studied quarry. Model validation was
performed using ten different error metrics. Applicability of symmetric errors and scaled errors was
investigated for evaluation of blast fragmentation. KuzRam model predicted mean fragment size
with an error lower than three centimeters. The results of the modified Chung & Katsabanis model
is quite promise.
References
- Akyıldız, Ö., 2015. Investigation of Blast Fragmentation
Models in Sandstone Quarries, MSc Thesis (In Turkish).
Istanbul Technical University, Graduate School of
Science, Engineering and Technology.
- Armstrong, J. S., Collopy, F., 1992. Error Measures for
Generalizing About Forecasting Methods: Empirical
Comparisons. International Journal of Forecasting, 8
(1), 69-80.
- Badroddin, M., Bakhtavar, E., Khoshrou, H., Rezaei, B.,
2013. Efficiency of Standardized Image Processing in
The Fragmentation Prediction In The Case of Sungun
Open-Pit Mine. Arabian Journal of Geosciences, 6 (9),
3319–3329.
Bond, F. C., 1952. The Third Theory of Comminution.
Transactions on AIME Mining Engineering, 193, 484-
494.
- Chung, S. H., Katsabanis, P. D., 2000. Fragmentation
Prediction Using Improved Engineering Formulae.
Fragblast, 4 (3-4), 198-207.
- Cunningham, C. V. B., 1983. The KuzRam Model
for Prediction of Fragmentation From Blasting. In:
Proceedings of 1st International Symposium on Rock
Fragmentation by Blasting, Lulea, Sweden, 440-453.
- Cunningham, C. V. B., 1987. Fragmentation Estimations
and KuzRam Model – Four Years On. In: Proceedings
of 2nd Int. Symposium on Rock Fragmentation by
Blasting, Keystone, Colorado, 475-487.
- Cunningham, C. V. B., 2005. The Kuz-Ram
Fragmentation Model – 20 Years On. In: Proceedings
of The EFEE 5th World Conference on Explosives and
Blasting, European Federation of Explosives Engineers,
Brighton, 201-210.
- Djordjevic, N., 1999. Two-Component Model of Blast
Fragmentation. In: Proceedings of the 6th International
Symposium on Rock Fragmentation by Blasting,
SAIMM, Johannesburg, 213–219.
- Gheibie, S., Aghababaei, H., Hoseinie S. H.,
Pourrahimian, Y., 2009. Modified Kuz—Ram
Fragmentation Model and Its Use at the Sungun
Copper Mine. International Journal of Rock Mechanics
and Mining Sciences, 46 (6), 967–973.
- Hudaverdi, T., Kuzu, C., Fisne, A., 2012. Investigation
of the Blast Fragmentation Using The Mean Fragment
Size and Fragmentation Index. International Journal of
Rock Mechanics and Mining Sciences, 56, 136–145.
- Hyndman, R. J., Koehler, A. B., 2006. Another Look at
Measures of Forecast Accuracy. International Journal of
Forecasting, 22 (4), 679–688.
- Kanchibotla, S. S, Valery, W., Morrell, S., 1999.
Modelling Fines In Blast Fragmentation and Its Impact
on Crushing and Grinding. In: Proceedings of the
Explo’99: A Conference on Rock Breaking, Kalgoorlie,
WA, 137-344.
- Kou, S., Rustan, A., 1993. Computerized Design and
Result Prediction of Bench Blasting. In: Proceedings of
the 4th International Symposium on Rock Fragmentation
by Blasting, Vienna, Austria, 263-271.
- Kuznetsov, V. M., 1973. Mean Diameter of Fragments
Formed by Blasting Rock. Soviet Mining Science, 9 (2),
144–148.
- Larsson, B., 1974. Report on Blasting of High and Low
Benches – Fragmentation From Production Blasts.
In: Proceedings of The Swedish Rock Construction
Committee Discussion Meeting BK 74, Stockholm,
247-273.
- Lilly, P. A., 1986. An Empirical Method of Assessing
Rock Mass Blastability. In: Proceedings of the Large
Open Pit Mining Conference, Victoria, Australia, 89–92.
- Ouchterlony, F., 2003. Influence of Blasting on the Size
Distribution and Properties of Muckpile Fragments,
A State-Of-The-Art Review, MinFo project P2000-10:
Energy Optimization in Comminution. Swebrec, Luleå
University of Technology, Sweden, p. 27
- Ouchterlony, F., 2005a. The Swebrec© Function:
Linking Fragmentation by Blasting and Crushing.
Mining Technology, 114 (1), 29-44.
- Ouchterlony, F., 2005b. What Does the Fragment Size
Distribution of Blasted Rock Look Like? In: Proceedings
of the 3rd EFEE World Conference on Explosive and
Blasting, Brighton, 189-199.
- Rosin, P., Rammler, E., 1933. The Laws Governing the
Fineness of Powdered Coal. Journal of the Institute of
Fuel, 7, 29–36.
- Sanchidrián, J. A. Ouchterlony, F., Segarra, P., Moser, P.,
2014. Size Distribution Functions for Rock Fragments.
International Journal of Rock Mechanics and Mining
Sciences, 71, 381–394.
- Shcherbakov, M. V., Brebels, A., Shcherbakova, N. L.,
Tyukov, A. P., Janovsky, T. A., Kamaev, V. A., 2013. A
Survey of Forecast Error Measures. World Applied
Science Journal, 24, 171–176.
- Stagg, M. S., Rholl, S. A., 1987. Effects of Accurate
Delays on Fragmentation for Single-Row Blasting
In A 6.7 M (22-Ft) Bench. In: Proceedings of the 2nd
International Symposium on Rock Fragmentation by
Blasting, Keystone, Colorado, 210-223.
- Tosun, A., Konak, G., Toprak, T., Karakus, D., Onur,
A. H., 2014. Development of the Kuz-Ram Model to
Blasting in a Limestone Quarry. Archives of Mining
Sciences 59 (2), 477–488.
- Tugrul, A., Undul, O., 2006. Engineering Geological
Characteristics of Istanbul Greywackes. In: Proceedings
of the 10th International Association for Engineering
Geology and the Environment (IAEG) Congress,
Nottingham, United Kingdom, 395.
- Weibull, W., 1951. A Statistical Distribution Function of
Wide Applicability. ASME Journal of Applied Mechanics,
18, 293–297.
- WipFrag Operating Manual, 2016. WipWare Inc.,
Ontario, Canada.