Comparison of failure duration and faailure frequency of mining machines using the Kruskal-Wallis H test (one-way ANOVA on ranks) - preliminary research
Апстракт
Mining is considered one of the most risky industrial operations. Development and application of risk assessment methods has the greatest impact on improvements in terms of safety in mining equipment. Risk is analyzed in many aspects i.e. human factor, environmental impact and operational aspects. Analyzing the mining machinery is a way to determine which ones have the greatest tendency to fail. The aim of this research is to compare data on failures obtained from 348 mining machines. All machines are arranged in 7 groups, namely 50 excavators, 50 bulldozers, 48 drills, 50 dumpers, 50 backhoe loaders, 50 bucket wheel excavators and 50 loaders. In order to compare the data, it is necessary to first determine the distribution under which the data belong. That is achieved by using Kolmogorov-Smirnov test. After that the Kruskal-Wallis test was used to determine whether there is a relationship between the machines, viewed from the aspects of failure duration and failure frequency.
Кључне речи:
Risk assessment, Mining machinery, Kolmogorov – Smirnov normality test, Kruskal - Wallis H Test (one-way ANOVA on ranks)Извор:
XII International Conference Industrial Engineering and Environmental Protection 2022 (IIZS 2022) October 06-07, 2022, Zrenjanin, Serbia, 2022Издавач:
- Technical Faculty “Mihajlo Pupin”, Zrenjanin, University of Novi Sad
Финансирање / пројекти:
- Министарство науке, технолошког развоја и иновација Републике Србије, институционално финансирање - 200105 (Универзитет у Београду, Машински факултет) (RS-MESTD-inst-2020-200105)
- Развој стохастичког модела утврђивања елемената времена рада производног циклуса и њихова оптимизација за серијску производњу у металопрерађивачкој индустрији и у процесима рециклаже (RS-MESTD-Technological Development (TD or TR)-35017)
- Safera RESMOD and E!13300 - Hoisting and mining machinery context specific adaptive risk prevention expert system
Колекције
Институција/група
Mašinski fakultetTY - CONF AU - Perišić, Martina AU - Papić, Neda AU - Misita, Mirjana AU - Spasojević Brkić, Vesna AU - Janev, Nemanja PY - 2022 UR - https://machinery.mas.bg.ac.rs/handle/123456789/4118 AB - Mining is considered one of the most risky industrial operations. Development and application of risk assessment methods has the greatest impact on improvements in terms of safety in mining equipment. Risk is analyzed in many aspects i.e. human factor, environmental impact and operational aspects. Analyzing the mining machinery is a way to determine which ones have the greatest tendency to fail. The aim of this research is to compare data on failures obtained from 348 mining machines. All machines are arranged in 7 groups, namely 50 excavators, 50 bulldozers, 48 drills, 50 dumpers, 50 backhoe loaders, 50 bucket wheel excavators and 50 loaders. In order to compare the data, it is necessary to first determine the distribution under which the data belong. That is achieved by using Kolmogorov-Smirnov test. After that the Kruskal-Wallis test was used to determine whether there is a relationship between the machines, viewed from the aspects of failure duration and failure frequency. PB - Technical Faculty “Mihajlo Pupin”, Zrenjanin, University of Novi Sad C3 - XII International Conference Industrial Engineering and Environmental Protection 2022 (IIZS 2022) October 06-07, 2022, Zrenjanin, Serbia T1 - Comparison of failure duration and faailure frequency of mining machines using the Kruskal-Wallis H test (one-way ANOVA on ranks) - preliminary research UR - https://hdl.handle.net/21.15107/rcub_machinery_4118 ER -
@conference{ author = "Perišić, Martina and Papić, Neda and Misita, Mirjana and Spasojević Brkić, Vesna and Janev, Nemanja", year = "2022", abstract = "Mining is considered one of the most risky industrial operations. Development and application of risk assessment methods has the greatest impact on improvements in terms of safety in mining equipment. Risk is analyzed in many aspects i.e. human factor, environmental impact and operational aspects. Analyzing the mining machinery is a way to determine which ones have the greatest tendency to fail. The aim of this research is to compare data on failures obtained from 348 mining machines. All machines are arranged in 7 groups, namely 50 excavators, 50 bulldozers, 48 drills, 50 dumpers, 50 backhoe loaders, 50 bucket wheel excavators and 50 loaders. In order to compare the data, it is necessary to first determine the distribution under which the data belong. That is achieved by using Kolmogorov-Smirnov test. After that the Kruskal-Wallis test was used to determine whether there is a relationship between the machines, viewed from the aspects of failure duration and failure frequency.", publisher = "Technical Faculty “Mihajlo Pupin”, Zrenjanin, University of Novi Sad", journal = "XII International Conference Industrial Engineering and Environmental Protection 2022 (IIZS 2022) October 06-07, 2022, Zrenjanin, Serbia", title = "Comparison of failure duration and faailure frequency of mining machines using the Kruskal-Wallis H test (one-way ANOVA on ranks) - preliminary research", url = "https://hdl.handle.net/21.15107/rcub_machinery_4118" }
Perišić, M., Papić, N., Misita, M., Spasojević Brkić, V.,& Janev, N.. (2022). Comparison of failure duration and faailure frequency of mining machines using the Kruskal-Wallis H test (one-way ANOVA on ranks) - preliminary research. in XII International Conference Industrial Engineering and Environmental Protection 2022 (IIZS 2022) October 06-07, 2022, Zrenjanin, Serbia Technical Faculty “Mihajlo Pupin”, Zrenjanin, University of Novi Sad.. https://hdl.handle.net/21.15107/rcub_machinery_4118
Perišić M, Papić N, Misita M, Spasojević Brkić V, Janev N. Comparison of failure duration and faailure frequency of mining machines using the Kruskal-Wallis H test (one-way ANOVA on ranks) - preliminary research. in XII International Conference Industrial Engineering and Environmental Protection 2022 (IIZS 2022) October 06-07, 2022, Zrenjanin, Serbia. 2022;. https://hdl.handle.net/21.15107/rcub_machinery_4118 .
Perišić, Martina, Papić, Neda, Misita, Mirjana, Spasojević Brkić, Vesna, Janev, Nemanja, "Comparison of failure duration and faailure frequency of mining machines using the Kruskal-Wallis H test (one-way ANOVA on ranks) - preliminary research" in XII International Conference Industrial Engineering and Environmental Protection 2022 (IIZS 2022) October 06-07, 2022, Zrenjanin, Serbia (2022), https://hdl.handle.net/21.15107/rcub_machinery_4118 .