Evaluation of excavator energy consumption and overburden cutting resistance using multiple linear regression

J. Trivan, S. Kostić
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Abstract

In present paper the energy consumption of the excavator and overburden linear cutting resistance by invoking the multiple linear regression was examined. As a result, the corresponding models as nonlinear functions of physical and mechanical overburden properties: grain size, unit weight, cohesion, and friction angle, were proposed. The analysis was based on records made at ''Tamnava Eastern Field'' mine for the bucket-wheel excavator with new excavation teeth. The obtained results indicated that excavator energy consumption significantly depended on the grain size and cohesion, as individual factors, while the effect of two-factor interactions was particularly significant: clay percentage with cohesion and small grained sand fraction, and friction angle with medium grained sand and cohesion. On the other hand, linear cutting resistance of the overburden was largely controlled by all the examined physical and mechanical properties (grain size, unit weight, and shear strength), with the following significant two-factors interactions: shear strength parameters with all grain size fractions, different grain size fractions among each other, and friction angle with unit weight.
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利用多元线性回归评价挖掘机能耗和上覆土切割阻力
本文采用多元线性回归法对挖掘机的能耗和覆盖层的线性切割阻力进行了研究。建立了覆盖层粒径、单位重量、黏聚力和摩擦角等物理力学特性的非线性函数模型。分析的依据是在“Tamnava东部矿区”对新开挖齿的斗轮挖掘机所做的记录。研究结果表明,挖掘机能耗对粒径和黏聚力的影响显著,对粘聚力和小粒砂掺量的粘土掺量、对中粒砂和黏聚力的摩擦角的影响尤为显著。另一方面,覆盖层的抗线切割性能在很大程度上受所检测的所有物理力学性能(粒径、单位重量和抗剪强度)的控制,并且存在以下显著的双因素交互作用:抗剪强度参数与所有粒径级、不同粒径级之间以及摩擦角与单位重量的交互作用。
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