Application of MLR Method and Pearson Correlation on Nickel Extraction from Laterite Using Nitric Acid

W. Dahani, Rita Sundari, Rosmalia Nugraheni, S. Subandrio, Ahmad Pangeran
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Abstract

Indonesia is a country rich in laterite mining especially in Celebes island and northern Moluccas. Laterite is a mineral rich with precious nickel. Nitric acid leaching has been used for nickel extraction from laterite under the influence of nitric acid concentration (2.0 M, 4.0 M, and 6.0 M) and leaching temperature (65oC, 70oC, and 75oC) during 60 min. at 300 rpm. The preliminary study aims to apply multiple linear regression (MLR) method to examine the dominant effect between acid concentration and leaching temperature on nickel extraction, and also Pearson correlation to study significant correlation between the variables involved (acid concentration, leaching temperature, and nickel concentration). The method and results is related to acid leaching at varied temperature set up as predictors and nickel concentration as dependent variable in the MLR equation using the enter method. The MLR method showed that acid concentration gave significant effect on nickel concentration, however, the leaching temperature showed no significant effect on nickel extraction at t ≤ 0.05. The Pearson correlation showed acid concentration correlated significantly with nickel concentration. The Kolmogrov-Smirnov (K-S) test showed normality for distribution of nickel concentration. The acid leaching method is potential for nickel extraction from laterite using extensive range of acid concentrations and leaching temperatures to improve nickel extraction.
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使用硝酸从红土中提取镍的 MLR 方法和皮尔逊相关性的应用
印度尼西亚是一个红土矿产丰富的国家,尤其是在西里伯斯岛和摩鹿加群岛北部。红土是一种富含贵重镍的矿物。在硝酸浓度(2.0 M、4.0 M 和 6.0 M)和浸出温度(65oC、70oC 和 75oC)的影响下,采用硝酸浸出法从红土中提取镍,浸出时间为 60 分钟,浸出转速为 300 转/分。初步研究旨在应用多元线性回归(MLR)方法来检验酸浓度和浸出温度对镍萃取的主要影响,并应用皮尔逊相关性来研究相关变量(酸浓度、浸出温度和镍浓度)之间的显著相关性。该方法和结果是以不同温度下的酸浸出为预测变量,以镍浓度为因变量,采用回车法计算 MLR 方程。MLR 方法表明,酸浓度对镍浓度有显著影响,但在 t ≤ 0.05 时,浸出温度对镍提取无显著影响。皮尔逊相关性表明,酸浓度与镍浓度有显著相关性。Kolmogrov-Smirnov(K-S)检验表明镍浓度分布呈正态分布。酸浸出法具有从红土中提取镍的潜力,可使用多种酸浓度和浸出温度来提高镍的提取率。
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