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Multi-Objective Optimization of AAS Conditions for Determination of Gold Element Based on Gray Correlation Degree-RSM Model |
WANG Peng1, GAO Yong-bao1*, KOU Shao-lei1, MEN Qian-ni1, ZHANG Min1, HE Tao1, YAO Wei2, GAO Rui1, GUO Wen-di1, LIU Chang-rui1 |
1. Xi'an Center of Mineral Resources Survey,China Geological Survey, Xi'an 710100,China
2. Department of Geology, Northwestern University, Xi'an 710127, China
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Abstract Based on gray Correlation degree and RSM Model, a multi-objective optimization Model for AAS analysis and determination of gold elements in gold ore is proposed. The foam pretreatment method, oscillation time, aqua regia concentration and thiourea concentration are selected as the optimization objectives, and the absolute value of the relative error of measurement results is determined as the quality index. The orthogonal design experiment based on SNR is established, the test results' quality index and corresponding SNR are analyzed and tempered, and the grey correlation coefficient and correlation degree are calculated. The range of determined optimization targets is 0.026, 0.116, 0.176 and 0.375, respectively, and the target of foam treatment is the least significant in qualitative judgment. According to RSM Model, aqua regia concentration, oscillation time and thioureas concentration are determined as single factors in the box-Behnken method test. Three-factor three-level surface design is used to analyze the absolute value of the relative error of the measured results, a significance level table is made, and the response surface test is completed. The prediction model of the quadratic polynomial regression equation is established, and significance analysis is carried out. Its F=217.24, p<0.000 1 indicated that the model had high significance. The correlation coefficient of the model is 0.996 9, and the calibration determination coefficient is 0.992 4, indicating that the model could explain more than 99% of the response value changes. The response surface diagram and contour map are drawn for regression fitting of the test data. The response surface's shape and the contour line's steepness are determined and analyzed. Finally, the optimal target parameters are found when aqua regia concentration, oscillation time and thiourea concentration are 11.33%, 27.39 min and 0.97% respectively. The relative error of sample measurement results is minimum. The model verification results show that the accuracy and precision of determination results are in line with DZ/T 0130.3—2006 (The Specification of Testing Quality Management for Geological Laboratories) by selecting gold ore national standard substances with different mass concentrations under the combination of optimal target parameters and conditions. The results show that the multi-objective optimization parameters of atomic absorption spectrometry for the analysis of gold elements in gold ore based on gray correlation degree-RSM Model are accurate and reliable, which verifies that the method is scientific and correct and can be applied to practical production and application. This method has unique advantages in the qualitative judgment of the primary and secondary relations among the condition parameters and quantitative calculation of the optimal combination level of the condition parameters, which is expected to play a role in the search for multi-objective optimization design parameter field platform and determine the optimal target combination more effectively.
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Received: 2022-06-08
Accepted: 2022-08-19
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Corresponding Authors:
GAO Yong-bao
E-mail: gaoyongbao2006@126.com
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[1] WANG Nan, SUN Xu-dong, HUO Di(王 楠,孙旭东,霍 地). Spectroscopy and Spectral Analysis (光谱学与光谱分析), 2019, 39(8): 2614.
[2] LIU Song-hao, ZANG Xiao-huan, CHANG Qing-yun, et al(刘松浩, 臧晓欢, 常青云,等). Chinese Journal of Analytical Chemistry(分析化学), 2018, 46(8): 1282.
[3] WANG Chen-yang, DUAN Qian-qian, ZHOU Kai, et al(王晨阳, 段倩倩, 周 凯,等). Acta Physica Sinica(物理学报), 2020, 69(10): 100701.
[4] E Jia-qiang, WU Jiang-hua, LIU Teng, et al(鄂加强,吴江华,刘 腾,等). Journal of Central South University[中南大学学报(英文版)], 2019, 26(8): 2214.
[5] ZHANG Meng, LI Guo-xi(张 萌,李国喜). Journal of Central South University[中南大学学报(英文版)],2018, 25(5): 1116.
[6] WANG Ze-nan, ZHENG Xin, WANG Yan, et al. Chinese Journal of Chemical Engineering[中国化学工程学报(英文版)], 2022, 42(2): 399.
[7] LIN Xiao-chen, HUANG You-jie, LI Ling, et al. Chinese Journal of Chemical Engineering[中国化学工程学报(英文版)], 2021, 38(10): 266.
[8] WANG Yue, HAO Jin-ming, LIU Wei-ping(王 月,郝金明,刘伟平). Acta Electronica Sinica(电子学报), 2020, 48(12): 2352.
[9] WANG Yu-hang, YUAN Meng, MING Ping-jian(王宇杭,袁 猛,明平剑). Acta Physica Sinica(物理学报), 2021, 70(12): 124702.
[10] NIU Zhi-juan, ZHANG Si-tao, HAN Yan-he, et al. Chinese Journal of Chemical Engineering[中国化学工程学报(英文版)], 2019, 27(12): 3010.
[11] SUN Jia-ming, TIAN Lin-lin, HE Zhong-mei, et al(孙佳明, 田淋淋, 何忠梅, 等). Chinese Journal of Analytical Chemistry(分析化学), 2016, 44(11): 1735.
[12] Luo Ying, Zhang Zhongzhe, Qi Jibing, et al. China Petroleum Processing and Petrochemical Technology, 2015, 17(3): 87.
[13] CHEN Chang-kun, SUN Feng-lin(陈长坤,孙凤琳). Journal of Tsinghua University(Science and Technology)[清华大学学报(自然科学版)], 2022, 62(6): 1067.
[14] LI Jun, SONG Song-bai, HE Hao-chuan, et al(李 俊, 宋松柏, 何灏川, 等). Journal of Basic Science and Engineering(应用基础与工程科学学报), 2021, 29(4): 807.
[15] ZHANG Bei-kai, GUO Xue-yi, WANG Qin-meng, et al(张倍恺,郭学益,王亲猛,等). Transactions of Nonferrous Metals Society of China(中国有色金属学报-英文版), 2021, 31(12): 3905.
[16] Kandasamy Selvam, Muthusamy Govarthanan, Duraisamy Senbagam, et al. Chinese Journal of Catalysis, 2016, 37(11): 1891.
[17] LIN Qi-quan, GUO Hai, DONG Wen-zheng, et al(林启权,郭 海,董文正,等). Journal of Central South University(Science and Technology)[中南大学学报(自然科学版)], 2022, 53(4): 1220.
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