| LSSVM、BPNN同时测定苯酚苯二酚异构体研究 |
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| 引用本文： | 星炯浩,张运陶.LSSVM、BPNN同时测定苯酚苯二酚异构体研究[J].西华师范大学学报(哲学社会科学版),2006,27(2):217-220. |
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| 作者姓名： | 星炯浩 张运陶 |
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| 作者单位： | 西华师范大学应用化学研究所,四川南充637002 |
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| 摘 要： | 研究比较了最小二乘支持向量机（LSSVM）、BP神经网络（BPNN）对苯酚、对苯二酚和间苯二酚混合液的紫外分光光度法同时测定，测定结果各组分平均相对误差LSSVM分别为2．75％、2．43％、1．45％；BPNN分别为2．97％、3．35％、4．72％；LSSVM模型测出量的相对误差的绝对值最大为5．73％，BPNN为16．10％．结果表明LSSVM用于该混合体系的同时测定数据解析。处理结果的准确性明显优于BPNN方法．
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| 关 键 词： | 最小二乘支持向量机 BP神经网络 分光光度同时测定 苯酚 间苯二酚 对苯二酚 |
| 文章编号： | 1673-5072（2006）02-0217-04 |
| 收稿时间： | 2005-11-08 |
| 修稿时间： | 2005年11月8日 |
Simultaneous Determination of Phenol,m-, p- Dihydroxybenzene by LSSVM and BPNN |
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| XING Jiong-Hao ZHANG Yun-tao.Simultaneous Determination of Phenol,m-, p- Dihydroxybenzene by LSSVM and BPNN[J].Journal of China West Normal University:Natural Science Edition,2006,27(2):217-220. |
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| Authors: | XING Jiong-Hao ZHANG Yun-tao |
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| Institution: | Institute of Applied Chemistry, China West Normal University, Nanchong 637002. China |
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| Abstract: | We have studied and comparde direct quantitative determination of phenol,m-,p-dihydroxybenzene by UV spectroscopy with the help of LSSVM and BPNN.The mean relative error of prediction results of synthetic samples for LSSVM and BPNN:LSSVM is 2.75%,2.43%,1.45%,BPNN is 2.97%,3.35%,4.72%;the maximal absolute relative error of LSSVM is only 5.73%,BPNN is 16.10%.The results show that LSSVM model is much better than BPNN in accuracy. |
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| Keywords: | LSSVM BPNN simultaneous spectrophotometric determination m - p - dihydroxybenzene |
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