多光谱数据融合分析技术的研究和应用进展

戴嘉伟 王海朋 陈瀑 褚小立

引用本文: 戴嘉伟, 王海朋, 陈瀑, 褚小立. 多光谱数据融合分析技术的研究和应用进展[J]. 分析化学, 2022, 50(6): 839-849. doi: 10.19756/j.issn.0253-3820.210833 shu
Citation:  DAI Jia-Wei,  WANG Hai-Peng,  CHEN Pu,  CHU Xiao-Li. Progress and Application of Multi-Spectral Data Fusion Methods[J]. Chinese Journal of Analytical Chemistry, 2022, 50(6): 839-849. doi: 10.19756/j.issn.0253-3820.210833 shu

多光谱数据融合分析技术的研究和应用进展

    通讯作者: 褚小立,E-mail:chuxl.ripp@sinopec.com
摘要: 现代光谱技术可直接对液体和固体进行快速无损分析,不同类型的光谱有不同的分析侧重点,为实现更全面、更准确的分析,需要结合多种分析手段共同完成。多光谱融合技术是将不同类型的光谱进行优化和整合,实现单光谱优势互补,以获得更全面、更可靠、更丰富的特征数据,达到提高模型预测准确性和稳定性的目的。本文从融合结构入手,分别介绍了低、中、高3种层级的融合策略,探讨了各融合策略的优势及不足,并对近年出现的多光谱数据融合技术的新策略和新方法进行了综述,着重介绍了该技术的研究和应用进展,总结了不同光谱技术在不同领域内的融合策略及方法,对其未来发展方向进行了展望。

English


    1. [1]

      HE Yong, LIU Fei, LI Xiao-Li, SHAO Yong-Ni. Application of Spectrum and Imaging Technology in Agriculture.Beijing:Science Press, 2016.何勇, 刘飞, 李晓丽, 邵咏妮.光谱及成像技术在农业中的应用.北京:科学出版社, 2016.

    2. [2]

      CHU Xiao-Li, LI Shu-Hui, ZHANG Tong. New Progress of Modern Process Analysis Technology. Beijing:Chemical Industry Press, 2021.褚小立, 李淑慧, 张彤.现代过程分析技术新进展.北京:化学工业出版社, 2021.

    3. [3]

      OZAKI Y, HUCK C, TSUCHIKAWA S, ENGELSEN S B. Near-Infrared Spectroscopy Theory, Spectral Analysis, Instrumentation, and Applications:Theory, Spectral Analysis, Instrumentation, and Applications, 2020.OZAKI Y, HUCK C, TSUCHIKAWA S, ENGELSEN S B. Near-Infrared Spectroscopy Theory, Spectral Analysis, Instrumentation, and Applications:Theory, Spectral Analysis, Instrumentation, and Applications, 2020.

    4. [4]

      LUSSIER F, THIBAULT V, CHARRON B, WALLACE G Q, MASSON J F. TrAC-Trends Anal. Chem., 2020, 124:115796.LUSSIER F, THIBAULT V, CHARRON B, WALLACE G Q, MASSON J F. TrAC-Trends Anal. Chem., 2020, 124:115796.

    5. [5]

      WU Hai-Long, LI Yong, KANG Chao, YU Ru-Qin. Chin. J. Anal. Chem., 2015, 43(11):1629-1637.吴海龙, 李勇, 康超, 俞汝勤.分析化学, 2015, 43(11):1629-1637.

    6. [6]

      CHEN Chao, LIU Qi, LI Fan, TAO Qian. Food Res. Dev., 2019, 40(14):219-224.陈超, 柳琦, 李钒, 陶倩.食品研究与开发, 2019, 40(14):219-224.

    7. [7]

      CARNEIRO C R, SILVA C S, DE CARVALHO M A, PIMENTEL M F, TALHAVINI M, WEBER I T. J. Anal.Chem., 2019, 91(19):12444-12452.CARNEIRO C R, SILVA C S, DE CARVALHO M A, PIMENTEL M F, TALHAVINI M, WEBER I T. J. Anal.Chem., 2019, 91(19):12444-12452.

    8. [8]

      AZCARATE S M, RíOS-REINA R, AMIGO J M, GOICOECHEA H C. TrAC-Trends Anal. Chem., 2021, 143:116355.AZCARATE S M, RíOS-REINA R, AMIGO J M, GOICOECHEA H C. TrAC-Trends Anal. Chem., 2021, 143:116355.

    9. [9]

      COCCHI M. Data Handl. Sci. Technol., 2019:1-26.COCCHI M. Data Handl. Sci. Technol., 2019:1-26.

    10. [10]

      MOROS J, JAVIER LASERNA J. Talanta, 2015, 134:627-639.MOROS J, JAVIER LASERNA J. Talanta, 2015, 134:627-639.

    11. [11]

      MALECHAUX A, GARCIA R, LE DREAU Y, PIRES A, DUPUY N, CABRITA M J. J. Agric. Food Chem., 2021, 69(14):4177-4190.MALECHAUX A, GARCIA R, LE DREAU Y, PIRES A, DUPUY N, CABRITA M J. J. Agric. Food Chem., 2021, 69(14):4177-4190.

    12. [12]

      BORRAS E, FERRE J, BOQUE R, MESTRES M, ACENA L, BUSTO O. Anal. Chim. Acta, 2015, 891:1-14.BORRAS E, FERRE J, BOQUE R, MESTRES M, ACENA L, BUSTO O. Anal. Chim. Acta, 2015, 891:1-14.

    13. [13]

      LI Y, HUANG Y, XIA J J, XIONG Y M, MIN S G. Vib. Spectrosc., 2020, 108:103060.LI Y, HUANG Y, XIA J J, XIONG Y M, MIN S G. Vib. Spectrosc., 2020, 108:103060.

    14. [14]

      ROUSSEL S, BELLON-MAUREL V, ROGER J M, GRENIER P. Chemom. Intell. Lab. Syst., 2003, 65(2):209-219.ROUSSEL S, BELLON-MAUREL V, ROGER J M, GRENIER P. Chemom. Intell. Lab. Syst., 2003, 65(2):209-219.

    15. [15]

      SANAEIFAR A, LI X L, HE Y, HUANG Z X, ZHAN Z H. Biosyst. Eng., 2021, 210:206-222.SANAEIFAR A, LI X L, HE Y, HUANG Z X, ZHAN Z H. Biosyst. Eng., 2021, 210:206-222.

    16. [16]

      DU Xing-Qian, HOU Yan-Jie, TANG Yi. J. Yunnan Minzu Univ.(Nat. Sci. Ed.), 2020, 29(1):47-58.杜星乾, 侯艳杰, 唐轶.云南民族大学学报(自然科学版), 2020, 29(1):47-58.

    17. [17]

      CHEN Y S, LI C Y, GHAMISI P, JIA X P, GU Y F. J. IEEE Geosci. Remote Sens. Lett., 2017, 14(8):1253-1257.CHEN Y S, LI C Y, GHAMISI P, JIA X P, GU Y F. J. IEEE Geosci. Remote Sens. Lett., 2017, 14(8):1253-1257.

    18. [18]

      LI Y, WANG Y Z. Microchem. J., 2018, 140:38-46.LI Y, WANG Y Z. Microchem. J., 2018, 140:38-46.

    19. [19]

      MORO M K, NETOÁC, LACERDA V, ROMÃO W, CHINELATTO L S, CASTRO E V R, FILGUEIRAS P R.Fuel, 2020, 263:116721.MORO M K, NETOÁC, LACERDA V, ROMÃO W, CHINELATTO L S, CASTRO E V R, FILGUEIRAS P R.Fuel, 2020, 263:116721.

    20. [20]

      NUNES K M, ANDRADE M V O, SANTOS FILHO A M P, LASMAR M C, SENA M M. Food Chem., 2016, 205:14-22.NUNES K M, ANDRADE M V O, SANTOS FILHO A M P, LASMAR M C, SENA M M. Food Chem., 2016, 205:14-22.

    21. [21]

      YANG X H, LI Y P, WANG L, LI L Q, GUO L, YANG M X, HUANG F R, ZHAO H X. J. Optik, 2020, 203:164052.YANG X H, LI Y P, WANG L, LI L Q, GUO L, YANG M X, HUANG F R, ZHAO H X. J. Optik, 2020, 203:164052.

    22. [22]

      RÍOS-REINA R, AZCARATE S M, CAMINA J M, GOICOECHEA H C. Anal. Chim. Acta, 2020, 1126:52-62.RÍOS-REINA R, AZCARATE S M, CAMINA J M, GOICOECHEA H C. Anal. Chim. Acta, 2020, 1126:52-62.

    23. [23]

      MALECHAUX A, LE DREAU Y, ARTAUD J, DUPUY N. Talanta, 2020, 217:121115.MALECHAUX A, LE DREAU Y, ARTAUD J, DUPUY N. Talanta, 2020, 217:121115.

    24. [24]

      OSHOKOYA O O, JI J R D. ACS Symp. Ser., 2015:299-310.OSHOKOYA O O, JI J R D. ACS Symp. Ser., 2015:299-310.

    25. [25]

      LI Q, HUANG Y, ZHANG J, MIN S. Spectrochim. Acta, Part A, 2021, 247:119119.LI Q, HUANG Y, ZHANG J, MIN S. Spectrochim. Acta, Part A, 2021, 247:119119.

    26. [26]

      JI Jia-Hua, WANG Ji-Fen, HE Xin-Long. Laser Optoelectron. Prog., 2021, 58(3):333-341.季佳华, 王继芬, 何欣龙.激光与光电子学进展, 2021, 58(3):333-341.

    27. [27]

      CHEN Da, LUO Wen-Xin, HUANG Zhi-Xuan, LI Qi-Feng. Nanotechnol. Precis. Eng., 2017, 15(5):384-388.陈达, 骆文欣, 黄志轩, 李奇峰.纳米技术与精密工程, 2017, 15(5):384-388.

    28. [28]

      DEARING T I, THOMPSON W J, RECHSTEINER C E, MARQUARDT B J. Appl. Spectrosc., 2011, 65(2):181-186.DEARING T I, THOMPSON W J, RECHSTEINER C E, MARQUARDT B J. Appl. Spectrosc., 2011, 65(2):181-186.

    29. [29]

      HAHN D W, OMENETTO N. Appl. Spectrosc., 2012, 66(4):347-419.HAHN D W, OMENETTO N. Appl. Spectrosc., 2012, 66(4):347-419.

    30. [30]

      XU Wei-Jie, WU Zhong-Chen, ZHU Xiang-Ping, ZHANG Jiang, LING Zong-Cheng, NI Yu-Heng, GUO Kai-Chen.Spectrosc. Spectral Anal., 2018, 38(6):1926-1932.徐伟杰, 武中臣, 朱香平, 张江, 凌宗成, 倪宇恒, 郭恺琛.光谱学与光谱分析, 2018, 38(6):1926-1932.

    31. [31]

      GAMELA R R, COSTA V C, SPERANCA M A, PEREIRA-FILHO E R. Food Res. Int., 2020, 132:109037.GAMELA R R, COSTA V C, SPERANCA M A, PEREIRA-FILHO E R. Food Res. Int., 2020, 132:109037.

    32. [32]

      ANDRADE D F, DE ALMEIDA E, DE CARVALHO H W P, PEREIRA-FILHO E R, ARASIRIWARDENA D.Talanta, 2021, 225:122025.ANDRADE D F, DE ALMEIDA E, DE CARVALHO H W P, PEREIRA-FILHO E R, ARASIRIWARDENA D.Talanta, 2021, 225:122025.

    33. [33]

      MOROS J, LASERNA J J. Anal. Chem., 2011, 83(16):6275-6285.MOROS J, LASERNA J J. Anal. Chem., 2011, 83(16):6275-6285.

    34. [34]

      DE OLIVEIRA D M, FONTES L M, PASQUINI C. Anal. Chim. Acta, 2019, 1062:28-36.DE OLIVEIRA D M, FONTES L M, PASQUINI C. Anal. Chim. Acta, 2019, 1062:28-36.

    35. [35]

      YAO S, QIN H, WANG Q, LU Z, YAO X, YU Z, CHEN X, ZHANG L, LU J. Spectrochim. Acta, Part A, 2020, 239:118492.YAO S, QIN H, WANG Q, LU Z, YAO X, YU Z, CHEN X, ZHANG L, LU J. Spectrochim. Acta, Part A, 2020, 239:118492.

    36. [36]

      GIBBONS E, LÉVEILLÉR, BERLO K. Spectrochim. Acta, Part B, 2020, 170:105905.GIBBONS E, LÉVEILLÉR, BERLO K. Spectrochim. Acta, Part B, 2020, 170:105905.

    37. [37]

      HOHMANN M, MONAKHOVA Y, ERICH S, CHRISTOPH N, WACHTER H, HOLZGRABE U. J. Agric. Food Chem., 2015, 63(43):9666-9675.HOHMANN M, MONAKHOVA Y, ERICH S, CHRISTOPH N, WACHTER H, HOLZGRABE U. J. Agric. Food Chem., 2015, 63(43):9666-9675.

    38. [38]

      LI Xue-Ying, LI Zong-Min, HOU Guang-Li, QIU Hui-Min, LV Hong-Min, CHEN Guang-Yuan, FAN Ping-Ping.Spectrosc. Spectral Anal., 2021, 41(9):2898-2903.李雪莹, 李宗民, 侯广利, 邱慧敏, 吕红敏, 陈光源, 范萍萍.光谱学与光谱分析, 2021, 41(9):2898-2903.

    39. [39]

      WOLD S, SJÖSTRÖM M, ERIKSSON L. Chemom. Intell. Lab. Syst., 2001, 58(2):109-130.WOLD S, SJÖSTRÖM M, ERIKSSON L. Chemom. Intell. Lab. Syst., 2001, 58(2):109-130.

    40. [40]

      LIANG J, LI M G, DU Y, YAN C H, ZHANG Y, ZHANG T L, ZHENG X H, LI H. Chemom. Intell. Lab. Syst., 2020, 207:104179.LIANG J, LI M G, DU Y, YAN C H, ZHANG Y, ZHANG T L, ZHENG X H, LI H. Chemom. Intell. Lab. Syst., 2020, 207:104179.

    41. [41]

      ZHAO M, MARKIEWICZ-KESZYCKA M, BEATTIE R J, CASADO-GAVALDA M P, CAMA-MONCUNILL X, O'DONNELL C P, CULLEN P J, SULLIVAN C. Food Chem., 2020, 320:126639.ZHAO M, MARKIEWICZ-KESZYCKA M, BEATTIE R J, CASADO-GAVALDA M P, CAMA-MONCUNILL X, O'DONNELL C P, CULLEN P J, SULLIVAN C. Food Chem., 2020, 320:126639.

    42. [42]

      GODINHO M S, BLANCO M R, GAMBARRA NETO F F, LIÃO L M, SENA M M, TAULER R, DE OLIVEIRA A E. Talanta, 2014, 129:143-149.GODINHO M S, BLANCO M R, GAMBARRA NETO F F, LIÃO L M, SENA M M, TAULER R, DE OLIVEIRA A E. Talanta, 2014, 129:143-149.

    43. [43]

      SUN Fei, CHEN Yu, WANG Kai-Yang, QIU Yun-Qi, WANG Shu-Mei, LIANG Sheng-Wang. J. Beijing Univ. Tradit.Chin. Med., 2019, 42(10):862-868.孙飞, 陈雨, 王凯洋, 邱蕴绮, 王淑美, 梁生旺.北京中医药大学学报, 2019, 42(10):862-868.

    44. [44]

      ZHANG Jing, SHAN Hui-Yong, YANG Ren-Jie, JIN Hao, WU Hai-Yun, YU Ya-Ping. Acta Photonica Sin., 2019, 48(6):56-62.张婧, 单慧勇, 杨仁杰, 靳皓, 吴海云, 于亚萍.光子学报, 2019, 48(6):56-62.

    45. [45]

      ZOU Xiao-Bo, FENG Tao, ZHENG Kai-Yi, SHI Ji-Yong, HUANG Xiao-Wei, SUN Yue. Spectrosc. Spectral Anal., 2019, 39(5):1445-1450.邹小波, 封韬, 郑开逸, 石吉勇, 黄晓玮, 孙悦.光谱学与光谱分析, 2019, 39(5):1445-1450.

    46. [46]

      AHMMED F, FULLER I D, KILLEEN D P, FRASER-MILLER S J, GORDON K C. Cienc. Tecnol. Aliment.(Campinas, Braz.), 2021, 1(4):570-578.AHMMED F, FULLER I D, KILLEEN D P, FRASER-MILLER S J, GORDON K C. Cienc. Tecnol. Aliment.(Campinas, Braz.), 2021, 1(4):570-578.

    47. [47]

      LI Ya-Hui, LI Yan-Xiao, TAN Wei-Long, SUN Xiao-Xia, SHI Ji-Yong, ZOU Xiao-Bo, ZHANG Jun-Jun, JIANG Cai-Ping. Spectrosc. Spectral Anal., 2020, 40(12):3878-3883.李亚惠, 李艳肖, 谭伟龙, 孙晓霞, 石吉勇, 邹小波, 张俊俊, 蒋彩萍.光谱学与光谱分析, 2020, 40(12):3878-3883.

    48. [48]

      LIU Feng-Kui, ZHANG Cui, HUANG Zhi-Xuan, LIU Pan-Xi, CHEN Da. J. Instrum. Anal., 2019, 38(4):390-395.刘丰奎, 张翠, 黄志轩, 刘盼西, 陈达.分析测试学报, 2019, 38(4):390-395.

    49. [49]

      WANG Y Q, YANG Y Z, SUN H J, DAI J P, ZHAO M X, TENG C Z, KE Z H, YANG M, ZHONG L Y, ZHU W F.Vib. Spectrosc., 2020, 108:103057.WANG Y Q, YANG Y Z, SUN H J, DAI J P, ZHAO M X, TENG C Z, KE Z H, YANG M, ZHONG L Y, ZHU W F.Vib. Spectrosc., 2020, 108:103057.

    50. [50]

      LIU H, CHEN Y, SHI C, YANG X T, HAN D H. LWT-Food Sci. Technol., 2020, 119:108906.LIU H, CHEN Y, SHI C, YANG X T, HAN D H. LWT-Food Sci. Technol., 2020, 119:108906.

    51. [51]

      YAO S, LI T, LI J Q, LIU H G, WANG Y Z. Spectrochim. Acta, Part A, 2018, 198:257-263.YAO S, LI T, LI J Q, LIU H G, WANG Y Z. Spectrochim. Acta, Part A, 2018, 198:257-263.

    52. [52]

      GE W Z, ZHANG L, LI X L, ZHANG C S, SUN M Y, AN D, WU J W. Biosyst. Eng., 2021, 210:299-309.GE W Z, ZHANG L, LI X L, ZHANG C S, SUN M Y, AN D, WU J W. Biosyst. Eng., 2021, 210:299-309.

    53. [53]

      RIOS-REINA R, CALLEJON R M, SAVORANI F, AMIGO J M, COCCHI M. Talanta, 2019, 198:560-572.RIOS-REINA R, CALLEJON R M, SAVORANI F, AMIGO J M, COCCHI M. Talanta, 2019, 198:560-572.

    54. [54]

      MARINI F, TOMASSETTI M, PIACENTINI M, CAMPANELLA L, FLAMINI P. Nat. Prod. Res., 2019, 33(7):1006-1014.MARINI F, TOMASSETTI M, PIACENTINI M, CAMPANELLA L, FLAMINI P. Nat. Prod. Res., 2019, 33(7):1006-1014.

    55. [55]

      COMINO F, AYORA-CANADA M J, ARANDA V, DIAZ A, DOMINGUEZ-VIDAL A. Talanta, 2018, 188:676-684.COMINO F, AYORA-CANADA M J, ARANDA V, DIAZ A, DOMINGUEZ-VIDAL A. Talanta, 2018, 188:676-684.

    56. [56]

      ASSIS C, GAMA E M, NASCENTES C C, DE OLIVEIRA L S, ANZANELLO M J, SENA M M. Food Chem., 2020, 325:126953.ASSIS C, GAMA E M, NASCENTES C C, DE OLIVEIRA L S, ANZANELLO M J, SENA M M. Food Chem., 2020, 325:126953.

    57. [57]

      HUANG Xing-Yi, GUAN Chao, DING Ran, LV Ri-Qin. Trans. Chin. Soc. Agric. Eng., 2015, 31(8):277-282.黄星奕, 管超, 丁然, 吕日琴.农业工程学报, 2015, 31(8):277-282.

    58. [58]

      ZOU Xiao-Bo, ZHANG Jun-Jun, HUANG Xiao-Wei, ZHENG Kai-Yi, WU Sheng-Bin, SHI Ji-Yong. Trans. Chin.Soc. Agric. Eng., 2019, 35(9):301-307.邹小波, 张俊俊, 黄晓玮, 郑开逸, 吴胜斌, 石吉勇.农业工程学报, 2019, 35(9):301-307.

    59. [59]

      ZHOU Kun-Peng, BAI Xu-Fang, BI Wei-Hong. Spectrosc. Spectral Anal., 2019, 39(3):813-817.周昆鹏, 白旭芳, 毕卫红.光谱学与光谱分析, 2019, 39(3):813-817.

    60. [60]

      CASIAN T, FARKAS A, ILYES K, DEMUTH B, BORBAS E, MADARASZ L, RAPI Z, FARKAS B, BALOGH A, DOMOKOS A, MAROSI G, TOMUTA I, NAGY Z K. Int. J. Pharm.(Amsterdam, Neth.), 2019, 567:118473.CASIAN T, FARKAS A, ILYES K, DEMUTH B, BORBAS E, MADARASZ L, RAPI Z, FARKAS B, BALOGH A, DOMOKOS A, MAROSI G, TOMUTA I, NAGY Z K. Int. J. Pharm.(Amsterdam, Neth.), 2019, 567:118473.

    61. [61]

      YU Ye-Xia, LI Li, WANG Yuan-Zhong. Spectrosc. Spectral Anal., 2020, 40(8):2440-2446.于叶霞, 李鹂, 王元忠.光谱学与光谱分析, 2020, 40(8):2440-2446.

    62. [62]

      SHI Y, YUAN H C, XIONG C A, ZHANG Q, JIA S Y, LIU J J, MEN H. Sens. Actuators, B, 2021, 333:129546.SHI Y, YUAN H C, XIONG C A, ZHANG Q, JIA S Y, LIU J J, MEN H. Sens. Actuators, B, 2021, 333:129546.

    63. [63]

      HUANG Shou-Chang, HUANG Li. Inn. Mong. Norm. Univ., Nat. Sci. Ed.[Chin. Lang. Ed.] (2002), 2017, 46(5):664-667.黄寿昌, 黄力.内蒙古师范大学学报(自然科学汉文版), 2017, 46(5):664-667.

    64. [64]

      WANG Cai-Xia, WANG Song-Lei, HE Xiao-Guang, DONG Huan. Spectrosc. Spectral Anal., 2020, 40(3):911-916.王彩霞, 王松磊, 贺晓光, 董欢.光谱学与光谱分析, 2020, 40(3):911-916.

    65. [65]

      WANG Cai-Xia, WANG Song-Lei, HE Xiao-Guang, DONG Huan. Spectrosc. Spectral Anal., 2020, 40(2):595-601.王彩霞, 王松磊, 贺晓光, 董欢.光谱学与光谱分析, 2020, 40(2):595-601.

    66. [66]

      TENG G E, WANG Q Q, CUI X T, WEI K, XIANGLI W T, CHEN G Y. J. Raman Spectrosc., 2021, 52(4):805-814.TENG G E, WANG Q Q, CUI X T, WEI K, XIANGLI W T, CHEN G Y. J. Raman Spectrosc., 2021, 52(4):805-814.

    67. [67]

      BALLABIO D, ROBOTTI E, GRISONI F, QUASSO F, BOBBA M, VERCELLI S, GOSETTI F, CALABRESE G, SANGIORGI E, ORLANDI M, MARENGO E. Food Chem., 2018, 266:79-89.BALLABIO D, ROBOTTI E, GRISONI F, QUASSO F, BOBBA M, VERCELLI S, GOSETTI F, CALABRESE G, SANGIORGI E, ORLANDI M, MARENGO E. Food Chem., 2018, 266:79-89.

    68. [68]

      DI ANIBAL C V, CALLAO M P, RUISANCHEZ I. Talanta, 2011, 84(3):829-833.DI ANIBAL C V, CALLAO M P, RUISANCHEZ I. Talanta, 2011, 84(3):829-833.

    69. [69]

      ZHU J Y, FAN X, HAN L, ZHANG C, WANG J H, PAN L Q, TU K, PENG J, ZHANG M Z. J. Food Compos.Anal., 2021, 104:104130.ZHU J Y, FAN X, HAN L, ZHANG C, WANG J H, PAN L Q, TU K, PENG J, ZHANG M Z. J. Food Compos.Anal., 2021, 104:104130.

    70. [70]

      MARQUEZ C, LOPEZ M I, RUISANCHEZ I, CALLAO M P. Talanta, 2016, 161:80-86.MARQUEZ C, LOPEZ M I, RUISANCHEZ I, CALLAO M P. Talanta, 2016, 161:80-86.

    71. [71]

      SHEN T, YU H, WANG Y Z. Molecules, 2020, 25(6):1442.SHEN T, YU H, WANG Y Z. Molecules, 2020, 25(6):1442.

    72. [72]

      JURADO-CAMPOS N, ARROYO-MANZANARES N, VINAS P, ARCE L. Talanta, 2020, 219:121260.JURADO-CAMPOS N, ARROYO-MANZANARES N, VINAS P, ARCE L. Talanta, 2020, 219:121260.

    73. [73]

      LEGNER R, VOIGT M, WIRTZ A, FRIESEN A, HAEFNER S, JAEGER M. Energy Fuels, 2020, 34(1):103-110.LEGNER R, VOIGT M, WIRTZ A, FRIESEN A, HAEFNER S, JAEGER M. Energy Fuels, 2020, 34(1):103-110.

    74. [74]

      TAO L Y, VIA B, WU Y J, XIAO W, LIU X S. Vib. Spectrosc., 2019, 102:31-38.TAO L Y, VIA B, WU Y J, XIAO W, LIU X S. Vib. Spectrosc., 2019, 102:31-38.

    75. [75]

      MAZEROLLES G, HANAFI M, DUFOUR E, BERTRAND D, QANNARI E M. Chemom. Intell. Lab. Syst., 2006, 81(1):41-49.MAZEROLLES G, HANAFI M, DUFOUR E, BERTRAND D, QANNARI E M. Chemom. Intell. Lab. Syst., 2006, 81(1):41-49.

    76. [76]

      CORDELLA C B Y, BERTRAND D. TrAC-Trends Anal. Chem., 2014, 54:75-82.CORDELLA C B Y, BERTRAND D. TrAC-Trends Anal. Chem., 2014, 54:75-82.

    77. [77]

      EL GHAZIRI A, CARIOU V, RUTLEDGE D N, QANNARI El M. J. Chemom., 2016, 30(8):420-429.EL GHAZIRI A, CARIOU V, RUTLEDGE D N, QANNARI El M. J. Chemom., 2016, 30(8):420-429.

    78. [78]

      MAGE I, MEVIK B H, NAES T. J. Chemom., 2008, 22(8):443-456.MAGE I, MEVIK B H, NAES T. J. Chemom., 2008, 22(8):443-456.

    79. [79]

      NAES T, TOMIC O, AFSETH N K, SEGTNAN V, MAGE I. Chemom. Intell. Lab. Syst., 2013, 124:32-42.NAES T, TOMIC O, AFSETH N K, SEGTNAN V, MAGE I. Chemom. Intell. Lab. Syst., 2013, 124:32-42.

    80. [80]

      MAGE I, MENICHELLI E, NAES T. Food Qual. Prefer., 2012, 24(1):8-16.MAGE I, MENICHELLI E, NAES T. Food Qual. Prefer., 2012, 24(1):8-16.

    81. [81]

      BIANCOLILLO A, MARINI F, RUCKEBUSCH C, VITALE R. Appl. Sci., 2020, 10(18):6544.BIANCOLILLO A, MARINI F, RUCKEBUSCH C, VITALE R. Appl. Sci., 2020, 10(18):6544.

    82. [82]

      MISHRA P, ROGER J M, RUTLEDGE D N, BIANCOLILLO A, MARINI F, NORDON A, JOUAN-RIMBAUDBOUVERESSE D. Chemom. Intell. Lab. Syst., 2020, 205:104139.MISHRA P, ROGER J M, RUTLEDGE D N, BIANCOLILLO A, MARINI F, NORDON A, JOUAN-RIMBAUDBOUVERESSE D. Chemom. Intell. Lab. Syst., 2020, 205:104139.

    83. [83]

      DE AGUIAR L M, GALVAN D, BONA E, COLNAGO L A, KILLNER M H M. Talanta, 2022, 236:122838.DE AGUIAR L M, GALVAN D, BONA E, COLNAGO L A, KILLNER M H M. Talanta, 2022, 236:122838.

  • 加载中
计量
  • PDF下载量:  12
  • 文章访问数:  295
  • HTML全文浏览量:  75
文章相关
  • 收稿日期:  2021-11-11
  • 修回日期:  2022-03-21
通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

/

返回文章