Skip to main content

Advertisement

Log in

Recently developed methods to enhance stability of heterogeneous catalysts for conversion of biomass-derived feedstocks

  • Invited Review Paper
  • Published:
Korean Journal of Chemical Engineering Aims and scope Submit manuscript

Abstract

Many processes for the conversion of biomass and its derivatives into value-added products (e.g., fuels and chemicals) use heterogeneous catalysts. However, the catalysts often suffer from deactivation under harsh reaction conditions, such as liquid phase at high temperatures and pressures. The catalyst deactivation is a big obstacle to developing industrially relevant biomass conversion processes, including leaching, sintering, and poisoning of metals and collapse of catalyst support. Different approaches have been applied to limit the reversible and irreversible deactivation, highly associated with the kind of catalyst, reactants, reaction conditions, etc. This review presents recent advances in strategies to stabilize heterogeneous catalysts against deactivation for biomass conversion reactions.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price includes VAT (France)

Instant access to the full article PDF.

Institutional subscriptions

References

  1. S. Chu and A. Majumdar, Nature, 488, 294 (2012).

    Article  CAS  PubMed  Google Scholar 

  2. S. P. A. Brown and M. K. Yücel, The Quarterly Review of Economics and Finance, 42, 193 (2002).

    Article  Google Scholar 

  3. M. A. Brown, Energy Policy, 29, 1197 (2001).

    Article  Google Scholar 

  4. V. Ramanathan and Y. Feng, Atmospheric Environ., 43, 37 (2009).

    Article  CAS  Google Scholar 

  5. T. W. R. Powell and T. M. Lenton, Energy Environ. Sci., 5, 8116 (2012).

    Article  CAS  Google Scholar 

  6. N. S. A. Rasid, S. S. A. Syed-Hassan, S. A. S. A. Kadir and M. Asadullah, Korean J. Chem. Eng., 30, 1277 (2013).

    Article  CAS  Google Scholar 

  7. H. P. Jones, D. G. Hole and E. S. Zavaleta, Nat. Clim. Change, 2, 504 (2012).

    Article  Google Scholar 

  8. H. C. McJeon, L. Clarke, P. Kyle, M. Wise, A. Hackbarth, B. P. Bryant and R. J. Lempert, Energy Econ., 33, 619 (2011).

    Article  Google Scholar 

  9. V. Albino, L. Ardito, R. M. Dangelico and A. M. Petruzzelli, Appl. Energy, 135, 836 (2014).

    Article  Google Scholar 

  10. A. Behr and J. P. Gomes, Eur. J. Lipid Sci. Technol., 112, 31 (2010).

    Article  CAS  Google Scholar 

  11. S. Cho and J. Kim, Korean J. Chem. Eng., 33, 2808 (2016).

    Article  CAS  Google Scholar 

  12. M. Song, H. D. Pham, J. Seon and H. C. Woo, Korean J. Chem. Eng., 32, 567 (2015).

    Article  CAS  Google Scholar 

  13. A. Baral and G. S. Guha, Biomass Bioenergy, 27, 41 (2004).

    Article  CAS  Google Scholar 

  14. C. H. Ko, S. H. Park, J.-K. Jeon, D. J. Suh, K.-E. Jeong and Y.-K. Park, Korean J. Chem. Eng., 29, 1657 (2012).

    Article  CAS  Google Scholar 

  15. H. Lee, Y.-M. Kim, I.-G. Lee, J.-K. Jeon, S.-C. Jung, J. D. Chung, W. G. Choi and Y.-K. Park, Korean J. Chem. Eng., 33, 3299 (2016).

    Article  CAS  Google Scholar 

  16. A. M. Henstra, J. Sipma, A. Rinzema and A. J. Stams, Curr. Opin. Biotechnol., 18, 200 (2007).

    Article  CAS  PubMed  Google Scholar 

  17. M. Martín, Energy Res. J., 5, 1 (2014).

    Article  Google Scholar 

  18. R. Kumar, S. Singh and O. V. Singh, J. Ind. Microbiol. Biotechnol., 35, 377 (2008).

    Article  CAS  PubMed  Google Scholar 

  19. Y. Lee, H. Shafaghat, J.-k. Kim, J.-K. Jeon, S.-C. Jung, I.-G. Lee and Y.-K. Park, Korean J. Chem. Eng., 34, 2180 (2017).

    Article  CAS  Google Scholar 

  20. H. Kim, H. Shafaghat, J.-k. Kim, B. S. Kang, J.-K. Jeon, S.-C. Jung, I.-G. Lee and Y.-K. Park, Korean J. Chem. Eng., 35, 922 (2018).

    Article  CAS  Google Scholar 

  21. K. Srirangan, L. Akawi, M. Moo-Young and C. P. Chou, Appl. Energy, 100, 172 (2012).

    Article  Google Scholar 

  22. Y.-C. Lin and G. W. Huber, Energy Environ. Sci., 2, 68 (2009).

    Article  CAS  Google Scholar 

  23. H. Xiong, H. N. Pham and A. K. Datye, Green Chem., 16, 4627 (2014).

    Article  CAS  Google Scholar 

  24. J. Wildschut, F. H. Mahfud, R. H. Venderbosch and H. J. Heeres, Ind. Eng. Chem. Res., 48, 10324 (2009).

    Article  CAS  Google Scholar 

  25. G. C. de Araújo and M. do Carmo Rangel, Catal. Today, 62, 201 (2000).

    Article  Google Scholar 

  26. C. H. Bartholomew, Appl. Catal. A-Gen., 212, 17 (2001).

    Article  CAS  Google Scholar 

  27. D. L. Trimm, Catal. Rev., 16, 155 (1977).

    Article  CAS  Google Scholar 

  28. S. M. Davis, F. Zaera and G. A. Somorjai, J. Catal., 77, 439 (1982).

    Article  CAS  Google Scholar 

  29. R. S. Ruoff, D. C. Lorents, B. Chan, R. Malhotra and S. Subramoney, Science, 259, 346 (1993).

    Article  CAS  PubMed  Google Scholar 

  30. C. H. Bartholomew, Chem. Eng., 91, 96 (1984).

    CAS  Google Scholar 

  31. J. Guo, H. Lou and X. Zheng, Carbon, 45, 1314 (2007).

    Article  CAS  Google Scholar 

  32. P. G. Menon, J. Mol. Catal., 59, 207 (1990).

    Article  CAS  Google Scholar 

  33. M. D. Argyle and C. H. Bartholomew, Catalysts, 5, 145 (2015).

    Article  CAS  Google Scholar 

  34. S. Kuroda, J. Kawakita, M. Watanabe and H. Katanoda, Sci. Technol. Adv. Mater., 9, 033002 (2008).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  35. D. L. Trimm, Appl. Catal. A-Gen., 212, 153 (2001).

    Article  CAS  Google Scholar 

  36. R. Zhang, F. Li, N. Zhang and Q. Shi, Appl. Catal. A-Gen., 239, 17 (2003).

    Article  CAS  Google Scholar 

  37. J. A. Almquist and C. A. Black, J. Am. Chem. Soc., 48, 2814 (1926).

    Article  CAS  Google Scholar 

  38. M. Lyubovsky and L. Pfefferle, Catal. Today, 47, 29 (1999).

    Article  CAS  Google Scholar 

  39. H.-P. Koh and R. Hughes, J. Catal., 33, 7 (1974).

    Article  CAS  Google Scholar 

  40. E. L. Force and A. T. Bell, J. Catal., 40, 356 (1975).

    Article  CAS  Google Scholar 

  41. L. L. Hegedus and R. W. McCabe, Catalyst Poisoning, in: B. Delmon, G. F. Froment (Eds. ) Studies in Surface Science and Catalysis, Elsevier, 471 (1980).

  42. C. H. Bartholomew, Mechanisms of Nickel Catalyst Poisoning, in: B. Delmon, G. F. Froment (Eds. ) Studies in Surface Science and Catalysis, Elsevier, 81 (1987).

  43. F. S. Karn, J. F. Schultz, R. E. Kelly and R. B. Anderson, Ind. Eng. Chem. Prod. Res. Dev., 2, 43 (1963).

    Article  CAS  Google Scholar 

  44. H. Ago, T. Komatsu, S. Ohshima, Y. Kuriki and M. Yumura, Appl. Phys. Lett., 77, 79 (2000).

    Article  CAS  Google Scholar 

  45. M. Hartmann and S. Ernst, Angew. Chem., Int. Ed., 39, 888 (2000).

    Article  CAS  Google Scholar 

  46. J. J. Dijkstra, J. C. L. Meeussen and R. N. J. Comans, Environ. Sci. Technol., 38, 4390 (2004).

    Article  CAS  PubMed  Google Scholar 

  47. K.-i. Shimizu, A. Satsuma and T. Hattori, Catal. Surv. Jpn., 4, 115 (2001).

    Article  Google Scholar 

  48. T. de Freitas Silva, J. A. C. Dias, C. G. Maciel and J. M. Assaf, Catal. Sci. Technol., 3, 635 (2013).

    Article  Google Scholar 

  49. S. Sepehri and M. Rezaei, Chem. Eng. Technol., 38, 1637 (2015).

    Article  CAS  Google Scholar 

  50. C. U. Jung, M.-S. Park, W. N. Kang, M.-S. Kim, K. H. Kim, S. Y. Lee and S.-I. Lee, Appl. Phys. Lett., 78, 4157 (2001).

    Article  CAS  Google Scholar 

  51. P. Sharma, A. Gupta, K. V. Rao, F. J. Owens, R. Sharma, R. Ahuja, J. M. O. Guillen, B. Johansson and G. A. Gehring, Nat. Mater., 2, 673 (2003).

    Article  CAS  PubMed  Google Scholar 

  52. R. B. Bagwell and G. L. Messing, J. Am. Ceram. Soc., 82, 825 (1999).

    Article  CAS  Google Scholar 

  53. V. Goertz, F. Weis, E. Keln, H. Nirschl and M. Seipenbusch, Aerosol Sci. Tech., 45, 1287 (2011).

    Article  CAS  Google Scholar 

  54. J. Lif, M. Skoglundh and L. Löwendahl, Appl. Catal. A-Gen., 228, 145 (2002).

    Article  CAS  Google Scholar 

  55. J. R. Rostrup-Nielsen, K. Pedersen and J. Sehested, Appl. Catal. A Gen., 330, 134 (2007).

    Article  CAS  Google Scholar 

  56. M.-K. Kang, D.-Y. Kim and N. M. Hwang, J. Eur. Ceram. Soc., 22, 603 (2002).

    Article  CAS  Google Scholar 

  57. S. B. Simonsen, I. Chorkendorff, S. Dahl, M. Skoglundh, J. Sehested and S. Helveg, J. Catal., 281, 147 (2011).

    Article  CAS  Google Scholar 

  58. S. R. Challa, A. T. Delariva, T. W. Hansen, S. Helveg, J. Sehested, P. L. Hansen, F. Garzon and A. K. Datye, J. Am. Chem. Soc., 133, 20672 (2011).

    Article  CAS  PubMed  Google Scholar 

  59. B. J. O’Neill, D. H. K. Jackson, J. Lee, C. Canlas, P. C. Stair, C. L. Marshall, J. W. Elam, T. F. Kuech, J. A. Dumesic and G. W. Huber, ACS Catal., 5, 1804 (2015).

    Article  CAS  Google Scholar 

  60. M. Ritala, M. Leskela, L. Niinisto and P. Haussalo, Chem. Mater., 5, 1174 (1993).

    Article  CAS  Google Scholar 

  61. M. Ritala, M. Leskelä, E. Nykänen, P. Soininen and L. Niinistö, Thin Solid Films, 225, 288 (1993).

    Article  CAS  Google Scholar 

  62. J. Aarik, A. Aidla, A. A. Kiisler, T. Uustare and V. Sammelselg, Thin Solid Films, 340, 110 (1999).

    Article  CAS  Google Scholar 

  63. A. C. Dillon, A. W. Ott, J. D. Way and S. M. George, Surf. Sci., 322, 230 (1995).

    Article  CAS  Google Scholar 

  64. G. S. Higashi and C. G. Fleming, Appl. Phys. Lett., 55, 1963 (1989).

    Article  CAS  Google Scholar 

  65. J. Lu, B. Fu, M. C. Kung, G. Xiao, J. W. Elam, H. H. Kung and P. C. Stair, Science, 335, 1205 (2012).

    Article  CAS  PubMed  Google Scholar 

  66. B. J. O’Neill, D. H. K. Jackson, A. J. Crisci, C. A. Farberow, F. Shi, A. C. Alba-Rubio, J. Lu, P. J. Dietrich, X. Gu, C. L. Marshall, P. C. Stair, J. W. Elam, J. T. Miller, F. H. Ribeiro, P. M. Voyles, J. Greeley, M. Mavrikakis, S. L. Scott, T. F. Kuech and J. A. Dumesic, Angew. Chem., Int. Ed., 52, 13808 (2013).

    Article  CAS  Google Scholar 

  67. J.-P. Lange, E. van der Heide, J. van Buijtenen and R. Price, Chem- SusChem, 5, 150 (2012).

    CAS  Google Scholar 

  68. R. Mariscal, P. Maireles-Torres, M. Ojeda, I. Sádaba and M. López Granados, Energy Environ. Sci., 9, 1144 (2016).

    Article  CAS  Google Scholar 

  69. C. M. Cai, T. Zhang, R. Kumar and C. E. Wyman, J. Chem. Technol. Biotechnol., 89, 2 (2014).

    Article  CAS  Google Scholar 

  70. J. Greeley, Electrochim. Acta, 55, 5545 (2010).

    Article  CAS  Google Scholar 

  71. B. J. O’Neill, J. T. Miller, P. J. Dietrich, F. G. Sollberger, F. H. Ribeiro and J. A. Dumesic, ChemCatChem, 6, 2493 (2014).

    Article  CAS  Google Scholar 

  72. H. Zhang, Y. Lei, A. J. Kropf, G. Zhang, J. W. Elam, J. T. Miller, F. Sollberger, F. Ribeiro, M. C. Akatay, E. A. Stach, J. A. Dumesic and C. L. Marshall, J. Catal., 317, 284 (2014).

    Article  CAS  Google Scholar 

  73. H. Zhang, Y. Lei, A. Jeremy Kropf, G. Zhang, J. W. Elam, J. T. Miller, F. Sollberger, F. Ribeiro, M. Cem Akatay, E. A. Stach, J. A. Dumesic and C. L. Marshall, J. Catal., 323, 165 (2015).

    Article  CAS  Google Scholar 

  74. B. J. O’Neill, C. Sener, D. H. K. Jackson, T. F. Kuech and J. A. Dumesic, ChemSusChem, 7, 3247 (2014).

    Article  CAS  PubMed  Google Scholar 

  75. J. Lee, D. H. K. Jackson, T. Li, R. E. Winans, J. A. Dumesic, T. F. Kuech and G. W. Huber, Energy Environ. Sci., 7, 1657 (2014).

    Article  CAS  Google Scholar 

  76. H. Zhang, C. Canlas, A. Jeremy Kropf, J. W. Elam, J. A. Dumesic and C. L. Marshall, J. Catal., 326, 172 (2015).

    Article  CAS  Google Scholar 

  77. D. Liu, D. Zemlyanov, T. Wu, R. J. Lobo-Lapidus, J. A. Dumesic, J. T. Miller and C. L. Marshall, J. Catal., 299, 336 (2013).

    Article  CAS  Google Scholar 

  78. Y. J. Pagán-Torres, J. M. R. Gallo, D. Wang, H. N. Pham, J. A. Libera, C. L. Marshall, J. W. Elam, A. K. Datye and J. A. Dumesic, ACS Catal., 1, 1234 (2011).

    Article  CAS  Google Scholar 

  79. J. J. Bozell, Science, 329, 522 (2010).

    Article  CAS  PubMed  Google Scholar 

  80. J. C. Serrano-Ruiz, D. Wang and J. A. Dumesic, Green Chem., 12, 574 (2010).

    Article  CAS  Google Scholar 

  81. J.-P. Lange, R. Price, P. M. Ayoub, J. Louis, L. Petrus, L. Clarke and H. Gosselink, Angew. Chem., Int. Ed., 49, 4479 (2010).

    Article  CAS  Google Scholar 

  82. C.-J. Pan, M.-C. Tsai, W.-N. Su, J. Rick, N. G. Akalework, A. K. Agegnehu, S.-Y. Cheng and B.-J. Hwang, J. Taiwan Inst. Chem. E., 74, 154 (2017).

    Article  CAS  Google Scholar 

  83. D. E. Resasco and G. L. Haller, J. Catal., 82, 279 (1983).

    Article  CAS  Google Scholar 

  84. J. Santos, J. Phillips and J. A. Dumesic, J. Catal., 81, 147 (1983).

    Article  CAS  Google Scholar 

  85. S. J. Tauster, Acc. Chem. Res., 20, 389 (1987).

    Article  CAS  Google Scholar 

  86. J. A. Dumesic, S. A. Stevenson, R. D. Sherwood and R. T. K. Baker, J. Catal., 99, 79 (1986).

    Article  CAS  Google Scholar 

  87. S. Zander, E. L. Kunkes, M. E. Schuster, J. Schumann, G. Weinberg, D. Teschner, N. Jacobsen, R. Schlögl and M. Behrens, Angew. Chem., Int. Ed., 52, 6536 (2013).

    Article  CAS  Google Scholar 

  88. R. Naumann d’Alnoncourt, M. Friedrich, E. Kunkes, D. Rosenthal, F. Girgsdies, B. Zhang, L. Shao, M. Schuster, M. Behrens and R. Schlögl, J. Catal., 317, 220 (2014).

    Article  CAS  Google Scholar 

  89. A. Bruix, J. A. Rodriguez, P. J. Ramírez, S. D. Senanayake, J. Evans, J. B. Park, D. Stacchiola, P. Liu, J. Hrbek and F. Illas, J. Am. Chem. Soc., 134, 8968 (2012).

    Article  CAS  PubMed  Google Scholar 

  90. G. Melaet, W. T. Ralston, C.-S. Li, S. Alayoglu, K. An, N. Musselwhite, B. Kalkan and G. A. Somorjai, J. Am. Chem. Soc., 136, 2260 (2014).

    Article  CAS  PubMed  Google Scholar 

  91. L. R. Baker, G. Kennedy, M. Van Spronsen, A. Hervier, X. Cai, S. Chen, L.-W. Wang and G. A. Somorjai, J. Am. Chem. Soc., 134, 14208 (2012).

    Article  CAS  PubMed  Google Scholar 

  92. J. Lee, S. P. Burt, C. A. Carrero, A. C. Alba-Rubio, I. Ro, B. J. O’Neill, H. J. Kim, D. H. K. Jackson, T. F. Kuech, I. Hermans, J. A. Dumesic and G. W. Huber, J. Catal., 330, 19 (2015).

    Article  CAS  Google Scholar 

  93. N. M. Eagan, J. P. Chada, A. M. Wittrig, J. S. Buchanan, J. A. Dumesic and G. W. Huber, Joule, 1, 178 (2017).

    Article  CAS  Google Scholar 

  94. H. N. Pham, A. E. Anderson, R. L. Johnson, K. Schmidt-Rohr and A. K. Datye, Angew. Chem., Int. Ed., 51, 13163 (2012).

    Article  CAS  Google Scholar 

  95. H. Xiong, H. N. Pham and A. K. Datye, J. Catal., 302, 93 (2013).

    Article  CAS  Google Scholar 

  96. H. Xiong, M. Nolan, B. H. Shanks and A. K. Datye, Appl. Catal. A-Gen., 471, 165 (2014).

    Article  CAS  Google Scholar 

  97. H. Xiong, T. J. Schwartz, N. I. Andersen, J. A. Dumesic and A. K. Datye, Angew. Chem., Int. Ed., 54, 7939 (2015).

    Article  CAS  Google Scholar 

  98. F. Héroguel, L. Silvioli, Y.-P. Du and J. S. Luterbacher, J. Catal., 358, 50 (2018).

    Article  CAS  Google Scholar 

  99. J.-P. Lange and V. Otten, J. Catal., 238, 6 (2006).

    Article  CAS  Google Scholar 

  100. J.-P. Lange and V. Otten, Ind. Eng. Chem. Res., 46, 6899 (2007).

    Article  CAS  Google Scholar 

  101. N. M. Bertero, A. F. Trasarti, C. R. Apesteguía and A. J. Marchi, Appl. Catal. A-Gen., 458, 28 (2013).

    Article  CAS  Google Scholar 

  102. Z. Luo, Y. Wang, M. He and C. Zhao, Green Chem., 18, 433 (2016).

    Article  CAS  Google Scholar 

  103. T.-S. Nguyen, D. Laurenti, P. Afanasiev, Z. Konuspayeva and L. Piccolo, J. Catal., 344, 136 (2016).

    Article  CAS  Google Scholar 

  104. M. B. Griffin, G. A. Ferguson, D. A. Ruddy, M. J. Biddy, G. T. Beckham and J. A. Schaidle, ACS Catal., 6, 2715 (2016).

    Article  CAS  Google Scholar 

  105. Q. Tan, G. Wang, A. Long, A. Dinse, C. Buda, J. Shabaker and D. E. Resasco, J. Catal., 347, 102 (2017).

    Article  CAS  Google Scholar 

  106. P. A. Zapata, J. Faria, M. P. Ruiz, R. E. Jentoft and D. E. Resasco, J. Am. Chem. Soc., 134, 8570 (2012).

    Article  CAS  PubMed  Google Scholar 

  107. P. A. Zapata, Y. Huang, M. A. Gonzalez-Borja and D. E. Resasco, J. Catal., 308, 82 (2013).

    Article  CAS  Google Scholar 

  108. T. van Haasterecht, C. C. I. Ludding, K. P. de Jong and J. H. Bitter, J. Catal., 319, 27 (2014).

    Article  CAS  Google Scholar 

  109. J. H. Vleeming, B. F. M. Kuster, G. B. Marin, F. Oudet and P. Courtine, J. Catal., 166, 148 (1997).

    Article  CAS  Google Scholar 

  110. L. Ahonen and O. H. Tuovinen, Hydrometallurgy, 37, 1 (1995).

    Article  CAS  Google Scholar 

  111. B. Beverskog and I. Puigdomenech, Corros. Sci., 39, 969 (1997).

    Article  CAS  Google Scholar 

  112. D. A. Palmer, P. Bénézeth, C. Xiao, D. J. Wesolowski and L. M. Anovitz, J. Solution Chem., 40, 680 (2011).

    Article  CAS  Google Scholar 

  113. A. G. Gayubo, B. Valle, A. T. Aguayo, M. Olazar and J. Bilbao, Energy Fuels, 23, 4129 (2009).

    Article  CAS  Google Scholar 

  114. C. Aellig, D. Scholz, P. Y. Dapsens, C. Mondelli and J. Pérez-Ramírez, Catal. Sci. Technol., 5, 142 (2015).

    Article  CAS  Google Scholar 

  115. B. M. Moreno, N. Li, J. Lee, G. W. Huber and M. T. Klein, RSC Adv., 3, 23769 (2013).

    Article  CAS  Google Scholar 

  116. L. Vilcocq, A. Cabiac, C. Especel, S. Lacombe and D. Duprez, J. Catal., 320, 16 (2014).

    Article  CAS  Google Scholar 

  117. D. M. Alonso, S. G. Wettstein and J. A. Dumesic, Chem. Soc. Rev., 41, 8075 (2012).

    Article  CAS  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding authors

Correspondence to Kun-Yi Andrew Lin or Jechan Lee.

Additional information

Dr. Jechan Lee received his Ph.D. in chemical engineering from University of Wisconsin-Madison in 2015. He is currently an assistant professor in Department of Environmental and Safety Engineering at Ajou University. His research interests are in the areas of catalysis, biorefinery, CO2 utilization, and waste-to-energy. He is coauthored more than 60 SCI(E) papers.

Dr. Lin received his Ph.D. from the Department of Earth and Environmental Engineering at Columbia University (USA). He is currently working as an Associate Professor in the Department of Environmental Engineering. His research focuses on development of advanced materials and catalysts for energy and environmental applications. In the past few years, he has been becoming one of leading experts for environmental applications of metal organic frameworks (MOFs) and their derivatives. He has also served as editors and editorial members for more than 10 journals and reviewers for more than 80 high-impact journals. Dr. Lin has co-authored more than 105 SCI journal papers.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Kim, S., Tsang, Y.F., Kwon, E.E. et al. Recently developed methods to enhance stability of heterogeneous catalysts for conversion of biomass-derived feedstocks. Korean J. Chem. Eng. 36, 1–11 (2019). https://doi.org/10.1007/s11814-018-0174-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11814-018-0174-x

Keywords

Navigation