Skip to main content
Log in

Accuracy and precision of laser spectrometers for trace gas sensing in the presence of optical fringes and atmospheric turbulence

  • Published:
Applied Physics B Aims and scope Submit manuscript

Abstract

Spectroscopic techniques are increasingly used for field laser applications in industry and research. Under field conditions complex gas sensors cannot be considered as stable and therefore drift characterization is a key issue to distinguish between sample data and sensor drift. In this paper the history of von Neumann’s two-sample variance and Allan variance stability investigations in the field of frequency metrology and the relationship to wavelet analysis are reviewed. The concept has been used to characterize accuracy and precision of spectroscopic data in the time domain and practical guidelines for the interpretation of σ/τ plots are presented. Two topics relevant for spectroscopic measurements are discussed: First, the optical fringe effect, which is present in any spectrometer, limits the precision and accuracy of spectroscopic measurements by forming time dependent background structures superimposed to the signal under investigation. The two-sample variance is used to characterize optical etalons and long-term drift using σ/τ plots. Second, the short-term instrument stability characteristic in the presence of atmospheric turbulence is discussed. This is important for laser-based gas monitors measuring the turbulent transport of trace gases between the biosphere and the atmosphere using the eddy-covariance technique. It will be shown how the spectral characteristics of turbulence in the Kolmogorov inertial subrange can be identified in the time domain and how the effect of optical fringes can be separated from atmospheric signals.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

References

  1. H. Schiff, G. Mackay, J. Bechera, The Use of Tunable Diode Laser Absorption Spectroscopy for Atmospheric Measurements. Air Monitoring by Spectroscopic Techniques, vol. 127, (Wiley, New York, 1994)

    Google Scholar 

  2. D. Brassington, Tunable Diode Laser Absorption Spectroscopy for the Measurement of Atmospheric Species. Advances in Spectroscopy, vol. 24 (Wiley, New York, 1995), pp. 83–148

    Google Scholar 

  3. P. Werle, Spectrochim. Acta A 54, 197 (1998)

    ADS  Google Scholar 

  4. F.K. Tittel, D. Richter, A. Fried, in Solid-State Mid-Infrared Laser Sources, ed. by I.T. Sorokina, K.L. Vodopyanov, Topics in Applied Physics, vol. 89 (Springer, Berlin, 2003), pp. 445–510

    Google Scholar 

  5. P. Werle, in Lasers in Environmental and Life Sciences—Modern Analytical Methods, ed. by P. Hering, P. Lay, S. Stry (Springer, Heidelberg, 2004) pp. 223–243

    Google Scholar 

  6. A. Fried, D. Richter, in Analytical Techniques for Atmospheric Measurements, ed. by D. Heard (Blackwell Sci., Oxford, 2006), pp. 72–146

    Google Scholar 

  7. P. Werle, F. D’Amato, S. Viciani, in Lasers in Chemistry—Probing Matter, ed. by M. Lackner (Wiley–VCH, Weinheim, 2008), pp. 255–275

    Google Scholar 

  8. P. Werle, F. D’Amato Appl. Phys. B 92, 303 (2008)

    ADS  Google Scholar 

  9. C.F. Gauss, Bestimmung der Genauigkeit der Beobachtungen (1816) (reprinted in C. F. Gauss Werke 4, Königliche Gesellschaft der Wissenschaften, Göttingen, 1880), pp. 109–117

  10. J.W. Lindeberg, Math. Z. 15, 211 (1922)

    MathSciNet  Google Scholar 

  11. P. Werle, P. Mazzinghi, F. D’Amato, M. De Rosa, K. Maurer, F. Slemr, Spectrochim. Acta Part A 60, 1685 (2004)

    ADS  Google Scholar 

  12. P.G. Moore, J. Am. Stat. Assoc. 50, 270, 434 (1955)

    Google Scholar 

  13. J. von Neumann, R.H. Kent, H.R. Bellinson, B.I. Hart, Ann. Math. Stat. 12, 153 (1941)

    MATH  Google Scholar 

  14. A. Hald, Statistical Theory with Engineering Applications (Wiley, New York, 1952)

    MATH  Google Scholar 

  15. W.M. Harper, Biometrika 54, 419 (1967)

    MATH  MathSciNet  Google Scholar 

  16. K. Shah, Biometrika 57, 193 (1970)

    MATH  Google Scholar 

  17. J.A. Barnes, A.R. Chi, L.S. Cutler, D.J. Healey, D.B. Lesson, T.E. McCunigal, J.A. Mullen, W.L. Smith, R.L. Sydnor, R. Vessot, G.M.R. Winkler, IEEE Trans. Instrum. Meas. IM-20, 105 (1971)

    Google Scholar 

  18. D.W. Allan, Proc. IEEE 54, 221 (1966)

    Google Scholar 

  19. J.A. Barnes, Proc. IEEE 54, 207 (1966)

    Google Scholar 

  20. E.S. Ferre-Pikal, J.R. Vig, J.C. Camparo, L.S. Cutler, L. Maleki, W.J. Riley, S.R. Stein, C. Thomas, F.L. Walls, J.D. White, in: Proc. of the Annual IEEE International Frequency Control Symposium (IEEE Press, New York, 1997), pp. 338–357.

    Google Scholar 

  21. H. Marouani, M.R. Dagenais, J. Comput. Syst., Netw. Commun. 2008, 583162 (2008)

    Google Scholar 

  22. R. Schieder, C. Kramer, Astron. Astrophys. A 373, 746 (2001)

    ADS  Google Scholar 

  23. G. Wirtz, G. Sonnabend, R. Schieder, Spectrochim. Acta A 58, 2457 (2002)

    ADS  Google Scholar 

  24. T.J. Witt, IEEE Trans. Instrum. Meas. 50, 445 (2001)

    Google Scholar 

  25. D. Gambis, Adv. Space Res. 30, 207 (2002)

    ADS  Google Scholar 

  26. D. DiPietroPaolo, H.P. Müller, S.N. Erné, Phys. Med. Biol. 50, 2415 (2005)

    Google Scholar 

  27. P. Werle, R. Mücke, F. Slemr, Appl. Phys. B 57, 131 (1993)

    ADS  Google Scholar 

  28. A. Joshua, V. Venkataraman, Rev. Sci. Instrum. 80, 023908 (2009)

    ADS  Google Scholar 

  29. C. Dyroff, P. Weibring, A. Fried, D. Richter, J.D. Walega, A. Zahn, W. Freude, P. Werle, Appl. Phys. B 88, 117 (2007)

    ADS  Google Scholar 

  30. H. Sabana, T. Fritsch, M. Boyomo Onana, O. Bouba, P. Hering, M. Mürtz, Appl. Phys. B 96, 535 (2009)

    ADS  Google Scholar 

  31. A. Foltynowicz, W. Ma, O. Axner, Opt. Express 16, 14689 (2008)

    ADS  Google Scholar 

  32. J. Skrinsky, R. Janeckova, E. Grigorova, M. Strizik, P. Kubat, L. Herecova, V. Nevrly, Z. Zelinger, S. Civiš, J. Mol. Spectrosc. 256, 99 (2009)

    ADS  Google Scholar 

  33. H. Cattaneo, T. Laurila, R. Hernberg, Appl. Phys. B 85, 337 (2006)

    ADS  Google Scholar 

  34. A.A. Kosterev, F.K. Tittel, D.V. Serebryakov, A.L. Malinovsky, I.V. Morozov, Rev. Sci. Instrum. 76, 043105 (2005)

    ADS  Google Scholar 

  35. E. Kerstel, L. Gianfrani, Appl. Phys. B 92, 439 (2008)

    ADS  Google Scholar 

  36. E.H. Wahl, B. Fidric, C. Rella, S. Koulikov, B. Kharlamov, S. Tan, A.A. Kachanov, B.A. Richman, E.R. Crosson, B.A. Paldus, S. Kalaskar, D.R. Bowling, Isot. Environ. Health Stud. 42, 21 (2006)

    Google Scholar 

  37. B. Tuzson, J. Mohn, M.J. Zeeman, R.A. Werner, W. Eugster, M.S. Zahniser, D.D. Nelson, J.B. McManus, L. Emmenegger, Appl. Phys. B 92, 451 (2008)

    ADS  Google Scholar 

  38. B. Tuzson, M.J. Zeeman, M.S. Zahnisier, L. Emmenegger, Infrared Phys. Technol. 51, 198 (2008)

    ADS  Google Scholar 

  39. L. Croizé, D. Mondelain, C. Camy-Peyret, M. Delmotte, M. Schmidt, Rev. Sci. Instrum. 79, 043101 (2008)

    ADS  Google Scholar 

  40. T.J. Griffis, S.D. Sargent, J.M. Baker, X. Lee, B.D. Tanner, J. Greene, E. Swiatek, K. Billmark, J. Geophys. Res. Atmos. 113, D08304 (2008)

    Google Scholar 

  41. D. Richter, B.P. Wert, A. Fried, P. Weibring, J.G. Walega, J.W.C. White, B.H. Vaughn, F.K. Tittel, Opt. Lett. 34, 172 (2009)

    ADS  Google Scholar 

  42. R.Q. Iannone, S. Kassi, H.-J. Jost, M. Chenevier, D. Romanini, H.A.J. Meijer, S. Dhaniyala, M. Snels, E.R.T. Kerstel, Isot. Environ. Health Stud. 45, 303 (2009)

    Google Scholar 

  43. C. Dyroff, D. Fütterer, A. Zahn, Appl. Phys. B 98, 537 (2010)

    ADS  Google Scholar 

  44. P. Sturm, A. Knohl, Atmos. Meas. Tech. 3, 67 (2010)

    Google Scholar 

  45. L. Wang, K.K. Caylor, D. Dragoni, Rapid Commun. Mass Spectrom. 23, 530 (2009)

    Google Scholar 

  46. M.F. Witinski, D.S. Sayres, J.G. Anderson, Appl. Phys. B (2010, this issue)

  47. H. Waechter, J. Mohn, B. Tuzson, L. Emmenegger, M.W. Sigrist, Opt. Express 16, 9239 (2008)

    ADS  Google Scholar 

  48. A. Lambrecht, Th. Beyer, M. Braun, A. Peter, S. Hartwig, Tech. Mess. 71, 311 (2004)

    Google Scholar 

  49. A. Lambrecht, Th. Beyer, K. Hebestreit, R. Mischler, W. Petrich, Appl. Spectrosc. 60, 729 (2006)

    ADS  Google Scholar 

  50. A. Fried, B. Henry, B. Wert, S. Sewell, J.R. Drummond, Appl. Phys. B 67, 317 (1998)

    ADS  Google Scholar 

  51. W.P. Dubé, S.S. Brown, H.D. Osthoff, M.R. Nunley, S.J. Ciciora, M.W. Paris, R.J. McLaughlin, A.R. Ravishankara, Rev. Sci. Instrum. 77, 034101 (2006)

    ADS  Google Scholar 

  52. C.L. Schiller, H. Bozem, C. Gurk, U. Parchatka, R. Königstedt, G.W. Harris, J. Lelieveld, H. Fischer, Appl. Phys. B 92, 419 (2008)

    ADS  Google Scholar 

  53. J.B. McManus, J.H. Shorter, D.D. Nelson, M.S. Zahniser, D.E. Glenn, R.M. McGovern, Appl. Phys. B 92, 387 (2008)

    ADS  Google Scholar 

  54. D.D. Nelson, J.B. McManus, S. Urbanski, S. Herndon, M.S. Zahniser, Spectrochim. Acta A 60, 3325 (2004)

    ADS  Google Scholar 

  55. L. Joly, C. Robert, B. Parvitte, V. Catoire, G. Durry, G. Richard, B. Nicoullaud, V. Zéninari, Appl. Opt. 47, 1206 (2008)

    ADS  Google Scholar 

  56. D.A. Brazhnikov, I.V. Nikolaev, V.N. Ochkin, M.V. Spiridonov, S.N. Tskhai, Laser Phys. 19, 1323 (2009)

    ADS  Google Scholar 

  57. F. D’Amato, M. De Rosa, Opt. Laser Eng. 37, 533 (2002)

    Google Scholar 

  58. P. Werle, K. Maurer, R. Kormann, R. Mücke, F. D’Amato, T. Lancia, A. Popov, Spectrochim. Acta A 58, 2361 (2002)

    ADS  Google Scholar 

  59. R. Wada, J.M. Beames, A.J. Orr-Ewing, J. Atmos. Chem. 58, 69 (2007)

    Google Scholar 

  60. A. Fried, S. Sewell, B. Henry, B.P. Wert, T. Gilpin, J.R. Drummond, J. Geophys. Res. Atmos. 102, 6253 (1997)

    ADS  Google Scholar 

  61. N. Marron, C. Plain, B. Longdoz, D. Epron, Plant Soil 318, 137 (2009)

    Google Scholar 

  62. X.T. Lou, G. Somesfalean, Z.G. Zhang, S. Svanberg, Appl. Phys. B 94, 699 (2009)

    ADS  Google Scholar 

  63. V.L. Kasyutich, R.J. Holdsworth, P.A. Martin, Appl. Phys. B 92, 271 (2009)

    ADS  Google Scholar 

  64. T. Wu, W. Zhao, W. Chen, W. Zhang, X. Gao, Appl. Phys. B 94, 85 (2009)

    ADS  Google Scholar 

  65. E.J. Moyer, D.S. Sayres, G.S. Engel, J.M.St. Clair, F.N. Keutsch, N.T. Allen, J.H. Kroll, J.G. Anderson, Appl. Phys. B 92, 467 (2008)

    ADS  Google Scholar 

  66. R. Kormann, H. Müller, P. Werle, Atmos. Environ. 35, 2533 (2001)

    Google Scholar 

  67. P. Werle, R. Kormann, Appl. Opt. 40, 846 (2001)

    ADS  Google Scholar 

  68. D.R. Bowling, S.D. Sargent, B.D. Tanner, J.R. Ehleringer, Agric. For. Meteorol. 118, 1 (2003)

    Google Scholar 

  69. P.S. Kroon, A. Hensen, H.J.J. Jonker, M.S. Zahniser, W.H. van ’t Veen, A.T. Vermeulen, Biogeosciences 4, 715 (2007)

    ADS  Google Scholar 

  70. D.M.D. Hendriks, A.J. Dolman, M.K. van der Molen, J. van Huissteden, Atmos. Chem. Phys. 8, 431 (2008)

    ADS  Google Scholar 

  71. I. Mammarella, P. Werle, M. Pihlatie, W. Eugster, S. Haapanala, R. Kiese, T. Markkanen, Ü. Rannik, T. Vesala, Biogeosciences 7, 427 (2010)

    ADS  Google Scholar 

  72. A. Neftel, C. Ammann, C. Fischer, C. Spirig, F. Conen, L. Emmenegger, B. Tuzson, S. Wahlen, Agric. For. Meteorol. 150, 775 (2010)

    Google Scholar 

  73. W. Eugster, P. Plüss, Agric. For. Meteorol. 150, 841 (2010)

    Google Scholar 

  74. P. Werle, Agric. For. Meteorol. 150, 832 (2010)

    Google Scholar 

  75. A. Hyvarinen, J. Karhunen, E. Oja, Independent Component Analysis. Series on Adaptive and Learning Systems for Signal Processing, Communications and Control (Wiley–Interscience, New York, 2001)

    Google Scholar 

  76. S. Tauber, D. Dean, J. Soc. Ind. Appl. Math. 8, 174 (1960)

    MathSciNet  Google Scholar 

  77. C.A. Greenhall, IEEE Trans. Instrum. Meas. 40, 994 (1991)

    Google Scholar 

  78. S. Mallat, IEEE Trans. Pattern Anal. Mach. Intell. II, 674 (1989)

    ADS  Google Scholar 

  79. P. Flandrin, IEEE Trans. Inf. Theory 38, 910 (1992)

    MathSciNet  MATH  Google Scholar 

  80. I. Daubechies, Ten Lectures on Wavelets. CBMS-NSF Lecture Notes, vol. 61 (SIAM, Philadelphia, 1992)

    MATH  Google Scholar 

  81. A. Haar, Math. Ann. 69, 331 (1910)

    MATH  MathSciNet  Google Scholar 

  82. E. Foufoula-Georgiou, P. Kumar, (eds.), Wavelets in Geophysics, (Academic Press, San Diego, 1994) pp. 325-344

  83. W. Eugster, W. Senn, Bound.-Layer Meteorol. 74, 321–340 (1995)

    Google Scholar 

  84. A. Ibrom, E. Dellwik, H. Flyvbjerg, N.O. Jensen, K. Pilegaard, Agric. For. Meteorol. 147, 140 (2007)

    Google Scholar 

  85. E. Hecht, Optics (Addison–Wesley, Reading, 1998)

    Google Scholar 

  86. E. Jennings, Appl. Opt. 23, 1299 (1984)

    ADS  Google Scholar 

  87. C. Nicolas, A.W. Mantz, Appl. Opt. 28, 4525 (1989)

    ADS  Google Scholar 

  88. J. Clar, R. Schieder, M. Reich, G. Winnewisser, Appl. Opt. 28, 1648 (1989)

    ADS  Google Scholar 

  89. P. Werle, Infrared Phys. Technol. 37, 59 (1996)

    ADS  Google Scholar 

  90. P. Werle, F. Slemr, M. Gehrtz, C. Bräuchle, Appl. Phys. B 49, 99 (1989)

    ADS  Google Scholar 

  91. P. Werle, F. Slemr, M. Gehrtz, C. Bräuchle, Appl. Opt. 28, 1638 (1989)

    ADS  Google Scholar 

  92. J. Morville, D. Romanini, A.A. Kachanov, M. Chenevier, Appl. Phys. B 78, 465 (2004)

    ADS  Google Scholar 

  93. D.T. Cassidy, J. Reid, Appl. Phys. B 29, 279 (1982)

    ADS  Google Scholar 

  94. J.A. Silver, A.C. Stanton, Appl. Opt. 27, 1914 (1988)

    ADS  Google Scholar 

  95. F. Persson, M. Andersson, M. Andersson, S. Svanberg, Appl. Phys. B 87, 523 (2007)

    ADS  Google Scholar 

  96. J.B. McManus, P.L. Kebabian, M.S. Zahniser, Appl. Opt. 34, 3336 (1995)

    ADS  Google Scholar 

  97. J.B. McManus, Appl. Opt. 46, 472 (2007)

    ADS  Google Scholar 

  98. D.D. Nelson, J.H. Shorter, J.B. McManus, M.S. Zahniser, Appl. Phys. B 75, 343 (2002)

    ADS  Google Scholar 

  99. C. Webster, J. Opt. Soc. Am. B 2, 1464 (1985)

    ADS  Google Scholar 

  100. S. Bomse, D.J. Kane, Appl. Phys. B 85, 461 (2006)

    ADS  Google Scholar 

  101. P. Werle, B. Scheumann, J. Schandl, Opt. Eng. 33, 3093 (1994)

    ADS  Google Scholar 

  102. H. Riris, C.B. Carlisle, R.E. Warren, D.E. Cooper, Opt. Lett. 19, 15 (1994)

    Google Scholar 

  103. P. Werle, Appl. Phys. B 60, 499 (1995)

    ADS  Google Scholar 

  104. P. Werle, B. Jänker, Opt. Eng. 35, 2051 (1996)

    ADS  Google Scholar 

  105. G.C. Edwards, G.W. Thurtell, G.E. Kidd, G.M. Dias, C. Wagner-Riddle, Agric. For. Meteorol. 115, 71 (2003)

    Google Scholar 

  106. R.B. Stull, An Introduction to Boundary Layer Meteorology (Kluwer Academic, Dordrecht, 1988)

    MATH  Google Scholar 

  107. X.L. Lee, W. Massman, B. Law, Handbook of Micrometeorology (Kluwer Academic, Dordrecht, 2004)

    Google Scholar 

  108. T. Foken, Micrometeorology (Springer, Berlin, 2008)

    Google Scholar 

  109. G.I. Taylor, Proc. R. Soc. Lond., Ser. A 164, 476 (1938)

    ADS  Google Scholar 

  110. A.N. Kolmogorov, Dokl. Acad. Sci. USSR 31, 301 (1941)

    ADS  Google Scholar 

  111. J.C. Kaimal, J.C. Wyngaard, Y. Izumi, O.R. Cote, Q. J. R. Meteorol. Soc. 98, 563 (1972)

    ADS  Google Scholar 

  112. L.F. Burlaga, L.W. Klein, J. Geophys. Res. 91, 347 (1986)

    ADS  Google Scholar 

  113. S.M. Fan, S.C. Wofsy, P.S. Bakwin, D.L. Jacob, S.M. Anderson, P.L. Kebabian, J.B. McManus, C.E. Kolb, D.R. Fitzjarald, J. Geophys. Res. 97, 16627 (1992)

    ADS  Google Scholar 

  114. S.B. Verma, F.G. Ullman, D. Billesbach, R.J. Clement, J. Kim, E.S. Verry, Bound.-Layer Meteorol. 58, 289 (1992)

    ADS  Google Scholar 

  115. K.A. Smith, H. Clayton, J.R.M. Arah, S. Christensen, P. Ambus, D. Fowler, K.J. Hargreaves, U. Skiba, G.W. Harris, F.G. Wienhold, L. Klemedtsson, B. Galle, J. Geophys. Res. 99, 16541 (1994)

    ADS  Google Scholar 

  116. F.G. Wienhold, H. Frahm, G.W. Harris, J. Geophys. Res. 99, 16557 (1994)

    ADS  Google Scholar 

  117. M.S. Zahniser, D.D. Nelson, J.B. McManus, P.L. Kebabian, Philos. Trans. R. Soc. Lond., Ser. A 351, 371 (1995)

    ADS  Google Scholar 

  118. D. Fowler, K.J. Hargreaves, U. Skiba, R. Milne, M.S. Zahniser, J.B. Moncrieff, I.J. Beverland, M.W. Gallagher, Philos. Trans. R. Soc. Lond. A 351, 339 (1995)

    ADS  Google Scholar 

  119. D.C. Hovde, T.P. Meyers, A.C. Stanton, D.R. Matt, J. Atmos. Chem. 20, 141 (1995)

    Google Scholar 

  120. M. Pihlatie, J. Rinne, P. Ambus, K. Pilegaard, J.R. Dorsey, Ü. Rannik, T. Markkanen, S. Launiainen, T. Vesala, Biogeosciences 2, 377 (2005)

    Google Scholar 

  121. E. Pattey, I.B. Strachan, R.L. Desjardins, G.C. Edwards, D. Dowa, J.I. MacPherson, Agric. For. Meteorol. 136, 222 (2006)

    Google Scholar 

  122. J. Rinne, T. Riutta, M. Pihlatie, M. Aurela, S. Haapanala, J.P. Tuovinen, E.-S. Tuittila, T. Vesala, Tellus B 59, 449 (2007)

    ADS  Google Scholar 

  123. C. Wille, L. Kutzbach, T. Sachs, D. Wagner, E.M. Pfeiffer, Glob. Change Biol. 14, 1395 (2008)

    Google Scholar 

  124. D. Zona, W.C. Oechel, J. Kochendorfer, K.T. Paw U, A.N. Salyuk, P.C. Olivas, S.F. Oberbauer, D.A. Lipson, Glob. Biogeochem. Cycles 23, GB2013 (2009)

    ADS  Google Scholar 

  125. D.R. Bowling, J.B. Miller, M.E. Rhodes, S.P. Burns, R.K. Monson, D. Baer, Biogeosciences 6, 1311 (2009)

    ADS  Google Scholar 

  126. E.R. Crosson, Appl. Phys. B 92, 403 (2008)

    ADS  Google Scholar 

  127. D. Famulari, E. Nemitz, C. Di Marco, G.J. Phillips, R. Thomas, E. House, D. Fowler, Agric. For. Meteorol. 150, 786 (2010)

    Google Scholar 

  128. W. Gao, R.H. Shaw, K.T. Paw U, Bound.-Layer Meteorol. 47, 349 (1989)

    ADS  Google Scholar 

  129. C. Thomas, T. Foken, Appl. Climatol. 80, 91 (2005)

    Google Scholar 

  130. J.F. Howell, L. Mahrt, Bound.-Layer Meteorol. 83, 117 (1997)

    ADS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to P. Werle.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Werle, P. Accuracy and precision of laser spectrometers for trace gas sensing in the presence of optical fringes and atmospheric turbulence. Appl. Phys. B 102, 313–329 (2011). https://doi.org/10.1007/s00340-010-4165-9

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00340-010-4165-9

Keywords

Navigation