Hyperspectral fluorescence lidar imaging at the Colosseum, Rome: Elucidating past conservation interventions
Optics Express, Vol. 16, Issue 10, pp. 6794-6808 (2008)
http://dx.doi.org/10.1364/OE.16.006794
Acrobat PDF (1181 KB)
Abstract
Fluorescence lidar techniques offer considerable potential for remote, non-invasive diagnostics of stone cultural heritage in the outdoor environment. Here we present the results of a joint Italian-Swedish experiment, deploying two hyperspectral fluorescence lidar imaging systems, for the documentation of past conservation interventions on the Colosseum, Rome. Several portions of the monument were scanned and we show that it was possible to discriminate among masonry materials, reinforcement structures and protective coatings inserted during past conservation interventions, on the basis of their fluorescence signatures, providing useful information for a first quick, large-scale in situ screening of the monument.
© 2008 Optical Society of America
1. Introduction
A. Moropoulou, N.P. Avdelidis, and E.T. Delegou, “NDT and planning on historical buildings and complexes for the protection of cultural heritage,” in Cultural Heritage Conservation and Environmental Impact Assessment by Non-Destructive Testing and Micro-Analysis, R. Grieken Van and K. Janssens, eds. (Taylor & Francis Group, London, UK, 2005), pp. 67–76.
R. Dallas, Guide for Practitioners 4: Measured Survey and Building Recording for Historic Buildings and Structures , (Historic Scotland, Edinburgh, 2004). [PubMed]
A. Aldrovandi, E. Buzzegoli, A. Keller, and D. Kunzelman, “Investigation of painted surfaces with a reflected UV false color technique,” in Proceedings of Art’05 - 8th International Conference on Non Destructive Investigations and Microanalysis for the Diagnostics and Conservation of the Cultural and Environmental Heritage, C. Parisi ed. (ICR, Brescia, Italy, 2005), pp. 3–18.
V. Raimondi, L. Masotti, G. Cecchi, and L. Pantani, “Remote sensing of cultural heritage: a new field for lidar fluorosensors,” in Proceedings of the 1st International Congress on Science and Technology for the Safeguard of Cultural Heritage in the Mediterranean Basin (Tipolitografia Luxograph s.r.l., Palermo, Italy, 1998) vol. II, pp. 935–938.
V. Raimondi, G. Cecchi, L. Pantani, and R. Chiari, “Fluorescence lidar monitoring of historic buildings,” Appl. Opt. 37, 1089–1098 (1998). [CrossRef]
P. Weibring, T. Johansson, H. Edner, S. Svanberg, B. Sundnér, V. Raimondi, G. Cecchi, and L. Pantani, “Fluorescence lidar imaging of historical monuments,” Appl. Opt. 40, 6111–6120 (2001). [CrossRef]
V. Raimondi, G. Cecchi, L. Pantani, and R. Chiari, “Fluorescence lidar monitoring of historic buildings,” Appl. Opt. 37, 1089–1098 (1998). [CrossRef]
D. Lognoli, G. Cecchi, I. Mochi, L. Pantani, V. Raimondi, R. Chiari, Th. Johansson, P. Weibring, H. Edner, and S. Svanberg, “Fluorescence lidar imaging of the cathedral and baptistery of Parma,” Appl. Phys. B 76, 457–465 (2003). [CrossRef]
G. Cecchi, L. Pantani, V. Raimondi, L. Tomaselli, G. Lamenti, P. Tiano, and R. Chiari, “Fluorescence lidar technique for the remote sensing of stone monuments,” J. Cult. Heritage 1, 29–36 (2000). [CrossRef]
G. Cecchi, L. Pantani, V. Raimondi, D. Tirelli, L. Tomaselli, G. Lamenti, M. Bosco, and P. Tiano, “Fluorescence lidar technique for the monitoring of biodeteriogens on the cultural heritage,” Proc. SPIE 2960, 137–147 (1996). [CrossRef]
D. Lognoli, G. Lamenti, L. Pantani, D. Tirelli, P. Tiano, and L. Tomaselli, “Detection and characterisation of biodeteriogens on stone cultural heritage by fluorescence lidar,” Appl. Opt. 41, 1780–1787 (2002). [CrossRef] [PubMed]
D. Lognoli, G. Cecchi, I. Mochi, L. Pantani, V. Raimondi, R. Chiari, Th. Johansson, P. Weibring, H. Edner, and S. Svanberg, “Fluorescence lidar imaging of the cathedral and baptistery of Parma,” Appl. Phys. B 76, 457–465 (2003). [CrossRef]
- Detection of masonry materials used in conservation interventions (e.g., mortar, cement), but also characterization of stone blocks with the specific purpose to help identification of re-worked material.
- Mapping of reinforcement structures on the surface, such as old and new clamps, and their characterization especially as far as corrosion-inhibiting coatings are concerned.
J. Hällström, Architectural Conservation and Restoration, Lund University, P.O. Box 118, SE- 221 00 Lund, Sweden, and K. Barup, R. Grönlund, A. Johansson, S. Svanberg, L. Palombi, D. Lognoli, V. Raimondi, G. Cecchi, and C. Conti, are preparing a manuscript to be called “Documentation of façades previously cleaned: A case study on the Colosseum, Rome, using hyperspectral imaging fluorescence lidars”.
2. Experimental
2.1 The monument: examined areas and materials
2.2 Instrumentation
V. Raimondi, G. Cecchi, L. Pantani, and R. Chiari, “Fluorescence lidar monitoring of historic buildings,” Appl. Opt. 37, 1089–1098 (1998). [CrossRef]
D. Lognoli, G. Cecchi, I. Mochi, L. Pantani, V. Raimondi, R. Chiari, Th. Johansson, P. Weibring, H. Edner, and S. Svanberg, “Fluorescence lidar imaging of the cathedral and baptistery of Parma,” Appl. Phys. B 76, 457–465 (2003). [CrossRef]
V. Raimondi, G. Cecchi, L. Pantani, and R. Chiari, “Fluorescence lidar monitoring of historic buildings,” Appl. Opt. 37, 1089–1098 (1998). [CrossRef]
G. Cecchi, P. Mazzinghi, L. Pantani, R. Valentini, D. Tirelli, and P. De Angelis, “Remote sensing of chlorophyll a fluorescence of vegetation canopies: 1. Near and far field measurement techniques,” Remote Sens. Environ. 47, 18–28 (1994). [CrossRef]
P. Weibring, T. Johansson, H. Edner, S. Svanberg, B. Sundnér, V. Raimondi, G. Cecchi, and L. Pantani, “Fluorescence lidar imaging of historical monuments,” Appl. Opt. 40, 6111–6120 (2001). [CrossRef]
P. Weibring, H. Edner, and S. Svanberg, “Versatile mobile lidar system for environmental monitoring,” Appl. Opt. 42, 3583–3594 (2003). [CrossRef] [PubMed]
P. Weibring, J.N. Smith, H. Edner, and S. Svanberg, “Development and testing of a frequency-agile optical parametric oscillator system for differential absorption lidar,” Rev. Sci. Instrum. 74, 4478–4484 (2003). [CrossRef]
C. af Klinteberg, M. Andreasson, O. Sandström, S. Andersson-Engels, and S. Svanberg, “Compact medical fluorosensor for minimally invasive tissue characterization,” Rev. Sci. Instrum. 76, 034303 (2005). [CrossRef]
2.3 Experimental set-up
2.4 Data analysis
A.C. Rencher, Methods of Multivariate Analysis (Wiley Interscience, New York, 2002). [CrossRef]
- calculating a ratio between two selected spectral bands of the fluorescence spectra and plotting the ratio values as a function of the corresponding (x,y) positions in a false-color coded map;
- applying the PCA technique to the fluorescence data set of a given area and plotting either a PC score or the ratio between two PC scores as a function of the corresponding (x,y) position in a false-color coded map;
- applying the PCA technique to the fluorescence data set of a given area, selecting three PC scores (usually the first three) and associating to each of them one of the three channels of a Red-Green-Blue (RGB) coded image; in this way the final RGB map will contain information referring to all the three selected PCs;
- applying a CA method to a fluorescence data set of a given area, associating to each identified cluster a specific color and plotting them as a function of the corresponding (x,y) position in a false-color coded map. In particular, the maps shown in this paper were obtained applying a hierarchical agglomerative clustering to the data.
3. Results and discussion
3.1 Characterization of masonry materials
Y. Hochberg and A.C. Tamhane, Multiple Comparison Procedures , (Wiley Interscience, New York, 1987). [CrossRef]
3.2 Detection and characterization of metal reinforcement structures
4. Conclusions
Acknowledgments
References and links
A. Moropoulou, N.P. Avdelidis, and E.T. Delegou, “NDT and planning on historical buildings and complexes for the protection of cultural heritage,” in Cultural Heritage Conservation and Environmental Impact Assessment by Non-Destructive Testing and Micro-Analysis, R. Grieken Van and K. Janssens, eds. (Taylor & Francis Group, London, UK, 2005), pp. 67–76. | |
R. Dallas, Guide for Practitioners 4: Measured Survey and Building Recording for Historic Buildings and Structures , (Historic Scotland, Edinburgh, 2004). [PubMed] | |
A. Aldrovandi, E. Buzzegoli, A. Keller, and D. Kunzelman, “Investigation of painted surfaces with a reflected UV false color technique,” in Proceedings of Art’05 - 8th International Conference on Non Destructive Investigations and Microanalysis for the Diagnostics and Conservation of the Cultural and Environmental Heritage, C. Parisi ed. (ICR, Brescia, Italy, 2005), pp. 3–18. | |
C. Fischer and I. Kakoulli, “Multispectral and hyperspectral imaging technologies in conservation: current research and potential applications,” Reviews in Conservation 7, 3–16 (2006). | |
E. Ciliberto and G. Spoto, Modern Analytical Methods in Art and Archaeology - Vol. 155 in Chemical Analyses , (John Wiley & Sons, New York, 2000). | |
M. Laurenzi Tabasso and S. Simon, “Testing methods and criteria for the selection/evaluation of products for the conservation of porous building materials,” Reviews in Conservation 7, 67–82 (2006). | |
S. Svanberg, “Fluorescence spectroscopy and imaging of lidar targets,” in Laser Remote Sensing, T. Fujii and T. Fukuchi, eds. (CRC Press, Boca Raton, 2005), pp. 433–467. | |
F.E. Hoge, “Oceanic and terrestrial lidar measurement,” in Laser Remote Chemical Analysis, R.M. Measures, ed. (John Wiley&Sons, New York, 1988), pp. 409–503. | |
V. Raimondi, L. Masotti, G. Cecchi, and L. Pantani, “Remote sensing of cultural heritage: a new field for lidar fluorosensors,” in Proceedings of the 1st International Congress on Science and Technology for the Safeguard of Cultural Heritage in the Mediterranean Basin (Tipolitografia Luxograph s.r.l., Palermo, Italy, 1998) vol. II, pp. 935–938. | |
V. Raimondi, G. Cecchi, L. Pantani, and R. Chiari, “Fluorescence lidar monitoring of historic buildings,” Appl. Opt. 37, 1089–1098 (1998). [CrossRef] | |
P. Weibring, T. Johansson, H. Edner, S. Svanberg, B. Sundnér, V. Raimondi, G. Cecchi, and L. Pantani, “Fluorescence lidar imaging of historical monuments,” Appl. Opt. 40, 6111–6120 (2001). [CrossRef] | |
D. Lognoli, G. Cecchi, I. Mochi, L. Pantani, V. Raimondi, R. Chiari, Th. Johansson, P. Weibring, H. Edner, and S. Svanberg, “Fluorescence lidar imaging of the cathedral and baptistery of Parma,” Appl. Phys. B 76, 457–465 (2003). [CrossRef] | |
L. Pantani, G. Cecchi, D. Lognoli, I. Mochi, V. Raimondi, D. Tirelli, M. Trambusti, G. Valmori, P. Weibring, H. Edner, T. Johansson, and S. Svanberg, “Lithotypes characterization with a fluorescence lidar imaging system using a multi-wavelength excitation source,” Proc. SPIE 4886, 151–159 (2003). [CrossRef] | |
G. Cecchi, L. Pantani, V. Raimondi, L. Tomaselli, G. Lamenti, P. Tiano, and R. Chiari, “Fluorescence lidar technique for the remote sensing of stone monuments,” J. Cult. Heritage 1, 29–36 (2000). [CrossRef] | |
G. Cecchi, L. Pantani, V. Raimondi, D. Tirelli, L. Tomaselli, G. Lamenti, M. Bosco, and P. Tiano, “Fluorescence lidar technique for the monitoring of biodeteriogens on the cultural heritage,” Proc. SPIE 2960, 137–147 (1996). [CrossRef] | |
D. Lognoli, G. Lamenti, L. Pantani, D. Tirelli, P. Tiano, and L. Tomaselli, “Detection and characterisation of biodeteriogens on stone cultural heritage by fluorescence lidar,” Appl. Opt. 41, 1780–1787 (2002). [CrossRef] [PubMed] | |
G. Ballerini, S. Bracci, L. Pantani, and P. Tiano, “Lidar remote sensing of stone cultural heritage: Detection of protective treatments,” Opt. Eng. 40, 1579–1583 (2001). [CrossRef] | |
J. Hällström, Architectural Conservation and Restoration, Lund University, P.O. Box 118, SE- 221 00 Lund, Sweden, and K. Barup, R. Grönlund, A. Johansson, S. Svanberg, L. Palombi, D. Lognoli, V. Raimondi, G. Cecchi, and C. Conti, are preparing a manuscript to be called “Documentation of façades previously cleaned: A case study on the Colosseum, Rome, using hyperspectral imaging fluorescence lidars”. | |
M. Jonsson, La Cura dei Monumenti alle Origini. Restauro e Scavo di Monumenti Antichi a Roma 1800–1830 , Acta Instituti Romani Regni Sueciae, Series altera in 8°, XIV (Stockholm, 1986). | |
C. Conti, “Anfiteatro Flavio: Il restauro delle superfici in travertino,” Arkos: Scienza e Restauro 2, 22–27 (2001). | |
G. Cecchi, P. Mazzinghi, L. Pantani, R. Valentini, D. Tirelli, and P. De Angelis, “Remote sensing of chlorophyll a fluorescence of vegetation canopies: 1. Near and far field measurement techniques,” Remote Sens. Environ. 47, 18–28 (1994). [CrossRef] | |
G. Cecchi, L. Pantani, B. Breschi, D. Tirelli, and G. Valmori, “FLIDAR: A multipurpose fluorosensorspectrometer,” EARSeL Advances in Remote Sensing 1, 72–78 (1992). | |
H. Edner, J. Johansson, S. Svanberg, E Wallinder, M. Bazzani, B. Breschi, G. Cecchi, L. Pantani, B. Radicati, V. Raimondi, D. Tirelli, G. Valmori, and P. Mazzinghi, “Laser-induced fluorescence monitoring of vegetation in Tuscany,” EARSeL Advances in Remote Sensing 1, 119–130 (1992). | |
H. Edner, J. Johansson, S. Svanberg, and E. Wallinder, “Fluorescence lidar multicolor imaging of vegetation,” Appl. Opt. 33, 2471–2479 (1994). [CrossRef] [PubMed] | |
R. Grönlund, J. Hällström, S. Svanberg, and K. Barup, “Fluorescence lidar imaging of historical monuments - Övedskloster, a Swedish case study,” in Lasers in the Conservation of Artworks: LACONA VI Proceedings, Vienna/Austria, Sept. 21–25, 2005, J. Nimmrichter, W. Kautek, and M. Schreiner, eds. (Springer, Berlin, Germany, 2007) pp. 583–592. | |
P. Weibring, H. Edner, and S. Svanberg, “Versatile mobile lidar system for environmental monitoring,” Appl. Opt. 42, 3583–3594 (2003). [CrossRef] [PubMed] | |
P. Weibring, J.N. Smith, H. Edner, and S. Svanberg, “Development and testing of a frequency-agile optical parametric oscillator system for differential absorption lidar,” Rev. Sci. Instrum. 74, 4478–4484 (2003). [CrossRef] | |
C. af Klinteberg, M. Andreasson, O. Sandström, S. Andersson-Engels, and S. Svanberg, “Compact medical fluorosensor for minimally invasive tissue characterization,” Rev. Sci. Instrum. 76, 034303 (2005). [CrossRef] | |
A.C. Rencher, Methods of Multivariate Analysis (Wiley Interscience, New York, 2002). [CrossRef] | |
P.F. Velleman and D.C. Hoaglin, Applications, Basics, and Computing of Exploratory Data Analysis , (Duxberry Press, Boston, 1981). | |
Y. Hochberg and A.C. Tamhane, Multiple Comparison Procedures , (Wiley Interscience, New York, 1987). [CrossRef] |
OCIS Codes
(280.3640) Remote sensing and sensors : Lidar
(300.2530) Spectroscopy : Fluorescence, laser-induced
(300.6280) Spectroscopy : Spectroscopy, fluorescence and luminescence
(110.4234) Imaging systems : Multispectral and hyperspectral imaging
(280.4788) Remote sensing and sensors : Optical sensing and sensors
ToC Category:
Imaging Systems
History
Original Manuscript: January 25, 2008
Revised Manuscript: March 13, 2008
Manuscript Accepted: March 19, 2008
Published: April 28, 2008
Citation
L. Palombi, D. Lognoli, V. Raimondi, G. Cecchi, J. Hällström, K. Barup, C. Conti, R. Grönlund, A. Johansson, and S. Svanberg, "Hyperspectral fluorescence lidar imaging at the Colosseum, Rome: Elucidating past conservation interventions," Opt. Express 16, 6794-6808 (2008)
http://www.opticsinfobase.org/oe/abstract.cfm?URI=oe-16-10-6794
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References
- A. Moropoulou, N. P. Avdelidis, and E. T. Delegou, "NDT and planning on historical buildings and complexes for the protection of cultural heritage," in Cultural Heritage Conservation and Environmental Impact Assessment by Non-Destructive Testing and Micro-Analysis, R. Van Grieken, K. Janssens, eds. (Taylor & Francis Group, London, UK, 2005), pp. 67-76.
- R. Dallas, Guide for Practitioners 4: Measured Survey and Building Recording for Historic Buildings and Structures, (Historic Scotland, Edinburgh, 2004). [PubMed]
- A. Aldrovandi, E. Buzzegoli, A. Keller, and D. Kunzelman, "Investigation of painted surfaces with a reflected UV false color technique," in Proceedings of Art�??05 - 8th International Conference on Non Destructive Investigations and Microanalysis for the Diagnostics and Conservation of the Cultural and Environmental Heritage, C. Parisi ed. (ICR, Brescia, Italy, 2005), pp. 3-18.
- C. Fischer and I. Kakoulli, "Multispectral and hyperspectral imaging technologies in conservation: current research and potential applications," Reviews in Conservation 7, 3-16 (2006).
- E. Ciliberto and G. Spoto, Modern Analytical Methods in Art and Archaeology - Vol. 155 in Chemical Analyses (John Wiley & Sons, New York, 2000).
- M. Laurenzi Tabasso and S. Simon, "Testing methods and criteria for the selection/evaluation of products for the conservation of porous building materials," Reviews in Conservation 7, 67-82 (2006).
- S. Svanberg, "Fluorescence spectroscopy and imaging of lidar targets," in Laser Remote Sensing, T. Fujii and T. Fukuchi, eds. (CRC Press, Boca Raton, 2005), pp. 433-467.
- F.E. Hoge, "Oceanic and terrestrial lidar measurement," in Laser Remote Chemical Analysis, R.M. Measures, ed. (John Wiley&Sons, New York, 1988), pp. 409-503.
- V. Raimondi, L. Masotti, G. Cecchi, and L. Pantani, "Remote sensing of cultural heritage: a new field for lidar fluorosensors," in Proceedings of the 1st International Congress on Science and Technology for the Safeguard of Cultural Heritage in the Mediterranean Basin (Tipolitografia Luxograph s.r.l., Palermo, Italy, 1998) vol. II, pp. 935-938.
- V. Raimondi, G. Cecchi, L. Pantani, and R. Chiari, "Fluorescence lidar monitoring of historic buildings," Appl. Opt. 37, 1089-1098 (1998). [CrossRef]
- P. Weibring, T. Johansson, H. Edner, S. Svanberg, B. Sundnér, V. Raimondi, G. Cecchi, and L. Pantani, "Fluorescence lidar imaging of historical monuments," Appl. Opt. 40, 6111-6120 (2001). [CrossRef]
- D. Lognoli, G. Cecchi, I. Mochi, L. Pantani, V. Raimondi, R. Chiari, Th. Johansson, P. Weibring, H. Edner, and S. Svanberg, "Fluorescence lidar imaging of the cathedral and baptistery of Parma," Appl. Phys. B 76, 457-465 (2003). [CrossRef]
- L. Pantani, G. Cecchi, D. Lognoli, I. Mochi, V. Raimondi, D. Tirelli, M. Trambusti, G. Valmori, P. Weibring, H. Edner, T. Johansson, and S. Svanberg, "Lithotypes characterization with a fluorescence lidar imaging system using a multi-wavelength excitation source," Proc. SPIE 4886, 151-159 (2003). [CrossRef]
- G. Cecchi, L. Pantani, V. Raimondi, L. Tomaselli, G. Lamenti, P. Tiano, and R. Chiari, "Fluorescence lidar technique for the remote sensing of stone monuments," J. Cult. Heritage 1, 29-36 (2000). [CrossRef]
- G. Cecchi, L. Pantani, V. Raimondi, D. Tirelli, L. Tomaselli, G. Lamenti, M. Bosco, and P. Tiano, "Fluorescence lidar technique for the monitoring of biodeteriogens on the cultural heritage," Proc. SPIE 2960, 137-147 (1996). [CrossRef]
- D. Lognoli, G. Lamenti, L. Pantani, D. Tirelli, P. Tiano, and L. Tomaselli, "Detection and characterisation of biodeteriogens on stone cultural heritage by fluorescence lidar," Appl. Opt. 41, 1780-1787 (2002). [CrossRef] [PubMed]
- G. Ballerini, S. Bracci, L. Pantani, and P. Tiano, "Lidar remote sensing of stone cultural heritage: Detection of protective treatments," Opt. Eng. 40, 1579-1583 (2001). [CrossRef]
- J. Hällström, Architectural Conservation and Restoration, Lund University, P.O. Box 118, SE- 221 00 Lund, Sweden, and K. Barup, R. Grönlund, A. Johansson, S. Svanberg, L. Palombi, D. Lognoli, V. Raimondi, G. Cecchi, C. Conti, are preparing a manuscript to be called "Documentation of façades previously cleaned: A case study on the Colosseum, Rome, using hyperspectral imaging fluorescence lidars".
- A. Gabucci, The Colosseum, (Electa, Milan, 2000).
- M. Jonsson, La Cura dei Monumenti alle Origini. Restauro e Scavo di Monumenti Antichi a Roma 1800-1830, Acta Instituti Romani Regni Sueciae, Series altera in 8°, XIV (Stockholm, 1986).
- C. Conti, "Anfiteatro Flavio: Il restauro delle superfici in travertino," Arkos: Scienza e Restauro 2, 22-27 (2001).
- G. Cecchi, P. Mazzinghi, L. Pantani, R. Valentini, D. Tirelli, and P. De Angelis, "Remote sensing of chlorophyll a fluorescence of vegetation canopies: 1. Near and far field measurement techniques," Remote Sens. Environ. 47, 18-28 (1994). [CrossRef]
- G. Cecchi, L. Pantani, B. Breschi, D. Tirelli, and G. Valmori, "FLIDAR: A multipurpose fluorosensor-spectrometer," EARSeL Advances in Remote Sensing 1, 72-78 (1992).
- H. Edner, J. Johansson, S. Svanberg, E. Wallinder, M. Bazzani, B. Breschi, G. Cecchi, L. Pantani, B. Radicati, V. Raimondi, D. Tirelli, G. Valmori, and P. Mazzinghi, "Laser-induced fluorescence monitoring of vegetation in Tuscany," EARSeL Advances in Remote Sensing 1, 119-130 (1992).
- H. Edner, J. Johansson, S. Svanberg, and E. Wallinder, "Fluorescence lidar multicolor imaging of vegetation," Appl. Opt. 33, 2471-2479 (1994). [CrossRef] [PubMed]
- R. Grönlund, J. Hällström, S. Svanberg, and K. Barup, "Fluorescence lidar imaging of historical monuments - �?vedskloster, a Swedish case study," in Lasers in the Conservation of Artworks: LACONA VI Proceedings, Vienna/Austria, Sept. 21-25, 2005, J. Nimmrichter, W. Kautek, and M. Schreiner, eds. (Springer, Berlin, Germany, 2007) pp. 583-592.
- P. Weibring, H. Edner, and S. Svanberg, "Versatile mobile lidar system for environmental monitoring," Appl. Opt. 42, 3583-3594 (2003). [CrossRef] [PubMed]
- P. Weibring, J.N. Smith, H. Edner, and S. Svanberg, "Development and testing of a frequency-agile optical parametric oscillator system for differential absorption lidar," Rev. Sci. Instrum. 74, 4478-4484 (2003). [CrossRef]
- C . af Klinteberg, M. Andreasson, O. Sandström, S. Andersson-Engels, and S. Svanberg, "Compact medical fluorosensor for minimally invasive tissue characterization," Rev. Sci. Instrum. 76, 034303 (2005). [CrossRef]
- A. C. Rencher, Methods of Multivariate Analysis (Wiley Interscience, New York, 2002). [CrossRef]
- P. F. Velleman and D. C. Hoaglin, Applications, Basics, and Computing of Exploratory Data Analysis, (Duxberry Press, Boston, 1981).
- Y. Hochberg and A. C. Tamhane, Multiple Comparison Procedures (Wiley Interscience, New York, 1987). [CrossRef]
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