E. J. Abbott and F. A. Firestone, Specifying surface quality, Mechanical Engineering, vol.55, pp.569-572, 1933.

M. Armstrong and J. Carignan, Géostatistique linéaire, 1997.

J. D. Bagot, Information, Sensation et Perception, 1999.

S. Ballesteros, J. M. Reales, B. Garcia, and L. Ponce-de-léon, Multidimensional scaling of surface textures explored by active touch and by vision and touch, Proceedings of the 1st International Workshop on Materials and Sensations, pp.11-17, 2004.

J. Biggs and M. A. Srinivasan, Tangential versus normal displacements of skin: relative effectiveness for producing tactile sensations, Proceedings 10th Symposium on Haptic Interfaces for Virtual Environment and Teleoperator Systems. HAPTICS 2002, pp.121-128, 2002.
DOI : 10.1109/HAPTIC.2002.998949

S. J. Biggs and M. A. Srinivasan, Handbook of virtual environments, chapter 5-Haptic intefaces, pp.93-115, 2002.

L. Blunt and X. Jiang, Advanced techniques for assessment sufrace topography. Development of a basis for 3D surface texture standards SURFSTAND, 2003.

G. Boscaino and F. G. Pratico, Classification et inventaire des indicateurs de la texture superficielle des revêtements des chaussées, Bulletin des laboratoires des ponts et chaussées, vol.134, pp.17-34, 2001.

P. Bouchareine, Métrologie des surfaces, 1999.

J. Boulanger, Tolérances etécartsetécarts dimensionnels, géométriques et d'´ etats de surface, pp.1-25, 1991.

U. Buehlmann, D. Saloni, and R. L. Lemaster, Wood fiber plastic composites : Machining and surface quality, Proceedings of the 15th International Wood Machining Seminar, pp.30-31, 2001.

M. Bueno, B. Lamy, and M. Renner, Effect of grain size and abrasion duration on the state of textile fabric surfaces, Wear, vol.253, issue.3-4, pp.448-457, 2002.
DOI : 10.1016/S0043-1648(02)00146-1

M. Calonnier, Toucher pour l'industrie textile, Tribologie du toucher

A. L. Carrano, J. B. Taylor, and R. L. Lemaster, Parametric characterization of peripheral sanding, Forest Products Journal, vol.52, issue.9, pp.44-50, 2002.

S. Chen and Y. S. Huang, Studies on belt sanding of wood, Bulletin of Taiwan Forestry Research Institute, vol.3, issue.3, pp.147-160, 1988.

O. Colot, R. Devinoy, A. Sombo, and D. Brucq, A colour image processing method for melanoma detection, Lecture Notes in Computer Science, vol.29, issue.1, pp.562-571, 1998.
DOI : 10.1111/j.1365-2133.1995.tb08664.x

A. Compétitivité, Bois-ameublement : un secteur discret qui réalise de belles performances, La lettre des PMI, vol.69, 2001.

J. P. Costes, Approche de l'usinagè a grande vitessse du bois : application au défonçage, 2001.

J. P. Costes and P. Larricq, Towards high cutting speed in wood milling, Annals of Forest Science, vol.59, issue.8, pp.857-865, 2002.
DOI : 10.1051/forest:2002084

URL : https://hal.archives-ouvertes.fr/hal-00881899

S. Crochemore, D. Nesa, and S. Couderc, Analyse sensorielle des matériaux d'habitacle automobile : toucher/vision, pp.1-16, 2004.

S. Crochemore, D. Nesa, and S. Couderc, Méthodes d'analyse sensorielle des matériaux plastiques, pp.1-6, 2004.

S. Crochemore and C. Vergeneault, A new reference frame for tactile perceptions : Sensotact, 5th Rose Mary Pangborn, 2003.

P. Dagnelie, Analyse statistiquè a plusieurs variables, 1986.

K. Dandekar, B. I. Raju, and M. A. Srinivasan, 3-D Finite-Element Models of Human and Monkey Fingertips to Investigate the Mechanics of Tactile Sense, Journal of Biomechanical Engineering, vol.125, issue.5, pp.682-691, 2003.
DOI : 10.1115/1.1613673

M. David, Developments in Geomathematics 2 : Geostatistical ore reserve estimation, 1977.

D. Desbois, Une introduction au positionnement multidimensionnel, Revue MO- DULAD, vol.32, pp.1-28, 2005.
URL : https://hal.archives-ouvertes.fr/hal-01072783

W. P. Dong, P. J. Sullivan, and K. J. Stout, Comprehensive study of parameters for characterizing three-dimensional surface topography I: Some inherent properties of parameter variation, Wear, vol.159, issue.2, pp.161-171, 1992.
DOI : 10.1016/0043-1648(92)90299-N

W. P. Dong, P. J. Sullivan, and K. J. Stout, Comprehensive study of parameters for characterizing three-dimensional surface topography II: Statistical properties of parameter variation, Wear, vol.167, issue.1, pp.9-21, 1993.
DOI : 10.1016/0043-1648(93)90050-V

W. P. Dong, P. J. Sullivan, and K. J. Stout, Comprehensive study of parameters for characterising three- dimensional surface topography, Wear, vol.178, issue.1-2, pp.29-43, 1994.
DOI : 10.1016/0043-1648(94)90127-9

W. P. Dong, P. J. Sullivan, and K. J. Stout, Comprehensive study of parameters for characterising three-dimensional surface topography, Wear, vol.178, issue.1-2, pp.45-60, 1994.
DOI : 10.1016/0043-1648(94)90128-7

Y. Dordet, La colorimétrie : principes et applications, 1990.

O. Eterradossi, From " ccm " to " tcm " : is there something to learn from " computer aided colour matching " to perform " computer aided touch matching, Proceedings of the 1st International Workshop on Materials and Sensations, pp.129-135, 2004.

F. Eyma, Caractérisation des efforts de coupe de différentes essences de boisàboisà l'aide de leurs paramètres mécaniques, 2002.

T. D. Faust and T. R. James, Characterizing the roughness of southern pine veneer surface, Forest Product Journal, vol.36, pp.75-81

P. Faye, D. Brémaud, M. D. Daubin, P. Courcoux, A. Giboreau et al., Perceptive free sorting and verbalization tasks with naive subjects: an alternative to descriptive mappings, Food Quality and Preference, vol.15, issue.7-8, pp.781-791, 2004.
DOI : 10.1016/j.foodqual.2004.04.009

S. Fontaine, M. Bueno, M. Renner, and N. Nicoletti, M??thode de mesure d'??tat de surface par analyse vibratoire du frotteur d'un tribom??treMeasurement of surface state by vibration analysis of tribometer friction block, M??canique & Industries, vol.4, issue.4, pp.421-428, 2003.
DOI : 10.1016/S1296-2139(03)00076-9

Y. Fuji, M. Yoshizane, and S. Okumara, Evaluation of surface roughness by various parameters i. relationships between several roughness parameters and tactile roughness, Mokuzai Gakkaishi, vol.43, issue.7, pp.574-579, 1997.

K. Fujii, S. Sugi, and Y. Ando, Textural properties corresponding to visual perception based on the correlation mechanism in the visual system, Psychological Research, vol.67, issue.3, pp.197-208, 2003.
DOI : 10.1007/s00426-002-0113-6

Y. Fujiwara, Y. Fujii, and S. Okumura, Effect of removal of deep valleys on the evaluation of machined surfaces of wood, Forest Products Journal, vol.53, issue.2, pp.58-62, 2003.

Y. Fujiwara, Y. Fujii, Y. Sawada, and S. Okumara, Development of a parameter to reflect the roughness of a wood surface that corresponds to tactile roughness, Holz als Roh- und Werkstoff, vol.59, issue.5, pp.351-355, 2001.
DOI : 10.1007/s001070000161

Y. Fujiwara, Y. Mori, Y. Fujii, S. Sawada, and . Okumara, Measurement of surface roughness of coated wood by laser scanning, Proceeding of the 15th International Wood Machining Seminar, pp.563-568, 2001.

C. Galley, F. Mothe, and S. Boury, Recherche de critères de rugosité adaptésadaptésà la qualification de chants usinés de lvl, Annales des SciencesForestì eres, vol.55, pp.599-612, 1998.

J. Grall and C. Hily, Traitement des données stationnelles (faune) REBENT, Décembre, 2003.

S. Guest, C. Catmur, D. Lloyd, and C. Spence, Audiotactile interactions in roughness perception, Experimental Brain Research, vol.146, issue.2, pp.161-171, 2002.
DOI : 10.1007/s00221-002-1164-z

S. Guest and C. Spence, Tactile dominance in speeded discrimination of textures, Experimental Brain Research, vol.88, issue.2
DOI : 10.1145/146443.146482

S. Guest and C. Spence, What role does multisensory integration play in the visuotactile perception of texture?, International Journal of Psychophysiology, vol.50, issue.1-2, pp.63-80, 2003.
DOI : 10.1016/S0167-8760(03)00125-9

A. Hanbury and F. Gardieux, A quantitative description of wood texture, Proceedings of the International Conference on Quality Control by Artificial Vision (QCAV'2001), pp.451-460, 2001.

M. A. Heller and W. Schiff, Psychology of touch, 1991.

S. Hiziroglu, Surface roughness analysis of wood composites : a stylus method, Forest Products Journal, vol.46, issue.78, pp.67-72, 1996.

M. Hollins, S. J. Bensma¨?abensma¨?a, and E. A. Roy, Vibrotaction and texture perception, Behavioural Brain Research, vol.135, issue.1-2, pp.51-56, 2002.
DOI : 10.1016/S0166-4328(02)00154-7

M. Hollins, R. Faldowski, S. Rao, and F. Young, Perceptual dimensions of tactile surface texture : A multidimensional scaling analysis. Perception and Psychophysics, pp.697-705, 1993.

M. Hollins and S. R. Risner, Evidence for the duplex theory of tactile texture perception, Perception & Psychophysics, vol.79, issue.4, pp.695-705, 2000.
DOI : 10.3758/BF03206916

R. Ihaka and R. Gentleman, R : a language for data analysis and graphics, Journal of computational and graphical statistics, vol.5, pp.299-314, 1996.

R. S. Johansson, Tactile sensibility in the human hand: receptive field characteristics of mechanoreceptive units in the glabrous skin area., The Journal of Physiology, vol.281, issue.1, pp.101-123, 1978.
DOI : 10.1113/jphysiol.1978.sp012411

R. S. Johansson and A. B. Vallbo, Spatial properties of the population of mechanoreceptive units in the glabrous skin of the human hand, Brain Research, vol.184, issue.2, pp.353-366, 1980.
DOI : 10.1016/0006-8993(80)90804-5

C. S. Joseph, L'optiqueaccéì ere le contrôle d'´ etats de surface. Mesures, pp.85-89, 1999.

C. S. Joseph, L'optique domine les mesures de cotes sans contacts. Mesures, pp.89-90, 1999.

M. G. Kendall, A NEW MEASURE OF RANK CORRELATION, Biometrika, vol.30, issue.1-2, pp.81-93, 1938.
DOI : 10.1093/biomet/30.1-2.81

A. Khazaeian, P. Larricq, and J. Felices, Deliberation on measurement conditions of surface quality of machined wood using laser optical profilometry, Proceedings of the 2nd International Symposium on Wood Machining, pp.351-358, 2004.

D. Lafon, A. Jonckheere, and J. F. Tranchant, Colouring effects of cosmetics : a metrological approach, Proceedings of the 1st international workshop on materials and sensations, pp.27-29, 2004.

D. Lafon and T. Ramananantoandro, COLOR IMAGES, Image Analysis & Stereology, vol.21, issue.4, pp.61-74, 2002.
DOI : 10.5566/ias.v21.pS61-S74

P. Larricq, J. P. Costes, P. L. Breton, and G. Cassou, Quality surface characteristics in high speed machining, Proceedings of the 1st International Wood Machining Symposium, pp.203-210, 2000.

D. J. Lavery, D. Mc-larnon, J. M. Taylor, S. Moloney, and A. Atanackovic, Parameters affecting the surface finish of planed sitka spruce, Forest Products Journal, vol.45, issue.4, pp.45-50, 1995.

. Lazorthes, L'ouvrage des sens, 1986.

J. M. Leban and P. Triboulot, Le bois : matériau d'ingéniérie, chapter Défauts de forme etétatetétat de surface, pp.333-362, 1994.

S. J. Lederman, Tactile roughness of grooved surface : the touching process and effects of macro-and microsurface structure. Perception and Psychophysics, pp.385-395, 1974.

R. Lemaster and J. B. Taylor, High speed surface assessment of wood and woodbased composites, Proceedings of the14th International Wood Machining Seminar, 1999.

M. Liebetrau and . Albert, Measures of association Quantitative applications in the social sciences, 1983.

I. A. Lundberg and B. Porankiewicz, Studies of non-contact methods for roughness measurements on wood surfaces. Holz als Roh-und Werkstoff, pp.309-314, 1995.

C. Meynard, Analyse sensorielle dans l'industrie pétrochimique-pourquoi faire ? In Elastomères et polymères : perception sensorielle, SAGE, pp.9-10, 2004.

M. Mokhtari and A. Mesbah, Apprendre et ma??triserma??triser MATLAB versionn4 et 5 et SIMULINK, 1997.

F. Mothe, Essai et comparaison de trois m??thodes de classement de surface de bois massif pour leur rugosit?? : m??thodes pneumatique et sensorielles, Annales des Sciences Foresti??res, vol.42, issue.4, pp.435-452, 1985.
DOI : 10.1051/forest:19850406

F. Mothe, Essais d'utilisation d'un rugosim??tre ?? palpeur pour qualifier des surfaces de bois, Annales des Sciences Foresti??res, vol.44, issue.4, pp.473-488, 1987.
DOI : 10.1051/forest:19870406

B. N-'dri-stempfer, D. Oulahna, and D. Lafon, Impact of the Granulation Process on Color Texture of Compacts, Particle & Particle Systems Characterization, vol.130, issue.1, pp.24-30, 2004.
DOI : 10.1002/ppsc.200400871

D. Nesa, S. Crochemore, C. Vergneault, J. Blouet, and P. Seige, Analyse sensorielle, le toucher du doigt, Tribologie du toucher, pp.9-2003

T. Nishimura and M. P. , Fast Fourier Transform and Filtered Image Analyses of Fiber Orientation in OSB, Wood Science and Technology, vol.36, issue.4, pp.287-307, 2002.
DOI : 10.1007/s002260100114

E. J. Pebesma, Multivariate geostatistics in s : the gstat package. Computers and geosciences, pp.683-691, 2004.

D. Picard, C. Dacremont, D. Valentin, and A. Giboreau, Perceptual dimensions of tactile textures, Acta Psychologica, vol.114, issue.2, pp.165-184, 2003.
DOI : 10.1016/j.actpsy.2003.08.001

URL : https://hal.archives-ouvertes.fr/hal-00103342

F. Plassat, Mise en oeuvre et usinage du bois, pp.1-25, 1994.

G. Raffy, P. Marty-mahé, M. Ollivier, and P. Marchal, <title>Real-time detection of appearance defects of turkey carcasses by color histogram analysis</title>, Machine Vision Applications in Industrial Inspection VII, p.3652, 1999.
DOI : 10.1117/12.341135

J. Raja, B. Muralikrishnan, and S. Fu, Recent advances in separation of roughness, waviness and form, Precision Engineering, vol.26, issue.2, pp.222-235, 2002.
DOI : 10.1016/S0141-6359(02)00103-4

B. I. Raju and M. A. Srinivasan, Encoding and decoding of shape in tactile sensing Rle technical report 630, The Research Laboratory of Electronics at the Massachusetts Institute of Technology, 1999.

T. Ramananantoandro, M. Bacou, and P. Larricq, Understanding the influence of wood material properties on the 3d microtopography measurement behaviour of two optical instruments, Congrès international de métrologie, pp.20-24, 2005.

A. Roorda and D. R. Williams, The arrangement of the three cone classes in the living human eye, Nature, vol.397, issue.6719, pp.520-522, 1999.
DOI : 10.1038/17383

T. Sadoh, M. Takeuchi, and K. Nakato, Relationships between sensory and physical evaluations of wood surface roughness, Bulletin of the Kyoto University Forests, vol.49, pp.138-144, 1977.

J. Sandak, C. Tanaka, and T. Ohtani, Evaluation of surface smoothness by a laser displacement sensor II: comparison of lateral effect photodiode and multielement array, Journal of Wood Science, vol.50, issue.1, pp.22-27, 2004.
DOI : 10.1007/s10086-003-0523-0

F. Sauvageot and F. Depledt, Evaluation sensorielle des produits alimentaires, pp.1-24, 2002.

I. Soufflet, M. Calonnier, and C. Dacremont, How to choose relevant attributes for describing the " handle " of fabrics ? : a focus on grainy, harsh, rough and raspy perceptions, 2PSM, editor, 1st International Workshop on Materials and Sensations, pp.27-29, 2004.

M. A. Srinivasan, Communication biophysics. Laboratory for human and machine haptics at the Massachusetts Institute of Technology, 2002.

M. A. Srinivasan, Virtual Reality : Scientific and Technical Challenges, chapter 4- Haptic interfaces, 1995.

M. A. Srinivasan and R. H. Lamotte, Tactual discrimination of softness, Journal of Neurophysiology, vol.73, issue.1, pp.88-101, 1995.

. Ssha, Evaluation sensorielle, manuel méthodologique. Paris, technique et documentation lavoisier edition, 1998.

. Inc and . Statsoft, Statistica, guide de l'utilisateur, 1997.

J. B. Taylor, A. L. Carrano, and R. L. Lemaster, Quantification of process parameters in a wood sanding operation, Forest Products Journal, vol.49, issue.5, pp.41-46, 1999.

M. M. Taylor and S. J. Lederman, Tactile roughness of grooved surfaces: A model and the effect of friction, Perception & Psychophysics, vol.4, issue.1, pp.23-36, 1975.
DOI : 10.3758/BF03203993

P. Triboulot, Réflexions sur les surfaces et mesure desétatsdesétats de surface du bois, Annales des SciencesForestì eres, vol.41, issue.3, pp.335-354, 1984.

A. B. Vallbo and R. S. Johansson, Properties of cutaneous mechanoreceptors in the human hand related to touch sensation, Human Neurobiol, vol.3, pp.3-14, 1984.

A. Yasuda, T. Sadoh, and K. Nakato, Visual and tactile roughness of hardwood surfaces relating to physical roughness, Mokuzai Gakkaishi, vol.29, issue.11, pp.731-737, 1983.

G. Zambelli and L. Vincent, Matériaux et contacts, 1998.

L. Zuppiroli and M. N. Bussac, Traité des couleurs, 2001.

A. D. Matrices, . De-corrélationcorr´corrélation-entre-les-param-`-etresparam-`-param-`-etres, . De, and . Sa, Vv Vm Vmp Vmc Vvc Vvv PLNt PLNp PLNv PLNq Sa 1, p.96

. Tab, 1 ? Moyenne etécartetécart-type des coordonnées L, a, b des images de chaque