]. R. Adler, (ii)Let now {x, y} be an element of N ? (f, W ) We know that x, y ? F c = ?. Let [z , z ] ? [x, y] a connected component of F c ? [x, y]. If [z , z ] is, say, horizontal, since n F (·) [1] changes sign between z and z , so does ? 1 f , and by continuity there is w ? [z , z ] where ? 1 f (w) = 0. Calling z the closest point from w in x, y, z ?w ?, and by definition of N ? (F, W ), z is also at distance ? from ?F = {f = 0} The Geometry of Random fields, We indeed proved that |? 2 f (x)| 2? 1 It follows that |? 1 f (z)| Lip(? 1 f )?, |f (z)| Lip(f )?. References, 1981.

R. J. Adler, O. Bobrowski, M. S. Borman, E. Subag, and S. Weinberger, Persistent homology for random fields and complexes, IMS Coll, vol.6, pp.124-143, 2010.

R. J. Adler and G. Samorodnitsky, Climbing down Gaussian peaks, The Annals of Probability, vol.45, issue.2, 2015.
DOI : 10.1214/15-AOP1083

URL : http://arxiv.org/abs/1501.07151

R. J. Adler, G. Samorodnitsky, and J. E. Taylor, High level excursion set geometry for non-Gaussian infinitely divisible random fields, The Annals of Probability, vol.41, issue.1, pp.134-169, 2013.
DOI : 10.1214/11-AOP738

URL : http://arxiv.org/abs/0907.3359

R. J. Adler and J. E. Taylor, Euler characteristics for Gaussian fields on manifolds, Ann. Prob, vol.31, issue.2, pp.533-563, 2003.

R. J. Adler and J. E. Taylor, Random Fields and Geometry, 2007.
DOI : 10.1137/1.9780898718980

C. H. Arns, J. Mecke, K. Mecke, and D. Stoyan, Second-order analysis by variograms for curvature measures of two-phase structures, The European Physical Journal B, vol.51, issue.3, pp.397-409, 2005.
DOI : 10.1140/epjb/e2005-00338-5

A. Auffinger and G. B. Arous, Complexity of random smooth functions on the high-dimensional sphere, The Annals of Probability, vol.41, issue.6, pp.4214-4247, 2013.
DOI : 10.1214/13-AOP862

J. Aza¨?saza¨?s and M. Wschebor, A general expression for the distribution of the maximum of a Gaussian field and the approximation of the tail, Stochastic Processes and their Applications, vol.118, issue.7, pp.1190-1218, 2008.
DOI : 10.1016/j.spa.2007.07.016

H. Biermé and A. Desolneux, Level total curvature integral: Euler characteristic and 2d random fields, 2016.

P. Cannarsa and C. Sinestrari, Semi-concave functions, Hamilton-Jacobi equations and Optimal Control, 2004.

A. Estrade and J. R. Leon, A central limit theorem for the Euler characteristic of a Gaussian excursion set, The Annals of Probability, vol.44, issue.6, 2014.
DOI : 10.1214/15-AOP1062

URL : https://hal.archives-ouvertes.fr/hal-00943054

H. Federer, Curvature measures, Transactions of the American Mathematical Society, vol.93, issue.3, pp.418-491, 1959.
DOI : 10.1090/S0002-9947-1959-0110078-1

B. Galerne and R. Lachì-eze-rey, Random measurable sets and covariogram realisability problems, Adv. Appl. Prob, vol.47, issue.3, p.2015
DOI : 10.1017/s0001867800048758

URL : https://hal.archives-ouvertes.fr/hal-00995853

R. Hilfer, Review on scale dependent characterization of the microstructure of porous media, Transport in Porous Media, pp.373-390, 2002.

J. Hiriart-urrurty, J. Strodiot, and V. H. Nguyen, Generalized Hessian matrix and second-order optimality conditions for problems withC 1,1 data, Applied Mathematics & Optimization, vol.19, issue.1, pp.43-56, 1984.
DOI : 10.1007/BF01442169

J. M. Kilner and K. J. Friston, Topological inference for EEG and MEG, The Annals of Applied Statistics, vol.4, issue.3, pp.1272-1290, 2010.
DOI : 10.1214/10-AOAS337

URL : http://arxiv.org/abs/1011.2901

R. Lachì-eze-rey, Covariograms and Euler characteristic of regular sets, 2015.

R. Lachì-eze-rey, An analogue of Kac-Rice formula for Euler characteristic, p.2016

D. Marinucci, Fluctuations of the Euler-Poincaré characteristic for random spherical harmonics, 2015.

A. L. Melott, The topology of large-scale structure in the universe, Physics Reports, vol.193, issue.1, pp.1-39, 1990.
DOI : 10.1016/0370-1573(90)90162-U

I. Molchanov, Theory of random sets, 2005.

J. Schmalzing, T. Buchert, A. L. Melott, V. Sahni, B. S. Sathyaprakash et al., Disentangling the Cosmic Web. I. Morphology of Isodensity Contours, The Astrophysical Journal, vol.526, issue.2, p.568, 1999.
DOI : 10.1086/308039

C. Scholz, F. Wirner, J. Götz, U. Rüde, G. E. Schröder-turk et al., Permeability of Porous Materials Determined from the Euler Characteristic, Physical Review Letters, vol.109, issue.26, p.2012
DOI : 10.1103/PhysRevLett.109.264504

A. Svane, Local Digital Estimators of Intrinsic Volumes for Boolean Models and in the Design-Based Setting, Advances in Applied Probability, vol.18, issue.01, pp.35-58, 2014.
DOI : 10.5566/ias.v22.p11-19

J. E. Taylor and K. J. Worsley, Random fields of multivariate test statistics, with applications to shape analysis, The Annals of Statistics, vol.36, issue.1, pp.1-27, 2008.
DOI : 10.1214/009053607000000406