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Formal Verification of Nonlinear Inequalities with Taylor Interval Approximations

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NASA Formal Methods (NFM 2013)

Part of the book series: Lecture Notes in Computer Science ((LNPSE,volume 7871))

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Abstract

We present a formal tool for verification of multivariate nonlinear inequalities. Our verification method is based on interval arithmetic with Taylor approximations. Our tool is implemented in the HOL Light proof assistant and it is capable to verify multivariate nonlinear polynomial and non-polynomial inequalities on rectangular domains. One of the main features of our work is an efficient implementation of the verification procedure which can prove non-trivial high-dimensional inequalities in several seconds. We developed the verification tool as a part of the Flyspeck project (a formal proof of the Kepler conjecture). The Flyspeck project includes about 1000 nonlinear inequalities. We successfully tested our method on more than 100 Flyspeck inequalities and estimated that the formal verification procedure is about 3000 times slower than an informal verification method implemented in C++. We also describe future work and prospective optimizations for our method.

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References

  1. Harrison, J.: The HOL Light theorem prover (2010), http://www.cl.cam.ac.uk/~jrh13/hol-light/index.html

  2. Solovyev, A.: A tool for formal verification of nonlinear inequalities (2012), http://flyspeck.googlecode.com/files/FormalVerifier.pdf

  3. Solovyev, A.: Formal Computations and Methods. PhD thesis, University of Pittsburgh (2012), http://d-scholarship.pitt.edu/16721/

  4. Hales, T.C.: Introduction to the Flyspeck project. In: Coquand, T., Lombardi, H., Roy, M.F. (eds.) Mathematics, Algorithms, Proofs. Dagstuhl Seminar Proceedings, vol. 05021, Internationales Begegnungs- und Forschungszentrum für Informatik (IBFI), Schloss Dagstuhl, Germany (2006), http://drops.dagstuhl.de/opus/volltexte/2006/432

    Google Scholar 

  5. Hales, T.C.: The Flyspeck Project (2012), http://code.google.com/p/flyspeck

  6. Hales, T.C., Ferguson, S.P.: The Kepler conjecture. Discrete and Computational Geometry 36(1), 1–269 (2006)

    Article  MathSciNet  Google Scholar 

  7. Hales, T.C.: Dense Sphere Packings: a blueprint for formal proofs. London Math. Soc. Lecture Note Series, vol. 400. Cambridge University Press (2012)

    Google Scholar 

  8. Hales, T.C.: Some algorithms arising in the proof of the Kepler conjecture. Discrete and Computational Geometry 25, 489–507 (2003)

    Article  MathSciNet  Google Scholar 

  9. Tarski, A.: A decision method for elementary algebra and geometry, 2nd edn. University of California Press, Berkeley and Los Angeles (1951)

    MATH  Google Scholar 

  10. Collins, G.E.: Quantifier elimination for real closed fields by cylindrical algebraic decomposition. In: Brakhage, H. (ed.) GI-Fachtagung 1975. LNCS, vol. 33, pp. 134–183. Springer, Heidelberg (1975)

    Google Scholar 

  11. McLaughlin, S., Harrison, J.: A proof-producing decision procedure for real arithmetic. In: Nieuwenhuis, R. (ed.) CADE 2005. LNCS (LNAI), vol. 3632, pp. 295–314. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  12. Harrison, J.: Verifying nonlinear real formulas via sums of squares. In: Schneider, K., Brandt, J. (eds.) TPHOLs 2007. LNCS, vol. 4732, pp. 102–118. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  13. Akbarpour, B., Paulson, L.C.: MetiTarski: An automatic prover for the elementary functions. In: Autexier, S., Campbell, J., Rubio, J., Sorge, V., Suzuki, M., Wiedijk, F. (eds.) AISC/Calculemus/MKM 2008. LNCS (LNAI), vol. 5144, pp. 217–231. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  14. Paulson, L.C.: MetiTarski: Past and future. In: Beringer, L., Felty, A. (eds.) ITP 2012. LNCS, vol. 7406, pp. 1–10. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  15. Chevillard, S., Harrison, J., Jolde, M., Lauter, C.: Efficient and accurate computation of upper bounds of approximation errors. Theor. Comput. Sci. 412(16), 1523–1543 (2011)

    Article  MATH  Google Scholar 

  16. Zumkeller, R.: Global Optimization in Type Theory. PhD thesis, École Polytechnique Paris (2008)

    Google Scholar 

  17. Muñoz, C., Narkawicz, A.: Formalization of a representation of Bernstein polynomials and applications to global optimization. Journal of Automated Reasoning (2012) (accepted for publication)

    Google Scholar 

  18. Zumkeller, R.: Formal global optimisation with Taylor models. In: Furbach, U., Shankar, N. (eds.) IJCAR 2006. LNCS (LNAI), vol. 4130, pp. 408–422. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  19. Zumkeller, R.: Sergei. A Global Optimization Tool (2009), http://code.google.com/p/sergei/

  20. Daumas, M., Lester, D., Muñoz, C.: Verified real number calculations: A library for interval arithmetic. IEEE Transactions on Computers 58(2), 226–237 (2009)

    Article  Google Scholar 

  21. Harrison, J.V.: A HOL theory of Euclidean space. In: Hurd, J., Melham, T. (eds.) TPHOLs 2005. LNCS, vol. 3603, pp. 114–129. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

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Solovyev, A., Hales, T.C. (2013). Formal Verification of Nonlinear Inequalities with Taylor Interval Approximations. In: Brat, G., Rungta, N., Venet, A. (eds) NASA Formal Methods. NFM 2013. Lecture Notes in Computer Science, vol 7871. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38088-4_26

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  • DOI: https://doi.org/10.1007/978-3-642-38088-4_26

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-38087-7

  • Online ISBN: 978-3-642-38088-4

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