The Orbit Problem for Parametric Linear Dynamical Systems

9 We study a parametric version of the Kannan-Lipton Orbit Problem for linear dynamical systems. 10 We show decidability in the case of one parameter and Skolem-hardness with two or more parameters. 11 More precisely, consider a d-dimensional square matrix M whose entries are algebraic functions in 12 one or more real variables. Given initial and target vectors u, v ∈ Q, the parametric point-to-point 13 orbit problem asks whether there exist values of the parameters giving rise to a concrete matrix 14 N ∈ Rd×d, and a positive integer n ∈ N, such that Nu = v. 15 We show decidability for the case in which M depends only upon a single parameter, and we 16 exhibit a reduction from the well-known Skolem Problem for linear recurrence sequences, suggesting 17 intractability in the case of two or more parameters. 18 2012 ACM Subject Classification Theory of computation → Logic and verification 19

[1]  Joël Ouaknine,et al.  The Polytope-Collision Problem , 2017, ICALP.

[2]  D. Masser,et al.  Intersecting curves and algebraic subgroups: conjectures and more results , 2005 .

[3]  I. Shparlinski,et al.  On the Skolem problem and some related questions for parametric families of linear recurrence sequences , 2020, Canadian Journal of Mathematics.

[4]  Richard J. Lipton,et al.  Polynomial-time algorithm for the orbit problem , 1986, JACM.

[5]  Joël Ouaknine,et al.  Reachability problems for Markov chains , 2015, Inf. Process. Lett..

[6]  Christel Baier,et al.  On Skolem-hardness and saturation points in Markov decision processes , 2020, ICALP.

[7]  T. Browning,et al.  Local Fields , 2008 .

[8]  Kim Guldstrand Larsen,et al.  Specification and refinement of probabilistic processes , 1991, [1991] Proceedings Sixth Annual IEEE Symposium on Logic in Computer Science.

[9]  Joël Ouaknine,et al.  Decision Problems for Linear Recurrence Sequences , 2012, SCSS.

[10]  Kunrui Yu,et al.  p-adic logarithmic forms and group varieties II , 1999 .

[11]  Joël Ouaknine,et al.  The orbit problem in higher dimensions , 2013, STOC '13.

[12]  Mahesh Viswanathan,et al.  Model Checking MDPs with a Unique Compact Invariant Set of Distributions , 2011, 2011 Eighth International Conference on Quantitative Evaluation of SysTems.

[13]  Joël Ouaknine,et al.  On the Skolem Problem for Continuous Linear Dynamical Systems , 2015, ICALP.

[14]  Lubos Brim,et al.  Precise parameter synthesis for stochastic biochemical systems , 2014, Acta Informatica.

[15]  D. Masser,et al.  Intersecting a plane with algebraic subgroups of multiplicative groups , 1999 .

[16]  C. R. Ramakrishnan,et al.  Model Repair for Probabilistic Systems , 2011, TACAS.

[17]  Gisbert Wüstholz,et al.  Logarithmic forms and group varieties. , 1993 .

[18]  J. Berstel,et al.  Deux propriétés décidables des suites récurrentes linéaires , 1976 .

[19]  H. T. Kung,et al.  All Algebraic Functions Can Be Computed Fast , 1978, JACM.

[20]  A. Bobenko Compact Riemann Surfaces , 2005 .

[21]  Nils Jansen,et al.  A Greedy Approach for the Efficient Repair of Stochastic Models , 2015, NFM.

[22]  Robert Givan,et al.  Bounded-parameter Markov decision processes , 2000, Artif. Intell..

[23]  Joël Ouaknine,et al.  The Polyhedron-Hitting Problem , 2014, SODA.

[24]  M. Waldschmidt Heights of Algebraic Numbers , 2000 .

[25]  C. Woodcock LOCAL FIELDS (London Mathematical Society Student Texts 3) , 1987 .

[26]  Gul A. Agha,et al.  Linear Inequality LTL (iLTL): A Model Checker for Discrete Time Markov Chains , 2004, ICFEM.

[27]  T. Shorey,et al.  The distance between terms of an algebraic recurrence sequence. , 1984 .

[28]  Kunrui Yu P-ADIC LOGARITHMIC FORMS AND GROUP VARIETIES I , 1998 .

[29]  Pascal Koiran,et al.  Quantum automata and algebraic groups , 2005, J. Symb. Comput..

[30]  S. Basu,et al.  Algorithms in Real Algebraic Geometry (Algorithms and Computation in Mathematics) , 2006 .

[31]  N. Vereshchagin Occurrence of zero in a linear recursive sequence , 1985 .

[32]  Rupak Majumdar,et al.  On Decidability of Time-bounded Reachability in CTMDPs , 2020, ICALP.

[33]  Andrea Maggiolo-Schettini,et al.  Parametric probabilistic transition systems for system design and analysis , 2007, Formal Aspects of Computing.

[34]  Mahesh Viswanathan,et al.  Reasoning about MDPs as Transformers of Probability Distributions , 2010, 2010 Seventh International Conference on the Quantitative Evaluation of Systems.

[35]  Sebastian Junges,et al.  Parameter Synthesis for Markov Models , 2019, Formal Methods in System Design.

[36]  P. Habegger Quasi-equivalence of Heights and Runge's Theorem , 2016, 1608.04206.

[37]  Henri Cohen,et al.  A course in computational algebraic number theory , 1993, Graduate texts in mathematics.

[38]  H. P. Williams THEORY OF LINEAR AND INTEGER PROGRAMMING (Wiley-Interscience Series in Discrete Mathematics and Optimization) , 1989 .

[39]  Sebastian Junges,et al.  Synthesis in pMDPs: A Tale of 1001 Parameters , 2018, ATVA.

[40]  Michael A. Harrison,et al.  Lectures on linear sequential machines , 1969 .

[41]  Christel Baier,et al.  Reachability in Dynamical Systems with Rounding , 2020, FSTTCS.

[42]  Lev V. Utkin,et al.  Interval-Valued Finite Markov Chains , 2002, Reliab. Comput..

[43]  J. Evertse,et al.  Effective results for points on certain subvarieties of tori , 2009, Mathematical Proceedings of the Cambridge Philosophical Society.

[44]  Joël Ouaknine,et al.  On the Positivity Problem for Simple Linear Recurrence Sequences, , 2013, ICALP.

[45]  M. Mignotte Some Useful Bounds , 1983 .

[46]  Between Decidability Skolem's Problem - On the Border , 2005 .

[47]  David A. Cox,et al.  Ideals, Varieties, and Algorithms: An Introduction to Computational Algebraic Geometry and Commutative Algebra, 3/e (Undergraduate Texts in Mathematics) , 2007 .