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Symbolic computations for identities of linear operators

Symbolic computations for identities of linear operators

Georg Regensburger (ORCID: 0000-0001-7735-3726)
  • Grant DOI 10.55776/P32301
  • Funding program Principal Investigator Projects
  • Status ended
  • Start September 1, 2019
  • End February 29, 2024
  • Funding amount € 359,431

Disciplines

Mathematics (100%)

Keywords

    Operator algebra, Normal forms, Symbolic computation, Computer-assisted proof, Generalized inverses, Linear functional systems

Abstract Final report

Many processes in science and engineering can be modeled by so-called linear functional systems. To manipulate and analyze such systems, one computes with the corresponding matrices and linear operators. Properties of systems and operators are expressed by identities. Instead of working with concrete matrices and operators, symbolic computation works with mathematical objects represented by symbols. The main goal of the project Symbolic computations for identities of linear operators is to automatize such formal computations with operators and classes of systems beyond what is currently possible on the computer. In particular, we are interested in symbolic methods and computer algebra tools for proving and discovering identities of linear operators and for solving operator equations. In the project, we develop methods to analyze classes of dynamical systems in engineered processes and their control. These systems and their transformations are usually modeled by differential, delay, and integral operators. To compute with such operators, we work out a unique way of representing them. Based on these normal forms, we will prove and discover identities of operators automatically by computer algebra software, which we develop in the course of the project. If input and output of operators or matrices have different dimensions, they cannot be added and composed in arbitrary ways. This restricts computations with operators and matrices. In the project, we will work out new symbolic methods to deal with these restrictions. The idea is to first compute symbolically without restrictions and then justify the result independent of how it was obtained.

Many processes in science and engineering can be modeled using linear systems of so-called functional equations. To handle and analyze such systems, computations with the corresponding matrices and linear operators are performed. Many important properties of systems and operators can be described by equations. In computer algebra, symbols representing the mathematical objects and their associated equations are used. The goal of the project "Symbolic computations for identities of linear operators" was to automate these formal computations with operators and classes of systems beyond what was previously possible using computers. Automated proofs and discoveries of operator equations lie at the intersection of computer algebra and artificial intelligence. A central result of the project is a general framework for automated proofs of statements about identities of linear operators using computations with noncommutative polynomials. The publications cover all aspects of this approach, including the logical and algebraic foundations, new algorithms, heuristic considerations, efficient implementations, freely available software packages, and comprehensive case studies. We were able to prove numerous classical results about generalized inverses as well as results from current research papers in a few seconds with our software. Together with our collaborators, we also found and proved new results about so-called Moore-Penrose inverses using computer assistance. An important aspect of our approach is that for every true statement about identities of operators, a certificate is computed that can be easily verified independently of our software. In this sense, the developed method is theoretically complete. Thanks to new algorithms, heuristic considerations, and efficient implementation, the software can also provide proofs for current research questions concerning linear operators in practice. Another research focus of the project was identities of linear operators from analysis, such as differentiation, integration, and evaluations. We describe all algebraic equations that these operators satisfy in a current publication in a leading mathematics journal. In particular, we show that twelve rewrite rules are sufficient to simplify any expression to a unique normal form. For the computer-assisted proof of the completeness of these rules, we developed a new theoretical approach and our own software. With these rewrite rules, classical identities from analysis and results for systems of linear differential equations can be proven algebraically. Additionally, the algebraic approach allows for generalizations of the Taylor formula and shuffle relations for nested integrals to functions with singularities, as they arise for example in theoretical physics for calculations in quantum field theories.

Research institution(s)
  • Universität Kassel - 100%
International project participants
  • Thomas Cluzeau, Université de Limoges - France
  • Dragana Cvetkovic-Ilic, University of Nis - Serbia

Research Output

  • 32 Citations
  • 31 Publications
  • 1 Software
  • 3 Scientific Awards
Publications
  • 2024
    Title Sufficient Conditions for Linear Stability of Complex-Balanced Equilibria in Generalized Mass-Action Systems
    DOI 10.1137/22m154260x
    Type Journal Article
    Author Müller S
    Journal SIAM Journal on Applied Dynamical Systems
  • 2024
    Title Representation of hypergeometric products of higher nesting depths in difference rings
    DOI 10.1016/j.jsc.2023.03.002
    Type Journal Article
    Author Ocansey E
    Journal Journal of Symbolic Computation
  • 2024
    Title Short proofs of ideal membership
    DOI 10.1016/j.jsc.2024.102325
    Type Journal Article
    Author Hofstadler C
    Journal Journal of Symbolic Computation
  • 2024
    Title The fundamental theorem of calculus in differential rings
    DOI 10.1016/j.aim.2024.109676
    Type Journal Article
    Author Raab C
    Journal Advances in Mathematics
  • 2023
    Title Short Proofs of Ideal Membership
    DOI 10.2139/ssrn.4481757
    Type Preprint
    Author Hofstadler C
  • 2023
    Title How toAutomatise Proofs ofOperator Statements: Moore-Penrose Inverse; A Case Study; In: Computer Algebra in Scientific Computing - 25th International Workshop, CASC 2023, Havana, Cuba, August 28 - September 1, 2023, Proceedings
    DOI 10.1007/978-3-031-41724-5_3
    Type Book Chapter
    Publisher Springer Nature Switzerland
  • 2023
    Title Signature Gröbner bases in free algebras over rings
    DOI 10.1145/3597066.3597071
    Type Conference Proceeding Abstract
    Author Hofstadler C
    Pages 298-306
  • 2020
    Title Compatible rewriting of noncommutative polynomials for proving operator identities
    DOI 10.48550/arxiv.2002.03626
    Type Preprint
    Author Chenavier C
  • 2023
    Title Noncommutative Gröbner bases and automated proofs of operator statements
    Type PhD Thesis
    Author Hofstadler, Clemens
    Link Publication
  • 2023
    Title Parametrized systems of generalized polynomial inequalitites via linear algebra and convex geometry
    DOI 10.48550/arxiv.2306.13916
    Type Preprint
    Author Müller S
    Link Publication
  • 2022
    Title Universal truth of operator statements via ideal membership
    DOI 10.48550/arxiv.2212.11662
    Type Preprint
    Author Hofstadler C
  • 2022
    Title Sufficient conditions for linear stability of complex-balanced equilibria in generalized mass-action systems
    DOI 10.48550/arxiv.2212.11039
    Type Preprint
    Author Müller S
  • 2021
    Title Computing elements of certain form in ideals to prove properties of operators
    DOI 10.48550/arxiv.2110.12933
    Type Preprint
    Author Hofstadler C
  • 2021
    Title Confluence of algebraic rewriting systems
    DOI 10.1017/s0960129521000426
    Type Journal Article
    Author Chenavier C
    Journal Mathematical Structures in Computer Science
    Pages 870-897
    Link Publication
  • 2023
    Title How to automatise proofs of operator statements: Moore-Penrose inverse -- a case study
    DOI 10.48550/arxiv.2305.09448
    Type Preprint
    Author Bernauer K
    Link Publication
  • 2023
    Title Parametrized systems of generalized polynomial equations: first applications to fewnomials
    DOI 10.48550/arxiv.2304.05273
    Type Preprint
    Author Müller S
    Link Publication
  • 2023
    Title The fundamental theorem of calculus in differential rings
    DOI 10.48550/arxiv.2301.13134
    Type Other
    Author Raab C
    Link Publication
  • 2023
    Title Short proofs of ideal membership
    DOI 10.48550/arxiv.2302.02832
    Type Preprint
    Author Hofstadler C
    Link Publication
  • 2023
    Title Signature Gröbner bases in free algebras over rings
    DOI 10.48550/arxiv.2302.06483
    Type Other
    Author Hofstadler C
    Link Publication
  • 2022
    Title Computing Elements of Certain Form in Ideals to Prove Properties of Operators
    DOI 10.1007/s11786-022-00536-5
    Type Journal Article
    Author Hofstadler C
    Journal Mathematics in Computer Science
    Pages 17
    Link Publication
  • 2022
    Title Binomial determinants for tiling problems yield to the holonomic ansatz
    DOI 10.1016/j.ejc.2021.103437
    Type Journal Article
    Author Du H
    Journal European Journal of Combinatorics
    Pages 103437
    Link Publication
  • 2022
    Title Signature Gröbner bases, bases of syzygies and cofactor reconstruction in the free algebra
    DOI 10.1016/j.jsc.2022.04.001
    Type Journal Article
    Author Hofstadler C
    Journal Journal of Symbolic Computation
    Pages 211-241
    Link Publication
  • 2021
    Title Signature Gröbner bases, bases of syzygies and cofactor reconstruction in the free algebra
    DOI 10.48550/arxiv.2107.14675
    Type Preprint
    Author Hofstadler C
  • 2021
    Title Formal proofs of operator identities by a single formal computation
    DOI 10.1016/j.jpaa.2020.106564
    Type Journal Article
    Author Raab C
    Journal Journal of Pure and Applied Algebra
    Pages 106564
    Link Publication
  • 2021
    Title Binomial Determinants for Tiling Problems Yield to the Holonomic Ansatz
    DOI 10.48550/arxiv.2105.08539
    Type Preprint
    Author Du H
  • 2020
    Title Compatible rewriting of noncommutative polynomials for proving operator identities
    DOI 10.1145/3373207.3404047
    Type Conference Proceeding Abstract
    Author Chenavier C
    Pages 83-90
    Link Publication
  • 2020
    Title Algebraic proof methods for identities of matrices and operators: improvements of Hartwig's triple reverse order law
    DOI 10.48550/arxiv.2008.04864
    Type Preprint
    Author Cvetkovic-Ilic D
  • 2020
    Title Confluence of algebraic rewriting systems
    DOI 10.48550/arxiv.2004.14361
    Type Preprint
    Author Chenavier C
  • 2021
    Title Algebraic proof methods for identities of matrices and operators: Improvements of Hartwig’s triple reverse order law
    DOI 10.1016/j.amc.2021.126357
    Type Journal Article
    Author Cvetkovic-Ilic D
    Journal Applied Mathematics and Computation
    Pages 126357
    Link Publication
  • 2020
    Title Representation of hypergeometric products of higher nesting depths in difference rings
    DOI 10.48550/arxiv.2011.08775
    Type Preprint
    Author Ocansey E
  • 2019
    Title Formal proofs of operator identities by a single formal computation
    DOI 10.48550/arxiv.1910.06165
    Type Preprint
    Author Raab C
Software
  • 2023 Link
    Title operator_gb
    Link Link
Scientific Awards
  • 2024
    Title Promotio sub auspiciis Praesidentis rei publicae
    Type Research prize
    Level of Recognition National (any country)
  • 2024
    Title JKU Young Researchers' Award
    Type Research prize
    Level of Recognition Regional (any country)
  • 2023
    Title Nachwuchspreis bei der Computeralgebra-Tagung
    Type Research prize
    Level of Recognition National (any country)

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