Symbolic computations for identities of linear operators
Symbolic computations for identities of linear operators
Disciplines
Mathematics (100%)
Keywords
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Operator algebra,
Normal forms,
Symbolic computation,
Computer-assisted proof,
Generalized inverses,
Linear functional systems
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.
- Universität Kassel - 100%
Research Output
- 32 Citations
- 31 Publications
- 1 Software
- 3 Scientific Awards
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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
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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)