Mathematical modeling, simulation and optimization via (port-Hamiltonian) differential-algebraic equations
Authors
Abstract
Differential-algebraic equations (DAEs) present a ubiquitous model class in the automated modeling, simulation, control and optimization of complex finite or infinite dimensional dynamical systems, in particular in the construction of digital twins. When combined with adequate space and time discretization methods they present the work-horse of developments in many engineering domains. However, this approach comes with certain challenges for the numerical methods and in particular in the coupling of systems from different physical domains with different scales or regularity requirements. We survey the modeling with DAEs and address how to overcome some of the challenges via the framework of port-Hamiltonian differential-algebraic systems (pHDAEs) and their simulation and optimization with space-time-model adaptive methods.
Citation
- Journal: Journal of Mathematics in Industry
- Year: 2026
- Volume: 16
- Issue: 1
- Pages: 5
- Publisher: Springer Science and Business Media LLC
- DOI: 10.1186/s13362-026-00184-5
BibTeX
@article{Mehrmann_2026,
title={{Mathematical modeling, simulation and optimization via (port-Hamiltonian) differential-algebraic equations}},
volume={16},
ISSN={2190-5983},
DOI={10.1186/s13362-026-00184-5},
number={1},
journal={Journal of Mathematics in Industry},
publisher={Springer Science and Business Media LLC},
author={Mehrmann, Volker},
year={2026}
}References
- Altmann R, Cortes Garcia I, Paakkunainen E, Schulze P, Schöps S (2026) Energy-based modeling for field–circuit coupling. Applied Mathematical Modelling 155:116688. https://doi.org/10.1016/j.apm.2025.116688 – 10.1016/j.apm.2025.116688
- Antoulas AC, Beattie CA, Güğercin S (2020) Interpolatory Methods for Model Reduction. Society for Industrial and Applied Mathematics – 10.1137/1.9781611976083
- Bangerth W, Rannacher R (2003) Adaptive Finite Element Methods for Differential Equations. Birkhäuser Basel – 10.1007/978-3-0348-7605-6
- Benner P, Ohlberger M, Cohen A, Willcox K (eds) (2017) Model Reduction and Approximation – 10.1137/1.9781611974829
- Bouzid S, Viarouge P, Cros J (2020) Real-Time Digital Twin of a Wound Rotor Induction Machine Based on Finite Element Method. Energies 13(20):5413. https://doi.org/10.3390/en13205413 – 10.3390/en13205413
- Brenan KE, Campbell SL, Petzold LR. Numerical solution of initial-value problems in differential-algebraic equations. Philadelphia: SIAM; 1996.
- Campbell SL (1987) A General Form for Solvable Linear Time Varying Singular Systems of Differential Equations. SIAM J Math Anal 18(4):1101–1115. https://doi.org/10.1137/0518081 – 10.1137/0518081
- Cherifi K, Mehrmann V, Schulze P. Simulations in a digital twin of an electrical machine. Technical report. 2022. http://arxiv.org/abs/2207.02171.
- Cherifi K, Gosea IV (eds) (2026) Physics-Based and Data-Driven Modeling for Digital Twins. Springer Nature Singapore – 10.1007/978-981-96-9108-1
- Chu D, Mehrmann V (2025) Asymptotic stability and strict passivity of port-Hamiltonian descriptor systems via state feedback. Systems & Control Letters 202:106116. https://doi.org/10.1016/j.sysconle.2025.106116 – 10.1016/j.sysconle.2025.106116
- Chu D, Mehrmann V (2025) Stabilization of Linear Port-Hamiltonian Descriptor Systems via Output Feedback. SIAM J Matrix Anal Appl 46(2):1280–1300. https://doi.org/10.1137/24m1650259 – 10.1137/24m1650259
- Dänschel H, Mehrmann V, Roland M, Schmidt M (2023) Adaptive nonlinear optimization of district heating networks based on model and discretization catalogs. SeMA 81(1):81–112. https://doi.org/10.1007/s40324-023-00332-6 – 10.1007/s40324-023-00332-6
- Domschke P, Kolb O, Lang J (2011) Adjoint-Based Control of Model and Discretization Errors for Gas and Water Supply Networks. Studies in Computational Intelligence 1–17 – 10.1007/978-3-642-20986-4_1
- Domschke P, Dua A, Stolwijk JJ, Lang J, Mehrmann V (2018) Adaptive refinement strategies for the simulation of gas flow in networks using a model hierarchy. etna 48:97–113. https://doi.org/10.1553/etna_vol48s97 – 10.1553/etna_vol48s97
- Domschke P, Hiller B, Lang J, Mehrmann V, Morandin R, Tischendorf C. Gas network modeling: an overview. 2021. Preprint, Technische Universität Darmstadt. Available from https://opus4.kobv.de/opus4-trr154.
- Domschke P, Kolb O, Lang J. Adjoint-based control of model and discretisation errors for gas and water supply networks. In: Yang X, Koziel S, editors. Computational optimization and applications in engineering and industry. Berlin: Springer; 2011. p. 1–17.
- Eich-Soellner E, Führer C (1998) Numerical Methods in Multibody Dynamics. Vieweg+Teubner Verlag – 10.1007/978-3-663-09828-7
- Falekas G, Karlis A (2021) Digital Twin in Electrical Machine Control and Predictive Maintenance: State-of-the-Art and Future Prospects. Energies 14(18):5933. https://doi.org/10.3390/en14185933 – 10.3390/en14185933
- Freund RW (2011) The SPRIM Algorithm for Structure-Preserving Order Reduction of General RCL Circuits. Lecture Notes in Electrical Engineering 25–52 – 10.1007/978-94-007-0089-5_2
- Gomes C, Thule C, Broman D, Larsen PG, Vangheluwe H (2018) Co-Simulation. ACM Comput Surv 51(3):1–33. https://doi.org/10.1145/3179993 – 10.1145/3179993
- Günther M, Bartel A, Jacob B, Reis T (2020) Dynamic iteration schemes and port‐Hamiltonian formulation in coupled differential‐algebraic equation circuit simulation. Circuit Theory & Apps 49(2):430–452. https://doi.org/10.1002/cta.2870 – 10.1002/cta.2870
- Hauschild S-A. Structure-Preserving Numerical Approximations for a Port-Hamiltonian Formulation of the Non-Isothermal Euler Equations. PhD thesis, Univ. Trier. 2024.
- Hauschild S-A, Marheineke N (2021) Extended Group Finite Element Method for a port‐Hamiltonian Formulation of the Non‐Isothermal Euler Equations. Proc Appl Math & Mech 21(1). https://doi.org/10.1002/pamm.202100032 – 10.1002/pamm.202100032
- Hauschild S-A, Marheineke N, Mehrmann V, Mohring J, Moses Badlyan A, Rein M, Schmidt M. Port-Hamiltonian modeling of district heating networks. In: DAE forum, progress in differential-algebraic equations II; 2020. p. 333–55.
- Hauschild S-A, Marheineke N, Mehrmann V, Mohring J, Badlyan AM, Rein M, Schmidt M (2020) Port-Hamiltonian Modeling of District Heating Networks. Differential-Algebraic Equations Forum 333–355 – 10.1007/978-3-030-53905-4_11
- Jacob B, Zwart HJ (2012) Linear Port-Hamiltonian Systems on Infinite-dimensional Spaces. Springer Basel – 10.1007/978-3-0348-0399-1
- Krug R, Mehrmann V, Schmidt M (2020) Nonlinear optimization of district heating networks. Optim Eng 22(2):783–819. https://doi.org/10.1007/s11081-020-09549-0 – 10.1007/s11081-020-09549-0
- Kunkel P, Mehrmann V (1998) Regular solutions of nonlinear differential-algebraic equations and their numerical determination. Numerische Mathematik 79(4):581–600. https://doi.org/10.1007/s002110050353 – 10.1007/s002110050353
- Kunkel P, Mehrmann V (2001) Analysis of Over- and Underdetermined Nonlinear Differential-Algebraic Systems with Application to Nonlinear Control Problems. Math Control Signals Systems 14(3):233–256. https://doi.org/10.1007/pl00009884 – 10.1007/pl00009884
- Kunkel P, Mehrmann V (2018) Regular solutions of DAE hybrid systems and regularization techniques. Bit Numer Math 58(4):1049–1077. https://doi.org/10.1007/s10543-018-0712-2 – 10.1007/s10543-018-0712-2
- Kunkel P, Mehrmann V (2024) Differential-Algebraic Equations. EMS Textbooks in Mathematics – 10.4171/etb/28
- Lamour R, März R, Tischendorf C (2013) Differential-Algebraic Equations: A Projector Based Analysis. Springer Berlin Heidelberg – 10.1007/978-3-642-27555-5
- Martin A, Liers F, Hante F, Lang J, Pfetsch ME, Tischendorf C, Ulbrich S, editors. Mathematical modelling, simulation and optimization using the example of gas networks. International series of numerical mathematics. vol. 174. Cham: Birkhäuser; 2026.
- Mehl C, Mehrmann V, Wojtylak M (2018) Linear Algebra Properties of Dissipative Hamiltonian Descriptor Systems. SIAM J Matrix Anal Appl 39(3):1489–1519. https://doi.org/10.1137/18m1164275 – 10.1137/18m1164275
- Mehrmann V (2015) Index Concepts for Differential-Algebraic Equations. Encyclopedia of Applied and Computational Mathematics 676–681 – 10.1007/978-3-540-70529-1_120
- Mehrmann V, Morandin R. Structure-preserving discretization for port-Hamiltonian descriptor systems. In: 58th IEEE conference on decision and control. Nice: CDC; 2019. p. 6863–8.
- Mehrmann V, Schmidt M, Stolwijk JJ (2018) Model and Discretization Error Adaptivity Within Stationary Gas Transport Optimization. Vietnam J Math 46(4):779–801. https://doi.org/10.1007/s10013-018-0303-1 – 10.1007/s10013-018-0303-1
- Mehrmann V, Unger B (2023) Control of port-Hamiltonian differential-algebraic systems and applications. Acta Numerica 32:395–515. https://doi.org/10.1017/s0962492922000083 – 10.1017/s0962492922000083
- Mehrmann V, van der Schaft A (2023) Differential–algebraic systems with dissipative Hamiltonian structure. Math Control Signals Syst 35(3):541–584. https://doi.org/10.1007/s00498-023-00349-2 – 10.1007/s00498-023-00349-2
- Morandin R. Modeling and numerics of port-Hamiltonian descriptor systems. Dissertation, Technische Universität Berlin. 2024.
- Nedialkov N, Pryce JD, Scholz L (2022) An Energy-Based, Always Index $\leq$ 1 and Structurally Amenable Electrical Circuit Model. SIAM J Sci Comput 44(4):B1122–B1147. https://doi.org/10.1137/21m1434611 – 10.1137/21m1434611
- Nochetto RH, Siebert KG, Veeser A (2009) Theory of adaptive finite element methods: An introduction. Multiscale, Nonlinear and Adaptive Approximation 409–542 – 10.1007/978-3-642-03413-8_12
- Nussbaumer T, Thalmann S (2016) Influence of system design on heat distribution costs in district heating. Energy 101:496–505. https://doi.org/10.1016/j.energy.2016.02.062 – 10.1016/j.energy.2016.02.062
- Pöchtrager B. Coupling Multiphysical Systems in Automotive Simulation Software/submitted by Dipl.-Ing. Bernhard Pöchtrager. PhD thesis, Institut für Industriemathematik, Johannes Kepler Universität, Linz, Austria. 2022.
- Polyuga RV, van der Schaft A (2010) Structure preserving model reduction of port-Hamiltonian systems by moment matching at infinity. Automatica 46(4):665–672. https://doi.org/10.1016/j.automatica.2010.01.018 – 10.1016/j.automatica.2010.01.018
- Rabier PJ, Rheinboldt WC (2000) Nonholonomic Motion of Rigid Mechanical Systems from a DAE Viewpoint – 10.1137/1.9780898719536
- Rabier PJ, Rheinboldt WC (1996) Classical and generalized solutions of time-dependent linear differential-algebraic equations. Linear Algebra and its Applications 245:259–293. https://doi.org/10.1016/0024-3795(94)00243-6 – 10.1016/0024-3795(94)00243-6
- Rabier PJ, Rheinboldt WC (1996) Time-dependent linear DAEs with discontinuous inputs. Linear Algebra and its Applications 247:1–29. https://doi.org/10.1016/0024-3795(94)00312-2 – 10.1016/0024-3795(94)00312-2
- Rashad R, Califano F, van der Schaft AJ, Stramigioli S (2020) Twenty years of distributed port-Hamiltonian systems: a literature review. IMA Journal of Mathematical Control and Information 37(4):1400–1422. https://doi.org/10.1093/imamci/dnaa018 – 10.1093/imamci/dnaa018
- Rasheed A, San O, Kvamsdal T (2020) Digital Twin: Values, Challenges and Enablers From a Modeling Perspective. IEEE Access 8:21980–22012. https://doi.org/10.1109/access.2020.2970143 – 10.1109/access.2020.2970143
- Riaza R (2008) Differential-Algebraic Systems – 10.1142/6746
- Schmidt M, Aßmann D, Burlacu R, Humpola J, Joormann I, Kanelakis N, Koch T, Oucherif D, Pfetsch ME, Schewe L, Schwarz R, Sirvent M (2017) GasLib—A Library of Gas Network Instances. Data 2(4):40. https://doi.org/10.3390/data2040040 – 10.3390/data2040040
- Serhani A, Matignon D, Haine G (2019) A Partitioned Finite Element Method for the Structure-Preserving Discretization of Damped Infinite-Dimensional Port-Hamiltonian Systems with Boundary Control. Lecture Notes in Computer Science 549–558 – 10.1007/978-3-030-26980-7_57
- Shashkov V, Cortes Garcia I, Egger H (2022) MONA—A magnetic oriented nodal analysis for electric circuits. Circuit Theory & Apps 50(9):2997–3012. https://doi.org/10.1002/cta.3301 – 10.1002/cta.3301
- Simeon B (2013) Computational Flexible Multibody Dynamics. Springer Berlin Heidelberg – 10.1007/978-3-642-35158-7
- Stolwijk JJ, Mehrmann V. Error analysis and model adaptivity for flows in gas networks. An Ştiinţ Univ ‘Ovidius’ Constanţa, Ser Mat. 2018;26(2):231–66.
- Trenn S (2013) Solution Concepts for Linear DAEs: A Survey. Surveys in Differential-Algebraic Equations I 137–172 – 10.1007/978-3-642-34928-7_4
- van der Schaft AJ (2013) Port-Hamiltonian Differential-Algebraic Systems. Surveys in Differential-Algebraic Equations I 173–226 – 10.1007/978-3-642-34928-7_5
- van der Schaft A, Jeltsema D (2014) Port-Hamiltonian Systems Theory: An Introductory Overview. Foundations and Trends® in Systems and Control 1(2–3):173–378. https://doi.org/10.1561/2600000002 – 10.1561/2600000002
- Willcox KE, et al. Foundational research gaps and future directions for digital twins. Technical report, Washington, DC: the National Academies Press. 2024.
- Zwart H, Mehrmann V (2024) Abstract Dissipative Hamiltonian Differential-Algebraic Equations Are Everywhere. DAE Panel 2. https://doi.org/10.52825/dae-p.v2i.957 – 10.52825/dae-p.v2i.957