Magnus Perninge
Docent
Institutionen för fysik och elektroteknik
Fakulteten för teknik
Hej och välkommen till min personalsida! Jag är docent i elektroteknik vid Linnéuniversitetet. Jag har även forskat och undervisat på KTH samt vid Lunds universitet.
Undervisning
Jag undervisar för närvarande kurserna:
- Reglerteknik, gk
- Reglerteknik, fk
- Elkraftsystem
- Elektriska maskiner
Jag är även huvudhandledare för Alexander Marcial som är doktorand i matematik.
Forskning
Min forskning fokuserar på optimal styrning av stokastiska system med specifik tillämpning inom elektriska energisystem. Jag är även intresserad av att använda artificiell intelligens för att lösa storskaliga optimeringsproblem inom energisystem, och strävar efter att integrera dessa två områden för att förbättra effektiviteten och hållbarheten inom energiindustrin.
Mina forskargrupper
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AI och maskininlärning för optimering och operationsanalys Under detta forskningstema utvecklar vi både matematisk teori och tillämpningar för artificiell intelligens och maskininlärning inom områden…
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Stochastic Analysis and Stochastic Processes Forskargruppen för stokastisk analys och stokastiska processer (Stochastic Analysis and Stochastic Processes; SASP) fokuserar på analytiska och numeriska…
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Waves, Signals and Systems Forskningen inom vågor, signaler och system handlar främst om akustiska och elektromagnetiska direkta och inversa problem, med tillämpningar inom teknik och industri.
Mina pågående forskningsprojekt
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Projekt: Optimal planering och drift av vattenkraftsystem I ett framtida scenario består Sveriges energiproduktion av en större andel energislag som inte ger kontinuerlig energi. Med detta som grund…
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Projekt: Optimering för hållbar energiförsörjning och livsmedelsproduktion på landsbygden Projektet handlar om hur energisystem på lantbruk kan optimeras för att realisera den potential som lantbruk…
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Projekt: Smart elektrifiering – produkter och system (SEPS) Projektet avser att stärka små- och medelstora företag (SMF) i Region Kronoberg och Region Kalmar län genom att öka kunskap och förmåga inom…
Publikationer
Artikel i tidskrift (Refereegranskat)
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Perninge, M. (2025). Optimal stopping of BSDEs with constrained jumps and related double obstacle PDEs. NoDEA. Nonlinear differential equations and applications (Printed ed.). 32 (2).
Status: Publicerad -
Perninge, M. (2024). Infinite horizon impulse control of stochastic functional differential equations driven by Lévy processes. Stochastics : An International Journal of Probablitiy and Stochastic Processes. 96 (3). 1241-1281.
Status: Publicerad -
Perninge, M. (2024). Optimal stopping of BSDEs with constrained jumps and related zero-sum games. Stochastic Processes and their Applications. 173.
Status: Publicerad -
Perninge, M. (2024). A note on reflected BSDEs in infinite horizon with stochastic Lipschitz coefficients. Stochastic Analysis and Applications. 42 (5). 945-962.
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Marcial, A., Perninge, M. (2024). Finding a closest saddle-node bifurcation in power systems : An approach by unsupervised deep learning. Electric power systems research. 235.
Status: Publicerad -
Perninge, M. (2023). Probabilistic representation of viscosity solutions to quasi-variational inequalities with non-local drivers. ESAIM : Control, Optimisation and Calculus of Variations . 29.
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Perninge, M. (2023). Zero-sum stochastic differential games of impulse versus continuous control by FBSDEs. Journal of Mathematical Analysis and Applications. 527 (1).
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Jönsson, J., Perninge, M. (2023). Finite Horizon Impulse control of Stochastic Functional Differential Equations. SIAM Journal of Control and Optimization. 61 (2). 924-948.
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Perninge, M. (2023). Non-Markovian Impulse Control Under Nonlinear Expectation. Applied mathematics and optimization. 88 (3).
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Martyr, R., Moriarty, J., Perninge, M. (2022). Discrete-time risk-aware optimal switching with non-adapted costs. Advances in Applied Probability. 54 (2). 625-655.
Status: Publicerad -
Perninge, M. (2022). Sequential Systems of Reflected Backward Stochastic Differential Equations with Application to Impulse Control. Applied mathematics and optimization. 86 (2).
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Perninge, M. (2021). On the Finite Horizon Optimal Switching Problem with Random Lag. Applied mathematics and optimization. 84. 355-397.
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Perninge, M. (2020). A two-scale scheme for finite horizon switching problems with delays. Automatica. 112. 1-9.
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Perninge, M. (2020). A finite horizon optimal switching problem with memory and application to controlled SDDEs. Mathematical Methods of Operations Research. 91. 465-500.
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Perninge, M. (2018). A limited-feedback approximation scheme for optimal switching problems with execution delays. Mathematical Methods of Operations Research. 87 (3). 347-382.
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Perninge, M., Eriksson, R. (2018). Frequency Control in Power Systems Based on a Regulating Market. IEEE Transactions on Control Systems Technology. 26 (1). 27-37.
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Hamon, C., Perninge, M., Söder, L. (2016). An importance sampling technique for probabilistic security assessment in power systems with large amounts of wind power. Electric power systems research. 131. 11-18.
Status: Publicerad -
Perninge, M. (2015). Approximating the parameter-space stability boundary considering post-contingency corrective controls. Electric power systems research. 121. 313-324.
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Hamon, C., Perninge, M., Söder, L. (2015). A computational framework for risk-based power system operations under uncertainty : Part II: Case studies. Electric power systems research. 119. 66-75.
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Hamon, C., Perninge, M., Söder, L. (2015). A computational framework for risk-based power systems operations under uncertainty : Part I: Theory. Electric power systems research. 119. 45-53.
Status: Publicerad -
Perninge, M., Söder, L. (2014). Irreversible investments with delayed reaction : an application to generation re-dispatch in power system operation. Mathematical Methods of Operations Research. 79 (3). 195-224.
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Perninge, M. (2014). Stochastic optimal power flow by multi-variate Edgeworth expansions. Electric power systems research. 109. 90-100.
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Perninge, M., Hamon, C. (2013). A stochastic optimal power flow problem with stability constraints : Part II: the optimization problem. IEEE Transactions on Power Systems. 28 (2). 1849-1857.
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Perninge, M. (2013). Approximating the loadability surface in the presence of SNB–SLL corner points. Electric power systems research. 96. 64-74.
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Hamon, C., Perninge, M., Söder, L. (2013). A stochastic optimal power flow problem with stability constraints : Part I: Approximating the stability boundary. IEEE Transactions on Power Systems. 28 (2). 1839-1849.
Status: Publicerad -
Perninge, M., Söder, L. (2012). A stochastic control approach to manage operational risk in power systems. IEEE Transactions on Power Systems. 27 (2). 1021-1031.
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Perninge, M., Söder, L. (2012). Optimal activation of regulating bids to handle bottlenecks in power system operation. Electric power systems research. 83 (1). 151-159.
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Perninge, M., Söder, L. (2012). Analysis of transfer‐limit induced power system security by Markov chain Monte Carlo simulation. European transactions on electrical power. 22. 140-151.
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Perninge, M., Lindskog, F., Söder, L. (2012). Importance sampling of injected powers for electric power system security analysis. IEEE Transactions on Power Systems. 27 (1). 3-11.
Status: Publicerad
Konferensbidrag (Refereegranskat)
- Marcial, A., Perninge, M. (2023). Production Planning of Cascaded Hydropower Stations using Approximate Dynamic Programming. IFAC-PapersOnLine : 22nd IFAC World Congress, Yokohama, Japan, July 9-14, 2023. 10069-10076.
- Marcial, A., Perninge, M. (2023). An Unsupervised Neural Network Approach for Solving the Optimal Power Flow Problem. Proceedings of the 20th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO. 214-220.
- Marcial, A., Perninge, M., Eriksson, R. (2022). Risk-Averse Hydropower Planning for Bidding into Sequential Electricity Markets. 2022 IEEE Conference on Control Technology and Applications, CCTA 2022. 151-158.
- Jönsson, J., Perninge, M. (2021). A case of optimal switching with signed costs. 24th International Symposium on Mathematical Theory of Networks and Systems MTNS 2020Cambridge, United Kingdom. 642-646.
- Perninge, M., Eriksson, R. (2020). Performance bounds for continuous trading on balancing power markets. 21th IFAC World Congress : Berlin, Germany, 12-17 July 2020. 13149-13154.
- Perninge, M. (2018). A Numerical Approximation Scheme for Large-Scale Optimal Switching Problems with Reaction Delays. 2018 IEEE CONFERENCE ON DECISION AND CONTROL (CDC). 5807-5812.
- Perninge, M., Eriksson, R. (2018). Market based Frequency Control in Power Systems : The Multi-Period Problem. IFAC Papersonline : 10th IFAC Symposium on Control of Power and Energy Systems CPES 2018 Tokyo, Japan, 4–6 September 2018. 468-473.
- Perninge, M., Eriksson, R. (2017). Optimal Tertiary Frequency Control in Power Systems with Market-Based Regulation. IFAC-PapersOnLine. 4374-4381.
- Hamon, C., Perninge, M., Söder, L. (2016). Applying stochastic optimal power flow to power systems with large amounts of wind power nd detailed stability limits. 2013 IREP Symposium Bulk Power System Dynamics and Control - IX Optimization, Security and Control of the Emerging Power Grid (IREP).
- Perninge, M., Eriksson, R. (2016). A stochastic control formulation of the continuous-time power system operation problem. 2016 IEEE 16th International Conference on Environment and Electrical Engineering (EEEIC).
- Hamon, C., Perninge, M., Söder, L. (2014). Efficient importance sampling technique for estimating operating risks in power systems with large amounts of wind power. Proceedings of the 13th International Workshop on Large-scale Integration of Wind Power into Power Systems as well as on Transmission Networks for Offshore Wind Power Plants.
- Hamon, C., Perninge, M., Söder, L. (2013). The value of using chance-constrained optimal power flows for generation re-dispatch under uncertainty with detailed security constraints. 2013 IEEE PES Asia-Pacific Power and Energy Engineering Conference (APPEEC).
- Hamon, C., Perninge, M., Söder, L. (2013). Stochastic optimal power flow problem with stability constraints. 2013 IEEE Power and Energy Society General Meeting (PES).
- Perninge, M., Lavenius, J., Vanfretti, L. (2013). Approximating a post-contingency stable operation region in parameter space through time-domain simulation. Proceedings of IREP Symposium: Bulk Power System Dynamics and Control - IX Optimization, Security and Control of the Emerging Power Grid, IREP 2013.
- Perninge, M., Eriksson, R. (2012). Using a fixed point method to compute the parameter space distance to the surface of constant critical energy. EEEIC 2012 - Conference Proceedings 11th International Conference on Environment and Electrical Engineering.