TY - JOUR A1 - Schneider, Philipp-Immanuel A1 - Hammerschmidt, Martin A1 - Zschiedrich, Lin A1 - Burger, Sven T1 - Using Gaussian process regression for efficient parameter reconstruction JF - Proc. SPIE Y1 - 2019 U6 - https://doi.org/10.1117/12.2513268 VL - 10959 SP - 1095911 ER - TY - JOUR A1 - Schneider, Philipp-Immanuel A1 - Santiago, Xavier Garcia A1 - Soltwisch, Victor A1 - Hammerschmidt, Martin A1 - Burger, Sven A1 - Rockstuhl, Carsten T1 - Benchmarking five global optimization approaches for nano-optical shape optimization and parameter reconstruction JF - ACS Photonics Y1 - 2019 U6 - https://doi.org/10.1021/acsphotonics.9b00706 VL - 6 SP - 2726 ER - TY - JOUR A1 - Gutsche, Philipp A1 - Santiago, Xavier Garcia A1 - Schneider, Philipp-Immanuel A1 - McPeak, Kevin A1 - Nieto-Vesperinas, Manuel A1 - Burger, Sven T1 - Role of Geometric Shape in Chiral Optics JF - Symmetry Y1 - 2020 U6 - https://doi.org/10.3390/sym12010158 VL - 12 SP - 158 ER - TY - JOUR A1 - Srocka, Nicole A1 - Musiał, Anna A1 - Schneider, Philipp-Immanuel A1 - Mrowiński, Paweł A1 - Holewa, Paweł A1 - Burger, Sven A1 - Quandt, David A1 - Strittmatter, André A1 - Rodt, Sven A1 - Reitzenstein, Stephan A1 - Sęk, Grzegorz T1 - Enhanced photon-extraction efficiency from InGaAs/GaAs quantum dots in deterministic photonic structures at 1.3 μm fabricated by in-situ electron-beam lithography JF - AIP Adv. Y1 - 2018 U6 - https://doi.org/10.1063/1.5038137 VL - 8 SP - 085205 ER - TY - CHAP A1 - Schneider, Philipp-Immanuel A1 - Santiago, Xavier Garcia A1 - Binkowski, Felix A1 - Gutsche, Philipp A1 - Höhne, Theresa A1 - Hammerschmidt, Martin A1 - Zschiedrich, Lin A1 - Burger, Sven T1 - Light Management for Engineering Luminescence in Nanoscale Environments By Numerical Optimization T2 - The Electrochemical Society, Meeting Abstracts Y1 - 2018 U6 - https://doi.org/10.1149/MA2018-01/16/1164 SN - 2151-2043 VL - 16 SP - 1164 ER - TY - JOUR A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Santiago, Xavier Garcia A1 - Zschiedrich, Lin A1 - Weiser, Martin A1 - Burger, Sven T1 - Solving inverse problems appearing in design and metrology of diffractive optical elements by using Bayesian optimization JF - Proc. SPIE Y1 - 2018 U6 - https://doi.org/10.1117/12.2315468 VL - 10694 SP - 1069407 ER - TY - CHAP A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Santiago, Xavier Garcia A1 - Burger, Sven T1 - Optimization of quantum optical devices with machine learning T2 - XXVI International Workshop on Optical Wave & Waveguide Theory and Numerical Modelling, Proceedings Y1 - 2018 SN - 978-3-921823-98-9 SP - 6 ER - TY - JOUR A1 - Farchmin, Nando A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Wurm, Matthias A1 - Bodermann, Bernd A1 - Bär, Markus A1 - Heidenreich, Sebastian T1 - Efficient Bayesian inversion for shape reconstruction of lithography masks JF - J. Micro/Nanolith. MEMS MOEMS Y1 - 2020 U6 - https://doi.org/10.1117/1.JMM.19.2.024001 VL - 19 SP - 024001 ER - TY - JOUR A1 - Musiał, Anna A1 - Żołnacz, Kinga A1 - Srocka, Nicole A1 - Kravets, Oleh A1 - Große, Jan A1 - Olszewski, Jacek A1 - Poturaj, Krzysztof A1 - Wojcik, Grzegorz A1 - Mergo, Paweł A1 - Kamil, Dybka A1 - Dyrkacz, Mariusz A1 - Dlubek, Michal A1 - Lauritsen, Kristian A1 - Bülter, Andreas A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Burger, Sven A1 - Rodt, Sven A1 - Urbanczyk, Wacław A1 - Sek, Grzegorz A1 - Reitzenstein, Stephan T1 - Plug&play fibre-coupled 73 kHz single-photon source operating in the telecom O-band JF - Adv. Quantum Technol. Y1 - 2020 U6 - https://doi.org/10.1002/qute.202000018 VL - 3 SP - 2000018 ER - TY - CHAP A1 - Rodt, Sven A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Heindel, Tobias A1 - Bounouar, Samir A1 - Kantner, Markus A1 - Koprucki, Thomas A1 - Bandelow, Uwe A1 - Burger, Sven A1 - Reitzenstein, Stephan ED - Kneissl, Michael ED - Knorr, Andreas ED - Reitzenstein, Stephan ED - Hoffmann, Axel T1 - Deterministic Quantum Devices for Optical Quantum Communication T2 - Semiconductor Nanophotonics Y1 - 2020 U6 - https://doi.org/10.1007/978-3-030-35656-9_8 VL - 194 SP - 285 EP - 359 PB - Springer CY - Cham ER - TY - CHAP A1 - Burger, Sven A1 - Schneider, Philipp-Immanuel A1 - Höhne, Theresa A1 - Zschiedrich, Lin ED - Reitzenstein, Stephan ED - Heindel, Tobias T1 - Numerical methods for simulation and optimization of the extraction efficiency from quantum-dot based single-photon emitters T2 - 7th International Workshop on Engineering of Quantum Emitter Properties (EQEP) Y1 - 2019 SP - 20 ER - TY - CHAP A1 - Binkowski, Felix A1 - Zschiedrich, Lin A1 - Schneider, Philipp-Immanuel A1 - Hammerschmidt, Martin A1 - Santiago, Xavier Garcia A1 - Betz, Fridtjof A1 - Burger, Sven ED - Saastamoinen, Kimmo T1 - Spectral Expansion of the Scattering Response of Resonant Nanostructures T2 - EOS Topical Meeting on Diffractive Optics Y1 - 2019 SN - 978-952-68553-8-7 SP - 1 ER - TY - CHAP A1 - Binkowski, Felix A1 - Schneider, Philipp-Immanuel A1 - Hammerschmidt, Martin A1 - Zschiedrich, Lin A1 - Burger, Sven ED - Matijević, Milica ED - Krstić, Marko ED - Beličev, Petra T1 - Numerical optimization of resonant nanophotonic devices T2 - The Seventh International School and Conference on Photonics (PHOTONICA Belgrade) Y1 - 2019 SN - 978-86-7306-153-5 SP - 10 ER - TY - GEN A1 - Musiał, Anna A1 - Żołnacz, Kinga A1 - Srocka, Nicole A1 - Kravets, Oleh A1 - Große, Jan A1 - Olszewski, Jacek A1 - Poturaj, Krzysztof A1 - Wojcik, Grzegorz A1 - Mergo, Paweł A1 - Dybka, Kamil A1 - Dyrkacz, Mariusz A1 - Dlubek, Michal A1 - Lauritsen, Kristian A1 - Bülter, Andreas A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Burger, Sven A1 - Rodt, Sven A1 - Urbanczyk, Wacław A1 - Sek, Grzegorz A1 - Reitzenstein, Stephan T1 - Front Cover: Plug&Play Fiber‐Coupled 73 kHz Single‐Photon Source Operating in the Telecom O‐Band (Adv. Quantum Technol. 6/2020) T2 - Adv. Quantum Technol. Y1 - 2020 U6 - https://doi.org/10.1002/qute.202070061 VL - 3 SP - 2070061 ER - TY - JOUR A1 - Santiago, Xavier Garcia A1 - Burger, Sven A1 - Rockstuhl, Carsten A1 - Schneider, Philipp-Immanuel T1 - Bayesian optimization with improved scalability and derivative information for efficient design of nanophotonic structures JF - J. Light. Technol. Y1 - 2021 U6 - https://doi.org/10.1109/JLT.2020.3023450 VL - 39 SP - 167 ER - TY - JOUR A1 - Schneider, Philipp-Immanuel A1 - Srocka, Nicole A1 - Rodt, Sven A1 - Zschiedrich, Lin A1 - Reitzenstein, Stephan A1 - Burger, Sven T1 - Numerical optimization of the extraction efficiency of a quantum-dot based single-photon emitter into a single-mode fiber JF - Opt. Express Y1 - 2018 U6 - https://doi.org/10.1364/OE.26.008479 VL - 26 SP - 8479 ER - TY - JOUR A1 - Santiago, Xavier Garcia A1 - Schneider, Philipp-Immanuel A1 - Rockstuhl, Carsten A1 - Burger, Sven T1 - Shape design of a reflecting surface using Bayesian Optimization JF - J. Phys.: Conf. Ser. Y1 - 2018 U6 - https://doi.org/10.1088/1742-6596/963/1/012003 VL - 963 SP - 012003 ER - TY - JOUR A1 - Gutsche, Philipp A1 - Schneider, Philipp-Immanuel A1 - Burger, Sven A1 - Nieto-Vesperinas, Manuel T1 - Chiral scatterers designed by Bayesian optimization JF - J. Phys.: Conf. Ser. Y1 - 2018 U6 - https://doi.org/10.1088/1742-6596/963/1/012004 VL - 963 SP - 012004 ER - TY - JOUR A1 - Andrle, Anna A1 - Hönicke, Philipp A1 - Schneider, Philipp-Immanuel A1 - Kayser, Yves A1 - Hammerschmidt, Martin A1 - Burger, Sven A1 - Scholze, Frank A1 - Beckhoff, Burkhard A1 - Soltwisch, Victor T1 - Grazing incidence x-ray fluorescence based characterization of nanostructures for element sensitive profile reconstruction JF - Proc. SPIE Y1 - 2019 U6 - https://doi.org/10.1117/12.2526082 VL - 11057 SP - 110570M ER - TY - JOUR A1 - Farchmin, Nando A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Wurm, Matthias A1 - Bär, Markus A1 - Heidenreich, Sebastian T1 - Efficient global sensitivity analysis for silicon line gratings using polynomial chaos JF - Proc. SPIE Y1 - 2019 U6 - https://doi.org/10.1117/12.2525978 VL - 11057 SP - 110570J ER - TY - JOUR A1 - Żołnacz, Kinga A1 - Musiał, Anna A1 - Srocka, Nicole A1 - Große, Jan A1 - Schlösinger, Maximilian A1 - Schneider, Philipp-Immanuel A1 - Kravets, Oleh A1 - Mikulicz, Monika A1 - Olszewski, Jacek A1 - Poturaj, Krzysztof A1 - Wójcik, Grzegorz A1 - Mergo, Paweł A1 - Dybka, Kamil A1 - Dyrkacz, Mariusz A1 - Dłubek, Michał A1 - Rodt, Sven A1 - Burger, Sven A1 - Zschiedrich, Lin A1 - Sęk, Grzegorz A1 - Reitzenstein, Stephan A1 - Urbańczyk, Wacław T1 - Method for direct coupling of a semiconductor quantum dot to an optical fiber for single-photon source applications JF - Opt. Express Y1 - 2019 U6 - https://doi.org/10.1364/OE.27.026772 VL - 27 SP - 26772 ER - TY - CHAP A1 - Hammerschmidt, Martin A1 - Zschiedrich, Lin A1 - Schneider, Philipp-Immanuel A1 - Binkowski, Felix A1 - Burger, Sven T1 - Numerical optimization of resonant photonic devices T2 - Proc. SPIE Y1 - 2019 U6 - https://doi.org/10.1117/12.2534348 VL - 11057 SP - 1105702 ER - TY - JOUR A1 - Schneider, Philipp-Immanuel A1 - Santiago, Xavier Garcia A1 - Rockstuhl, Carsten A1 - Burger, Sven T1 - Global optimization of complex optical structures using Bayesian optimization based on Gaussian processes JF - Proc. SPIE Y1 - 2017 U6 - https://doi.org/10.1117/12.2270609 VL - 10335 SP - 103350O ER - TY - JOUR A1 - Torun, Cem Güney A1 - Schneider, Philipp-Immanuel A1 - Hammerschmidt, Martin A1 - Burger, Sven A1 - Munns, Joseph H.D. A1 - Schröder, Tim T1 - Optimized diamond inverted nanocones for enhanced color center to fiber coupling JF - Appl. Phys. Lett. Y1 - 2021 U6 - https://doi.org/10.1063/5.0050338 VL - 118 SP - 234002 ER - TY - CHAP A1 - Schneider, Philipp-Immanuel A1 - Garcia-Santiago, Xavier A1 - Wiegand, Benjamin A1 - Anton, Oliver A1 - Krutzik, Markus A1 - Rockstuhl, Carsten A1 - Burger, Sven T1 - Advances in Bayesian optimization for photonics and quantum atom optics applications T2 - OSA Advanced Photonics Congress Y1 - 2021 U6 - https://doi.org/10.1364/IPRSN.2021.JTh1E.2 SP - JTh1E.2 ER - TY - CHAP A1 - Musial, Anna A1 - Zolnacz, Kinga A1 - Srocka, Nicole A1 - Kravets, Oleh A1 - Große, Jan A1 - Schneider, Philipp-Immanuel A1 - Olszewski, Jacek A1 - Poturaj, Krzystof A1 - Wojcik, Grzegorz A1 - Mergo, Pawel A1 - Dybka, Kamil A1 - Dyrkacz, Mariusz A1 - Dlubek, Michal A1 - Rodt, Sven A1 - Burger, Sven A1 - Zschiedrich, Lin A1 - Urbanczyk, Waclaw A1 - Sek, Grzegorz A1 - Reitzenstein, Stephan T1 - Stand-alone quantum dot-based single-photon source operating at telecommunication wavelengths T2 - 10th International Conference on Spontaneous Coherence in Excitonic Systems ICSCE10 Y1 - 2020 SP - 39 ER - TY - CHAP A1 - Hammerschmidt, Martin A1 - Zschiedrich, Lin A1 - Siaudinyté, Lauryna A1 - Manley, Phillip A1 - Schneider, Philipp-Immanuel A1 - Burger, Sven T1 - Forward simulation of coherent beams on grating structures for coherent scatterometry T2 - Proc. SPIE Y1 - 2023 U6 - https://doi.org/10.1117/12.2673231 VL - PC12619 SP - PC1261907 ER - TY - CHAP A1 - Plock, Matthias A1 - Burger, Sven A1 - Schneider, Philipp-Immanuel T1 - Efficient reconstruction of model parameters using Bayesian target-vector optimization T2 - Proc. SPIE Y1 - 2023 U6 - https://doi.org/10.1117/12.2673590 VL - PC12619 SP - PC1261905 ER - TY - JOUR A1 - Anton, Oliver A1 - Henderson, Victoria A. A1 - Da Ros, Elisa A1 - Sekulic, Ivan A1 - Burger, Sven A1 - Schneider, Philipp-Immanuel A1 - Krutzik, Markus T1 - Review and experimental benchmarking of machine learning algorithms for efficient optimization of cold atom experiments JF - Mach. Learn. Sci. Technol. Y1 - 2024 U6 - https://doi.org/10.1088/2632-2153/ad3cb6 VL - 5 SP - 025022 ER - TY - CHAP A1 - Sekulic, Ivan A1 - Schneider, Philipp-Immanuel A1 - Anton, Oliver A1 - Da Ros, Elisa A1 - Henderson, Victoria A1 - Krutzik, Markus T1 - Efficient machine-learning approach to optimize trapped cold atom ensembles for quantum memory applications T2 - Proc. SPIE Y1 - 2023 U6 - https://doi.org/10.1117/12.2684406 VL - 12740 SP - 127400F ER - TY - CHAP A1 - Krüger, Jan A1 - Bodermann, Bernd A1 - Köning, Rainer A1 - Manley, Phillip A1 - Zschiedrich, Lin A1 - Schneider, Philipp-Immanuel A1 - Heinrich, Andreas A1 - Eder, Christian A1 - Zeiser, Ulrike A1 - Goehnermeier, Aksel T1 - On aberration retrieval for optical microscopes in length metrology T2 - Proc. SPIE Y1 - 2023 U6 - https://doi.org/10.1117/12.2672294 VL - PC12619 SP - PC126190A ER - TY - CHAP A1 - Manley, Phillip A1 - Krüger, Jan A1 - Bodermann, Bernd A1 - Köning, Rainer A1 - Heinrich, Andreas A1 - Eder, Christian A1 - Goehnermeier, Aksel A1 - Zeiser, Ulrike A1 - Hammerschmidt, Martin A1 - Zschiedrich, Lin A1 - Schneider, Philipp-Immanuel T1 - Efficient simulation of microscopic imaging for reconstruction of nanostructures T2 - Proc. SPIE Y1 - 2023 U6 - https://doi.org/10.1117/12.2673077 VL - PC12619 SP - PC126190B ER - TY - JOUR A1 - Sekulic, Ivan A1 - Schaible, Jonas A1 - Müller, Gabriel A1 - Plock, Matthias A1 - Burger, Sven A1 - Martínez-Lahuerta, Víctor José A1 - Gaaloul, Naceur A1 - Schneider, Philipp-Immanuel T1 - Physics-informed Bayesian optimization of expensive-to-evaluate black-box functions JF - Mach. Learn. Sci. Technol. N2 - Abstract Bayesian optimization with Gaussian process surrogates is a popular approach for optimizing expensive-to-evaluate functions in terms of time, energy, or computational resources. Typically, a Gaussian process models a scalar objective derived from observed data. However, in many real-world applications, the objective is a combination of multiple outputs from physical experiments or simulations. Converting these multidimensional observations into a single scalar can lead to information loss, slowing convergence and yielding suboptimal results. To address this, we propose to use multi-output Gaussian processes to learn the full vector of observations directly, before mapping them to the scalar objective via an inexpensive analytical function. This physics-informed approach retains more information from the underlying physical processes, improving surrogate model accuracy. As a result, the approach accelerates optimization and produces better final designs compared to standard implementations. Y1 - 2025 U6 - https://doi.org/10.1088/2632-2153/ae1f5f VL - 6 SP - 040503 PB - IOP Publishing ER - TY - GEN A1 - Sekulic, Ivan A1 - Schaible, Jonas A1 - Müller, Gabriel A1 - Plock, Matthias A1 - Burger, Sven A1 - Martinez-Lahuerta, Victor J. A1 - Gaaloul, Naceur A1 - Schneider, Philipp-Immanuel T1 - Data publication for Physics-informed Bayesian optimization of expensive-to-evaluate black-box functions T2 - Zenodo Y1 - 2025 U6 - https://doi.org/10.5281/zenodo.16751507 ER - TY - GEN A1 - Sekulic, Ivan A1 - Schneider, Philipp-Immanuel A1 - Hammerschmidt, Martin A1 - Burger, Sven T1 - Machine-learning driven design of metasurfaces: learn the physics and not the objective function T2 - Proc. SPIE Y1 - 2024 U6 - https://doi.org/10.1117/12.3022119 VL - PC13017 SP - PC130170X ER - TY - JOUR A1 - Krüger, Jan A1 - Manley, Phillip A1 - Bergmann, Detlef A1 - Köning, Rainer A1 - Bodermann, Bernd A1 - Eder, Christian A1 - Heinrich, Andreas A1 - Schneider, Philipp-Immanuel A1 - Hammerschmidt, Martin A1 - Zschiedrich, Lin A1 - Manske, Eberhard T1 - Introduction and application of a new approach for model-based optical bidirectional measurements JF - Meas. Sci. Technol. Y1 - 2024 U6 - https://doi.org/10.1088/1361-6501/ad4b53 VL - 35 SP - 085014 ER - TY - JOUR A1 - Müller, Gabriel A1 - Martínez-Lahuerta, Victor J. A1 - Sekulic, Ivan A1 - Burger, Sven A1 - Schneider, Philipp-Immanuel A1 - Gaaloul, Naceur T1 - Bayesian optimization for state engineering of quantum gases JF - Quantum Sci. Technol. Y1 - 2025 U6 - https://doi.org/10.1088/2058-9565/ad9050 VL - 10 SP - 015033 ER - TY - JOUR A1 - Schaible, Jonas A1 - Winarto, Hanifah A1 - Škorjanc, Viktor A1 - Yoo, Danbi A1 - Zimmermann, Lea A1 - Jäger, Klaus A1 - Sekulic, Ivan A1 - Schneider, Philipp‐Immanuel A1 - Burger, Sven A1 - Wessels, Andreas A1 - Bläsi, Benedikt A1 - Becker, Christiane T1 - Optimizing Aesthetic Appearance of Perovskite Solar Cells Using Color Filters JF - Solar RRL N2 - The significance of color aesthetics in photovoltaic (PV) modules gains importance, especially in design‐centric applications like building‐integrated PVs. Color filters based on distributed Bragg reflectors, consisting of alternating thin‐film layers of different refractive indices, can modify the appearance of standard silicon modules. This approach is also extended to optimize the color appearance of emerging PV technologies such as perovskite solar cells, which typically exhibit a less appealing gray–brownish appearance. In this contribution, perovskite solar‐cell stacks combined with MorphoColor color filters are presented. Angular‐resolved reflectance simulations based on wave optics and ray tracing with experimental data are validated, and the color appearance from various viewing angles is evaluated. Additionally, the impact of individual layers on color appearance and the maximum achievable short‐circuit current density in the perovskite solar cell is investigated. By applying Bayesian optimization, the color distance is minimized to the targeted appearance. Tailoring the bridging layers between the color filter and the perovskite solar cell is found to strongly influence the color impression due to the coherently combined color filter and perovskite solar cell. The presented color optimization concept allows to customize the aesthetics of emerging PV thin‐film technologies such as perovskite solar cells. Y1 - 2025 U6 - https://doi.org/10.1002/solr.202400627 VL - 9 SP - 2400627 PB - Wiley ER - TY - CHAP A1 - Schaible, Jonas A1 - Winarto, Hanifah A1 - Skorjanc, Victor A1 - Yoo, Danbi A1 - Zimmermann, Lea A1 - Wessels, Andreas A1 - Jäger, Klaus A1 - Sekulic, Ivan A1 - Schneider, Philipp-Immanuel A1 - Bläsi, Benedikt A1 - Burger, Sven A1 - Becker, Christiane T1 - Optimization strategies for colorful thin film solar cells T2 - Proc. SPIE Y1 - 2025 U6 - https://doi.org/10.1117/12.3041408 VL - PC13361 SP - PC133610E ER - TY - CHAP A1 - Kuen, Lilli A1 - Betz, Fridtjof A1 - Binkowski, Felix A1 - Schneider, Philipp-Immanuel A1 - Hammerschmidt, Martin A1 - Heermeier, Niels A1 - Rodt, Sven A1 - Reitzenstein, Stephan A1 - Burger, Sven T1 - Applying a Riesz-projection-based contour integral eigenvalue solver to compute resonance modes of a VCSEL T2 - Proc. SPIE Y1 - 2023 U6 - https://doi.org/10.1117/12.2665490 VL - 12575 SP - 125750J ER - TY - JOUR A1 - Plock, Matthias A1 - Hammerschmidt, Martin A1 - Burger, Sven A1 - Schneider, Philipp-Immanuel A1 - Schütte, Christof T1 - Impact Study of Numerical Discretization Accuracy on Parameter Reconstructions and Model Parameter Distributions JF - Metrologia N2 - In optical nano metrology numerical models are used widely for parameter reconstructions. Using the Bayesian target vector optimization method we fit a finite element numerical model to a Grazing Incidence x-ray fluorescence data set in order to obtain the geometrical parameters of a nano structured line grating. Gaussian process, stochastic machine learning surrogate models, were trained during the reconstruction and afterwards sampled with a Markov chain Monte Carlo sampler to determine the distribution of the reconstructed model parameters. The numerical discretization parameters of the used finite element model impact the numerical discretization error of the forward model. We investigated the impact of the polynomial order of the finite element ansatz functions on the reconstructed parameters as well as on the model parameter distributions. We showed that such a convergence study allows to determine numerical parameters which allows for efficient and accurate reconstruction results. Y1 - 2023 U6 - https://doi.org/10.1088/1681-7575/ace4cd VL - 60 SP - 054001 ER - TY - CHAP A1 - Sekulic, Ivan A1 - Schneider, Philipp-Immanuel A1 - Hammerschmidt, Martin A1 - Schaible, Jonas A1 - Burger, Sven T1 - Physics informed Bayesian optimization for inverse design of diffractive optical elements T2 - Proc. SPIE Y1 - 2025 U6 - https://doi.org/10.1117/12.3064372 VL - PC13573 SP - PC135730R ER - TY - CHAP A1 - Hammerschmidt, Martin A1 - Plock, Matthias A1 - Burger, Sven A1 - Truong, Vinh A1 - Soltwisch, Victor A1 - Schneider, Philipp-Immanuel T1 - Machine learning approach for full Bayesian parameter reconstruction T2 - Proc. SPIE Y1 - 2025 U6 - https://doi.org/10.1117/12.3062268 VL - 13568 SP - 1356806 ER - TY - JOUR A1 - Binkowski, Felix A1 - Koulas-Simos, Aris A1 - Betz, Fridtjof A1 - Plock, Matthias A1 - Sekulic, Ivan A1 - Manley, Phillip A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Munkhbat, Battulga A1 - Reitzenstein, Stephan A1 - Burger, Sven T1 - High Purcell enhancement in all-TMDC nanobeam resonator designs with active monolayers for nanolasers JF - Phys. Rev. B Y1 - 2025 U6 - https://doi.org/10.1103/nxh9-dhvx VL - 112 SP - 235410 ER - TY - GEN A1 - Binkowski, Felix A1 - Koulas-Simos, Aris A1 - Betz, Fridtjof A1 - Plock, Matthias A1 - Sekulic, Ivan A1 - Manley, Phillip A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Munkhbat, Battulga A1 - Reitzenstein, Stephan A1 - Burger, Sven T1 - Source code and simulation results: High Purcell enhancement in all-TMDC nanobeam resonator designs with active monolayers for nanolasers T2 - Zenodo Y1 - 2025 U6 - https://doi.org/10.5281/zenodo.16533803 ER - TY - CHAP A1 - Schneider, Philipp-Immanuel A1 - Sekulic, Ivan A1 - Plock, Matthias A1 - Hammerschmidt, Martin A1 - Rodt, Sven A1 - Reitzenstein, Stephan A1 - Burger, Sven T1 - Physics-informed Bayesian optimization of nanophotonic devices T2 - Advanced Photonics Congress Y1 - 2025 U6 - https://doi.org/10.1364/IPRSN.2025.ITu1A.2 VL - IPRSN SP - ITu1A.2 ER - TY - GEN A1 - Jäger, Klaus A1 - Sutter, Johannes A1 - Schneider, Philipp-Immanuel A1 - Hammerschmidt, Martin A1 - Becker, Christiane T1 - Optical simulations of nanotextured perovskite/silicon tandem solar cell T2 - HZB Data Service Y1 - 2021 U6 - https://doi.org/10.5442/ND000005 ER - TY - JOUR A1 - Plock, Matthias A1 - Burger, Sven A1 - Schneider, Philipp-Immanuel T1 - Recent advances in Bayesian optimization with applications to parameter reconstruction in optical nano-metrology JF - Proc. SPIE Y1 - 2021 U6 - https://doi.org/10.1117/12.2592266 VL - 11783 SP - 117830J ER - TY - JOUR A1 - Andrle, Anna A1 - Hönicke, Philipp A1 - Gwalt, Grzegorz A1 - Schneider, Philipp-Immanuel A1 - Kayser, Yves A1 - Siewert, Frank A1 - Soltwisch, Victor T1 - GIXRF and machine learning as metrological tools for shape and element sensitive reconstructions of periodic nanostructures JF - Proc. SPIE Y1 - 2021 U6 - https://doi.org/10.1117/12.2586082 VL - 11611 SP - 116110R ER - TY - JOUR A1 - Andrle, Anna A1 - Hönicke, Philipp A1 - Gwalt, Grzegorz A1 - Schneider, Philipp-Immanuel A1 - Kayser, Yves A1 - Siewert, Frank A1 - Soltwisch, Victor T1 - Shape- and Element-Sensitive Reconstruction of Periodic Nanostructures with Grazing Incidence X-ray Fluorescence Analysis and Machine Learning JF - Nanomaterials Y1 - 2021 U6 - https://doi.org/10.3390/nano11071647 VL - 11 SP - 1647 ER - TY - CHAP A1 - Binkowski, Felix A1 - Betz, Fridtjof A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Burger, Sven ED - Zouhdi, S. T1 - Numerical methods for the investigation of resonances in nanophotonics T2 - The 12th International Conference on Metamaterials, Photonic Crystals and Plasmonics (META 2022) Y1 - 2022 SN - 2429-1390 SP - 247 ER - TY - CHAP A1 - Binkowski, Felix A1 - Betz, Fridtjof A1 - Colom, Remi A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Burger, Sven ED - Zouhdi, S. ED - Pawlak, D. ED - Kudelski, A. T1 - Contour integral methods for resonance phenomena in nano-optics T2 - The 11th International Conference on Metamaterials, Photonic Crystals and Plasmonics (META 2021) Y1 - 2021 SN - 2429-1390 SP - 523 ER - TY - JOUR A1 - Jäger, Klaus A1 - Sutter, Johannes A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Becker, Christiane T1 - Prospects of light management in perovskite/silicon tandem solar cells JF - Nanophotonics Y1 - 2021 U6 - https://doi.org/10.1515/nanoph-2020-0674 VL - 10 SP - 1991 ER - TY - CHAP A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Hammerschmidt, Martin A1 - Kuen, Lilli A1 - Sekulic, Ivan A1 - Kluge, Julien A1 - Leykauf, Bastian A1 - Krutzik, Markus A1 - Burger, Sven T1 - Boosting quantum optics experiments with Bayesian optimization T2 - Proc. SPIE Y1 - 2022 U6 - https://doi.org/10.1117/12.2632419 VL - 12227 SP - 122270F ER - TY - CHAP A1 - Krüger, Jan A1 - Manley, Phillip A1 - Zschiedrich, Lin A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Köning, Rainer A1 - Bodermann, Bernd T1 - Untersuchung des Schwingungseinflusses auf gemessene Punktspreizfunktionen in der optischen Mikroskopie T2 - Proc. DGaO Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:0287-2022-P005-6 SP - P5 ER - TY - CHAP A1 - Manley, Phillip A1 - Krüger, Jan A1 - Zschiedrich, Lin A1 - Hammerschmidt, Martin A1 - Bodermann, Bernd A1 - Köning, Rainer A1 - Schneider, Philipp-Immanuel T1 - Elementary, my dear Zernike: model order reduction for accelerating optical dimensional microscopy T2 - EPJ Web Conf. Y1 - 2022 U6 - https://doi.org/10.1051/epjconf/202226610010 VL - 266 SP - 10010 ER - TY - GEN A1 - Musial, Anna A1 - Sek, Grzegorz A1 - Schneider, Philipp-Immanuel A1 - Reitzenstein, Stephan T1 - Fiber-coupled solid-state-based single-photon sources T2 - Specialty Optical Fibers Y1 - 2024 U6 - https://doi.org/10.1016/B978-0-443-18495-6.00004-4 SP - 345 EP - 384 PB - Woodhead Publishing ER - TY - GEN A1 - Plock, Matthias A1 - Andrle, Kas A1 - Burger, Sven A1 - Schneider, Philipp-Immanuel T1 - Research data and example scripts for the paper "Bayesian Target-Vector Optimization for Efficient Parameter Reconstruction" T2 - Zenodo Y1 - 2022 U6 - https://doi.org/10.5281/zenodo.6359594 ER - TY - GEN A1 - Binkowski, Felix A1 - Betz, Fridtjof A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Burger, Sven T1 - Source code and simulation data for Computation of eigenfrequency sensitivities using Riesz projections for efficient optimization of nanophotonic resonators T2 - Zenodo Y1 - 2022 U6 - https://doi.org/10.5281/zenodo.6614951 ER - TY - JOUR A1 - Schneider, Philipp-Immanuel A1 - Manley, Phillip A1 - Krüger, Jan A1 - Zschiedrich, Lin A1 - Köning, Rainer A1 - Bodermann, Bernd A1 - Burger, Sven T1 - Reconstructing phase aberrations for high-precision dimensional microscopy JF - Proc. SPIE Y1 - 2022 U6 - https://doi.org/10.1117/12.2620762 VL - 12137 SP - 121370I ER - TY - CHAP A1 - Jäger, Klaus A1 - Sutter, Johannes A1 - Tockhorn, Philipp A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Albrecht, Steve A1 - Becker, Christiane T1 - Improving perovskite/silicon tandem solar cells with optical simulations T2 - Proc. SPIE Y1 - 2022 U6 - https://doi.org/10.1117/12.2621255 VL - PC12150 SP - PC1215001 ER - TY - JOUR A1 - Plock, Matthias A1 - Andrle, Kas A1 - Burger, Sven A1 - Schneider, Philipp-Immanuel T1 - Bayesian Target-Vector Optimization for Efficient Parameter Reconstruction JF - Adv. Theory Simul. Y1 - 2022 U6 - https://doi.org/10.1002/adts.202200112 VL - 5 SP - 2200112 ER - TY - JOUR A1 - Binkowski, Felix A1 - Betz, Fridtjof A1 - Hammerschmidt, Martin A1 - Schneider, Philipp-Immanuel A1 - Zschiedrich, Lin A1 - Burger, Sven T1 - Computation of eigenfrequency sensitivities using Riesz projections for efficient optimization of nanophotonic resonators JF - Commun. Phys. Y1 - 2022 U6 - https://doi.org/10.1038/s42005-022-00977-1 VL - 5 SP - 202 ER - TY - JOUR A1 - Krüger, Jan A1 - Dopslaff, Sven A1 - Manley, Phillip A1 - Bergmann, Detlef A1 - Köning, Rainer A1 - Dai, Gaoliang A1 - Hahm, Kai A1 - Schneider, Philipp-Immanuel A1 - Hammerschmidt, Martin A1 - Zschiedrich, Lin A1 - Bosse, Harald A1 - Bodermann, Bernd T1 - Photomask linewidth measurement comparison including an improved model-based through-focus measurement approach JF - Meas. Sci. Technol. Y1 - 2026 U6 - https://doi.org/10.1088/1361-6501/ae44bb VL - 37 SP - 095004 ER -