Rainer Haag is a Professor at the Department of Chemistry, Freie Universität Berlin, leading the Haag Group in the Institute of Chemistry and Biochemistry. His research focuses on biodegradable and sustainable materials, dynamic hydrogels, and polymeric nanosystems for biomedical applications. Department of Chemistry, Freie Universität Berlin Member of SFB 1449: Dynamic Hydrogels at Biointerfaces Collaborator in the StemGel startup project Co-founder of CSR|Berlin interdisciplinary research institute Research Interests: Development of stimuli-responsive polymers, multivalent virus inhibitors, and functional biointerfaces. Key projects include: Antiviral coatings using heteromultivalent polymers Thermoresponsive hydrogels for stem cell expansion Graphene derivatives for bacterial capture and disinfection Lignin upcycling for sustainable resin materials Supramolecular nanosystems for drug delivery Publication Trends highlight interdisciplinary work in polymer chemistry, nanotechnology, and biomedical applications. Recent articles focus on: 2D polyglycerols for virus interactions Redox-responsive nanogels Mucus-inspired adhesive hydrogels Tumor-targeting micelles Bacterial disinfection using graphene composites Labs & Collaborations include the Polymeric and Supramolecular Nanosystems subgroup, the Dynamic Hydrogels and Biointerfaces team, and partnerships with MIT in developing bioinspired adhesives. His group contributes to DFG-funded SFB 1449 and CSR|Berlin initiatives.
Max Planck Institute for Intelligent SystemsGermany
Christoph Keplinger serves as Managing Director of the Max Planck Institute for Intelligent Systems (MPI-IS) in Stuttgart, Germany, leading the Robotic Materials Department since 2020 and assuming overall institute leadership in 2023. He holds dual academic appointments as Honorary Professor at the University of Stuttgart and Eminent Visiting Professor of Soft Robotics at the University of Colorado Boulder, establishing him as a pivotal figure in bridging fundamental materials science with advanced robotics. His interdisciplinary approach integrates physics, chemistry, and engineering to pioneer breakthroughs in soft robotic systems. Keplinger's academic foundation includes a PhD in Soft Matter Physics from Johannes Kepler University Linz, Austria, followed by postdoctoral research at Harvard University focusing on mechanics and chemistry of soft materials. This unique background enabled his transition into robotics innovation, particularly in electrohydraulic actuation systems. His research program centers on three synergistic pillars: (I) soft robotics development through novel actuator technologies like HASEL artificial muscles; (II) energy capture mechanisms using soft materials; and (III) functional polymers engineered for robotic applications. This work produces transformative hardware that mimics biological functionality, with significant implications for human-robot interaction, medical devices, and sustainable robotics systems. His group employs cutting-edge materials synthesis and characterization techniques to create lifelike robotic components. Analysis of recent publications reveals dominant trends in wearable haptic interfaces, electrohydraulic actuation systems, and tremor-suppression technologies. The research consistently leverages HASEL (Hydraulically Amplified Self-healing Electrostatic) technology to achieve muscle-like performance in soft actuators, with applications spanning from fingertip haptic feedback to underwater manipulation systems. This trajectory demonstrates a clear progression from fundamental material properties toward practical implementations in medical rehabilitation and human augmentation. His exceptional contributions have earned prestigious recognition: 2017 Packard Fellowship for Science and Engineering, awarded for high-impact interdisciplinary research 2021 Alexander von Humboldt Professorship (declined to remain at MPI-IS), Germany's most valuable international research award 2013 EAPromising European Researcher Award from the European Scientific Network for Artificial Muscles As principal investigator, Keplinger leads a dynamic interdisciplinary research group while securing competitive funding for frontier projects. His entrepreneurial vision materialized in 2018 through co-founding Artimus Robotics, where he serves as Chief Science Officer to commercialize HASEL technology. This dual commitment to academic research and industry translation exemplifies his dedication to real-world impact, particularly in creating biodegradable and sustainable soft robotic solutions. The Robotic Materials Department operates state-of-the-art facilities for materials fabrication, robotic integration, and haptic interface development. The team maintains strong collaborations across MPI-IS departments and external institutions including the University of Colorado Boulder, fostering innovation in sustainable robotics through initiatives like biodegradable electrohydraulic actuators. Current projects focus on wearable tremor suppression systems, electrohydraulic locomotion platforms, and energy-autonomous soft robots that address critical challenges in medical rehabilitation and human augmentation.
Prof. Dr. André Bardow is a Full Professor in Energy and Process Systems Engineering at ETH Zurich , leading research at the intersection of thermodynamics, machine learning, and sustainable energy systems. Previously, he held professorships at RWTH Aachen University (2010-2020) and TU Delft (2007-2010). He also served as part-time director at Forschungszentrum Jülich (2017-2022) and visiting professor at UC Santa Barbara (2015/16). His work focuses on energy systems optimization , computer-aided molecular design , and CO2 capture & utilization . PhD from RWTH Aachen University Current ETH Zurich affiliation Former roles at RWTH Aachen, TU Delft, Jülich Research Center His research integrates machine learning with thermodynamic modeling to optimize processes like crystallization and electrochemical cooling . Recent publications demonstrate advancements in solvent design, CO2 transport LCA, and ORC working fluid optimization. He chairs the VDI Technical Committee for Thermodynamics (2016-2024) and has received multiple awards including the Covestro Science Award and Arnold-Eucken-Award . Current projects address carbon circular economies , electrified chemical production , and AI-driven process optimization . His lab at ETH Zurich develops cutting-edge technologies like ML-CAMPD frameworks for sustainable separation processes and photoacid-based CO2 capture systems. Funding from the H2020 Systemic Expansion of Circular Ecosystems (grant 101036854) supports these initiatives. 2024 Clarivate Highly Cited Researcher 2022 Inaugural Lecture: "To sustainability and beyond: A computer-animated story on energy & chemicals" Recipient of multiple teaching and research excellence awards
Prof. Johannes A. Lercher is a retired professor (as of April 2023) at the Technical University of Munich (TUM), holding the Chair of Chemical Technology II within the Department of Chemistry. His research focuses on heterogeneous catalysis, particularly understanding catalytic processes at solid-liquid and solid-gas interfaces, with applications in sustainable energy production, CO₂ conversion, and catalytic upcycling of polymers. He has held academic positions at the University of Twente (Netherlands) and the Pacific Northwest National Laboratory (USA), and has been Editor-in-Chief of the Journal of Catalysis . His honors include the Alwin Mittasch Prize (2021), ENI Award (2016), and Kozo Tanabe Prize (2013). His recent work emphasizes low-temperature polymer upcycling, methane activation, and bioinspired catalyst design, leveraging advanced spectroscopic and operando techniques. Despite retirement, his contributions to catalysis research remain impactful. Education: PhD (1980) and Habilitation (1985), Vienna University of Technology Visiting Lecturer, Yale University (1982) Research Interests: Heterogeneous catalysis, catalytic interfaces, sustainable energy carriers, CO₂ valorization, and polymer waste upcycling. Key areas include: Design of catalysts for selective hydrocarbon synthesis Mechanistic studies using advanced spectroscopy Development of scalable catalytic processes for industrial applications Recent Trends in Publications: Focus on low-temperature polymer recycling (e.g., PVC and polyolefin upcycling), methane activation via novel catalysts (e.g., Co 2+ in ZSM-5), and bioinspired catalytic strategies. His work bridges fundamental catalysis with industrial relevance, emphasizing sustainability and energy efficiency. Awards and Recognition: Member, Academia Europaea and US National Academy of Engineering Recipient of multiple international catalysis awards (see full list above) Grants and Labs: Led the Institute for Integrated Catalysis (Pacific Northwest National Lab, 2011–present). His research groups have pioneered studies on zeolite-confined reactions and interfacial catalysis, with collaborations spanning academia and industry. Labs/Teams: Active in the TUM Department of Chemistry and international networks focused on catalytic innovation for a carbon-neutral economy.
Prof. Dr. Armido Studer is a Full Professor of Organic Chemistry at the Institute of Organic Chemistry, Faculty of Mathematics and Natural Sciences, University of Münster (WWU Münster), Germany. He has been serving as a Full Professor (W3) since November 2009, following his appointment as a Full Professor (C4) in 2004. Studer also serves as the Spokesman of the International Research Training Group IRTG 2678 'Functional π-Systems: Activation, Interaction and Application (pi-Sys)' since 2021 and previously led the Collaborative Research Center SFB 858 'Synergetic Effects in Chemistry - From Additivity towards Cooperativity' from 2010 to 2021. Studer received his education at ETH Zürich, where he completed his diploma thesis and doctoral studies under Prof. Dr. D. Seebach. He conducted postdoctoral research at the University of Pittsburgh with Prof. Dr. D. P. Curran before returning to ETH Zürich for his habilitation. His academic career includes positions as Associate Professor at Philipps-Universität Marburg (2000-2004) and subsequent professorships at WWU Münster. Professor Studer's research focuses on radical chemistry, particularly in the development of new synthetic methods using radical intermediates. His work spans free radical chemistry, electron catalysis, and the application of nitroxides in organic synthesis. Recent research directions include 'Radical Chemistry with the Hydrogen Atom Through Water Activation (H-dot)' and 'The Electron as a Catalyst: e-cat', both funded by ERC Advanced Grants. His group has made significant contributions to C-H functionalization, skeletal editing of heterocycles, and cooperative catalysis involving photoredox and N-heterocyclic carbene systems. The research has applications in pharmaceutical chemistry, materials science, and sustainable chemical synthesis. Studer's publication record shows a strong focus on heterocyclic chemistry, radical reactions, and catalytic methodologies. His recent work demonstrates expertise in meta-selective functionalization of heteroarenes, skeletal editing techniques, and the development of novel radical cascade reactions. The group has published extensively in high-impact journals including Nature, Science, JACS, and Angewandte Chemie. Adolf-von-Baeyer-Denkmünze (2025) Arthur C. Cope Late Career Scholars Award of the American Chemical Society (2024) ERC Advanced Grants (2024, 2016) Multiple Highly Cited Researcher designations (2017-2022) Elected member of multiple academies (European Academy of Sciences, Academia Europaea, German National Academy of Sciences Leopoldina) Pedler Award of the Royal Society of Chemistry (2019) Professor Studer has mentored over 100 PhD students and postdoctoral researchers who have gone on to successful careers in academia and industry worldwide. His research is supported by significant grants including multiple ERC Advanced Grants and funding from the German Research Council (DFG) for collaborative research centers. The Studer Group maintains numerous international collaborations, particularly with institutions in Japan, China, and the United States, reflecting his global impact in organic chemistry. The Studer Group operates state-of-the-art laboratories at the University of Münster, equipped for advanced organic synthesis, photochemistry, and materials characterization. The group is known for its collaborative culture and has been featured in numerous group photos documenting its evolution since the early 2000s, first at Philipps-Universität Marburg and then at WWU Münster.
Max Planck Institute for Dynamics of Complex Technical SystemsGermany
Ina Vollmer is an assistant professor at the Inorganic Chemistry and Catalysis group at Utrecht University, Netherlands. She focuses on mechano-catalytic depolymerization of plastic waste to produce high-quality chemical building blocks, combining heterogeneous catalysis with mechano-chemical bond scission at room temperature. Education : Process Engineering (Hamburg University of Applied Science), Chemical Engineering (Massachusetts Institute of Technology, 2015), PhD in methane aromatization over zeolite catalysts (2019). Research : Develops novel strategies for plastic recycling using ceramic grinding spheres functionalized with catalytic sites, enabling radical-based polymer conversion without high-temperature pyrolysis. Awards : Veni and XS grants from Dutch Research Council (NWO) in 2021 for room-temperature plastic conversion technology. Patents : Holds a patent (2022) for mechano-catalytic plastic recycling methods.
Prof. Peter Müller-Buschbaum is a Full Professor and Head of the Chair of Functional Materials at the Physics Department of the Technical University of Munich (TUM). He has held this position since April 2018 and also served as Scientific Director of the Research Neutron Source Heinz Maier-Leibnitz (FRM-II) and the Heinz Maier-Leibnitz Center (MLZ) from 2018 to 2023. His leadership extends to multiple roles including Core Member of the Integrated Research Institute Munich Institute of Integrated Materials, Energy and Process Engineering (MEP) since 2021, and Head of the Renewable Energies Network (NRG) at MEP. Full Professor (W3), Head of the Chair of Functional Materials at TUM School of Natural Sciences (since 04/2018) Deputy Editor of "ACS Applied Materials & Interfaces" (since 01/2024) Supervising Professor "Electronics Laboratory" at TUM School of Natural Sciences (since 11/2023) Member of TUM Sustainability Board (since 05/2023) Core Member of MEP Institute (since 10/2021) Head of Renewable Energies Network at MEP (since 10/2021) Prof. Müller-Buschbaum's research spans energy materials for photovoltaics and battery technologies, smart responsive materials that adapt to environmental stimuli, and nanocomposite materials with tailored properties. His group employs advanced scattering techniques to characterize materials at the nanoscale, providing insights into structure-property relationships critical for developing next-generation energy technologies. His extensive publication record demonstrates particular expertise in perovskite solar cells, lithium-ion battery technologies, and polymer-based functional materials, with recent work focusing on improving device stability and efficiency while understanding fundamental degradation mechanisms. His publications reveal a strong emphasis on energy conversion and storage technologies, with particular attention to interfacial engineering in both photovoltaic and battery systems. The research shows sophisticated integration of materials synthesis, advanced characterization, and device engineering to address critical challenges in renewable energy technologies. His work bridges fundamental science with practical applications through collaborations with major international research facilities. Scientific Service and Recognition Member of the Council of the Cluster of Excellence "ORIGINS" (since 01/2019) Spokesperson of the Chemical Physics and Polymer Physics Association of DPG (03/2021-10/2022) Member of the European Spallation Source Scientific Advisory Panel (since 03/2011) German representative at the European Polymer Federation for polymer physics (since 03/2011) Chairman of the Keylab "TUM.solar" in the Bavarian research project "Solar Technologies Go Hybrid" (since 03/2012) Prof. Müller-Buschbaum actively contributes to academic community through editorial work, having served as Associate Editor (2012-2022), Executive Editor (2023), and currently Deputy Editor (2024-present) of "ACS Applied Materials & Interfaces". He maintains strong international collaborations with synchrotron and neutron facilities worldwide, reflecting his expertise in advanced materials characterization techniques essential for cutting-edge materials research.
Prof. Dr.-Ing. Selin Kara is a Professor at the Institute of Technical Chemistry, Faculty of Natural Sciences, Leibniz University Hannover. She leads research in biocatalysis and bioprocessing, with a focus on sustainable and innovative enzyme-based technologies. Her leadership roles include Spokesperson of the Curriculum and Teaching Committee for Life Science and Chairperson of the Admissions Board for MSc Life Science. Full Name: Selin Kara Institution: Leibniz University Hannover Faculty: Faculty of Natural Sciences Department: Institute of Technical Chemistry Academic Rank: Professor Email: selin.kara@iftc.uni-hannover.de Her research interests center on biocatalysis and bioprocessing , particularly in redox biocatalysis , enzyme immobilization , non-conventional media such as deep eutectic solvents, biocatalytic cascades , and flow biocatalysis . She explores enzyme kinetics and process engineering to enhance efficiency and sustainability in chemical synthesis. Her group develops novel reactor systems and materials, including hydrogels and 3D-printed microfluidics, for advanced biocatalytic applications. She emphasizes green chemistry principles, aiming to replace traditional chemical processes with eco-friendly enzymatic alternatives. The most recent publications (2024–2025) demonstrate a strong trend in deep eutectic solvents , fusion enzymes , immobilization techniques , and sustainable synthesis of bio-based chemicals . Her work integrates experimental and computational methods to understand enzyme behavior and optimize reaction systems. Key themes include process intensification, solvent engineering, and industrial scalability, with applications in pharmaceuticals, fragrances, and sustainable materials. She holds leadership positions in academic governance, including: Spokesperson, Curriculum and Teaching Committee, Life Science (BSc/MSc) Chairperson, Admissions Board for MSc Life Science Executive Board Member, Institute of Technical Chemistry Deputy Representative for Professors in Faculty Council and Examination Boards Her research is highly collaborative, involving interdisciplinary teams and international partners, and is consistently published in high-impact journals such as Green Chemistry , ACS Catalysis , and ChemSusChem . While specific scientific awards and student advisees are not listed in the provided text, her extensive publication record and leadership roles reflect significant academic contributions.
Prof. Roland A. Fischer is a Full Professor at the Chair of Inorganic and Metal-Organic Chemistry at Technical University of Munich (TUM). Previously, he held a Full Professorship at Ruhr University Bochum (1997–2015). His research focuses on multifunctional metal-organic frameworks (MOFs), clusters, and composites for energy conversion, catalysis, gas storage, and environmental applications. He leads the Catalysis Research Center and has pioneered advancements in MOF-based catalytic systems and stimuli-responsive materials. Education: 1981–1986: Diplom in Chemistry (TUM) 1989: PhD, Dr. rer. nat. (TUM) 1995: Habilitation (TUM) Research Interests: His work integrates molecular and extended catalytic systems, including: - Design of MOFs for photocatalytic fuel production - Nanoparticle encapsulation in robust frameworks - Redox-switchable materials and photochromic systems - Cluster chemistry and superatom complexes - Applications in energy storage, environmental remediation, and biomedical technologies. Major Achievements: Over 680+ publications, h-index 101 (Scopus 2025) Coordinator of EU projects (SURMOF, ENHANCE, DEFNET) Recipient of Heinz-Maier-Leibnitz Award (1993) and Alfried Krupp Award (1996) Editorial roles: Angewandte Chemie , Chemical Vapour Deposition Grants & Teams: He has secured major grants including DFG Priority Programs (CVD-Materials, COORNETs) and led interdisciplinary teams in EU initiatives. His lab collaborates globally, including visiting professorships at Kyoto University and IIT Bombay. Labs & Facilities: His research uses advanced facilities like the Catalysis Research Center and contributes to platforms such as the Munich Catalysis Alliance. Key tools include atomic layer deposition, in situ characterization, and MOF-based device fabrication.
Prof. Jürgen Rühe is a Full Professor of Chemistry and Physics of Interfaces at the Institute of Microsystems Technology, Albert Ludwigs University of Freiburg, within the Faculty of Engineering. He serves as Deputy Coordinator of Research Area C and Principal Investigator for Research Areas A, B, C, and D. His expertise spans polymers at interfaces, metamaterials, biomedical surfaces, and self-healing materials. He leads the Cluster of Excellence liv MatS, focusing on adaptive and energy-autonomous materials systems. Education: Not explicitly stated in text. His research emphasizes programmable materials, 4D printing, and bioinspired design, with projects funded by the German Research Foundation (DFG). Notable contributions include anti-fog coatings, magnetic microactuators for cell stimulation, and hygromorphic materials for adaptive architecture. He supervises doctoral and postdoctoral researchers, advancing fields like tribology and surface functionalization. Key scientific achievements include developing C,H-insertion cross-linking (CHic) for durable polymer networks and exploring smart materials for biomedical and environmental applications. His work bridges fundamental polymer chemistry with practical applications in energy, healthcare, and sustainable architecture. He advises over ten doctoral students and collaborates with industry partners. His lab, part of the Institute of Microsystems Technology, focuses on micro- and nanostructuring, with projects funded by the Cluster of Excellence.
Julien Warnan is a researcher at the Catalysis Research Center (CRC) of the Technical University of Munich (TUM). He leads a multidisciplinary research group focusing on renewable energy, particularly artificial photosynthesis and photocatalytic systems for fuel production. His work emphasizes molecular dyes, catalysts, polymers, and hybrid materials to transform CO2 and water into value-added chemicals. He holds the title of Researcher and is actively involved in academic leadership, including co-editing special issues and organizing international conferences like the ECAT conference. His research has been recognized with awards such as the TUM Chemistry Supervisory Award 2021. Recent activities include visiting scientist roles at Imperial College London and collaborations with groups at TUM and other institutions. Research interests encompass MOF-based photocatalysis, biohybrid systems, and sustainable energy conversion. Key achievements include pioneering studies on metal-organic frameworks for CO2 reduction and solar fuel production. His team has published extensively in high-impact journals like Angewandte Chemie and Advanced Materials , with a focus on functional hybrid materials and electrochemical systems. PhD supervision: Nadine Schmaus, Philip Stanley, Johanna Eichhorn, and others Notable collaborations: Shustova Lab, Rieger Group, Fischer Group Labs: Catalysis Research Center (CRC)
Dr. Friederike Adams is an Independent Research Group Leader at the University of Stuttgart and University of Tübingen, focusing on Precision Polymers for Pharmaceutics . Her work bridges polymer chemistry and nanomedicine, emphasizing sustainable materials for drug delivery systems. Education: PhD in Chemistry (2019, TU Munich), M.Sc. in Chemistry (2015, TU Munich), B.Sc. in Chemistry (2013, TU Munich) Awards: No explicit awards listed Research: Specializes in living-type polymerizations, catalyst design, and post-polymerization functionalization for drug and RNA delivery . Publications: 15+ works on sustainable polyesters, metal-catalyzed polymerization, and nanocarrier systems. Students: Mentors 10+ PhD, master’s, and bachelor’s students, including Lea-Sophie Hornberger and Philipp Weingarten . Collaboration: Joint research group with the Schnichels Lab at the Eye Hospital Tübingen. Funded by BMBF and Baden-Württemberg Ministry of Science under Germany’s Excellence Strategy.
Prof. Dr. Christian Mayer is a Professor in Physical Chemistry at the Faculty of Chemistry, University of Duisburg-Essen. He serves as Head of the working group focusing on origin of life research, nanocapsules, and NMR spectroscopy techniques. His research group is located at Universitätsstraße 5, D-45141 Essen, Germany, with contact information including phone number +49 201 183-2570. Prof. Mayer's research interests primarily focus on the origin of life in deep tectonic fault zones of the first continental fragments, where he collaborates with Prof. Dr. Ulrich Schreiber from the Faculty of Biology and Prof. Dr. Oliver Schmitz from Applied Analytical Chemistry. His work investigates how vesicle formation occurs in tectonic fault systems through cyclic phase transitions of carbon dioxide, creating ideal conditions for molecular evolution. He specializes in pulsed field gradient NMR (PFG-NMR), high-resolution NMR, and solid-state NMR techniques to characterize nanoscale systems including nanocapsules, vesicles, and microemulsions. His recent publication trends reveal a strong interdisciplinary focus spanning physical chemistry, prebiotic chemistry, and astrobiology. The articles demonstrate increasing integration of computational methods with experimental approaches, particularly in analyzing molecular structures and dynamics. His research has evolved from fundamental studies of nanocapsule systems to broader investigations of protocell formation mechanisms under early Earth conditions, with recent work extending to astrobiological contexts including potential life formation on Titan. Prof. Mayer has established significant collaborations across multiple disciplines, particularly with geologists and biologists, to investigate the physical chemical processes that could have led to the emergence of life. His work bridges fundamental physical chemistry with practical applications in nanomedicine, particularly in developing artificial oxygen carriers based on nanocapsule technology. His laboratory utilizes high-pressure facilities to simulate early Earth crust conditions, with a particular focus on supercritical CO 2 environments. The working group combines experimental approaches with theoretical modeling to understand vesicle formation processes and their implications for the origin of cellular life.
Prof. Dr.-Ing. Johannes Henrich Schleifenbaum is a Professor and Chair of Digital Additive Production at RWTH Aachen University, where he leads research in the Profile area Production Engineering (ProdE). His work advances additive manufacturing (AM) through interdisciplinary approaches combining materials science, process engineering, and digital technologies. His research encompasses: Laser powder bed fusion (LPBF) process optimization and defect mitigation Development of novel alloys/composites for AM applications Sustainable manufacturing practices including material recycling Integration of AI/ML for accelerated material and process design Digital tools for automated design and distributed manufacturing Recent publications (2023-2025) demonstrate a strong focus on: Multi-material processing and microstructure control Machine learning-driven alloy development Standardization and scalability of AM processes Advanced simulations for meltpool dynamics and thermal behavior Applications in aerospace, construction, and biochemical engineering He leads the Chair of Digital Additive Production, collaborating with industry partners to translate research into industrial solutions for next-generation manufacturing.
Kai Leonhard is an Adjunct Professor at the Chair of Technical Thermodynamics , RWTH Aachen University. His research focuses on computational chemistry, thermodynamics, and molecular modeling, particularly in solvent design and reactive chemical processes. Department: Chair of Technical Thermodynamics Email: kai.leonhard@ltt.rwth-aachen.de Prof. Leonhard's work integrates quantum chemistry with computer-aided molecular and process design (CAMD/CAPD), emphasizing solvation thermodynamics, reaction kinetics, and machine learning applications. His projects span biofuel combustion, microgel synthesis, and sustainable solvent development. Recent publications highlight advancements in COSMO-RS-based solvent screening, reaction network exploration via ChemTraYzer-TAD, and multi-fidelity modeling for partition coefficients. He employs machine learning to enhance predictive thermodynamic models and optimize chemical processes.
