AI Engineering for Science across digital and physical space. Worked on advanced materials for energy harvesting, theoretical and computational chemistry, quantum dynamics in molecular systems, optogenetics molecules, autonomous laboratory, artificial intelligence, full-stack software development
To be a Gardener of Knowledge
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DreamBrookLabs.com | dominikusbrian.com
Advancing Scientific Literacy in Agentic AI Systems
Driving innovation at the intersection of AI and scientific research ecosystem
Driving innovation at the intersection of AI and scientific research ecosystem
Establishment of Foundational Tech Infrastructure and Business Development
Building R & D Informatics Digital Intelligence Ecosystem Focusing on Green Energy Materials.
Algorithm, Softwares, and Machine Learning Toolkit Development for Computational Material Science on Organic Semiconductors.
Fluid Dynamics of Advanced Energy Materials and Nanomaterials Thin-Film 3D Printing.
Learning the Basics of Chemical Engineering and Technology. Research Focused on Design of Self-Cooling Thermoelectric Energy Harvesting.
Research Intent Model : Agentic Intent Discovery and Prediction for Scientific Research Project Page
ARTEMIS : Automated Review and Trustworthy Evaluation for Manuscripts in Science Project Page
Agentic Memory for Continuous, Long-term, and Evolving Scientific Literature Understanding Project Page
Dominikus Brian, 2024. "Flying Safer Around Miami: Predictive Machine Learning Model for Real-Time Meteorological Aerodrome Report (METAR), under review. 10.55277/ResearchHub.1z7lu2x3.1
Liu, Zengkui, Dominikus Brian, and Xiang Sun, 2024. "PyCTRAMER: a python package for charge transfer rate constant of condensed-phase systems from marcus theory to fermi's golden rule", The Journal of Chemical Physics(6), 161. 10.1063/5.0224524
Dominikus Brian and Xiang Sun, 2021. "Charge transfer landscape manifesting structure-rate relationship in the condensed phase via machine learning", The Journal of Physical Chemistry B(125), 48. 10.1021/acs.jpcb.1c08260
Dominikus Brian and Xiang Sun, 2021. "Generalized quantum master equation: a tutorial review and recent advances", Chinese Journal of Chemical Physics(5), 34:497-524. 10.1063/1674-0068/cjcp2109157
Dominikus Brian and Morteza Eslamian, 2020. "Design and development of a coating device: multiple-droplet drop-casting (MDDC-Alpha)",(3), 91. 10.1063/1.5129699
Hu, Zhubin, Dominikus Brian, and Xiang Sun, 2021. "Multi-state harmonic models with globally shared bath for nonadiabatic dynamics in the condensed phase",(12), 155. 10.1063/5.0064763
Dominikus Brian and Xiang Sun, 2021. "Linear-response and nonlinear-response formulations of the instantaneous marcus theory for nonequilibrium photoinduced charge transfer", J. Chem. Theory Comput.(4), 17:2065-2079. 10.1021/acs.jctc.0c01250
Dominikus Brian, Zengkui Liu, Barry D. Dunietz, Eitan Geva, and Xiang Sun, 2021. "Three-state harmonic models for photoinduced charge transfer",(17), 154. 10.1063/5.0050289
Dominikus Brian and Morteza Eslamian, 2019. "Analysis of impact dynamics and deposition of single and multiple pedot:pss solution droplets", Exp Fluids(9), 60. 10.1007/s00348-019-2784-4
Dominikus Brian, Mohammad‐Reza Ahmadian‐Yazdi, Claire M. Bolding, and Morteza Eslamian, 2019. "Impact dynamics and deposition of perovskite droplets on pedot:pss and tio2 coated glass substrates", Experimental Thermal and Fluid Science, 105:181-190. 10.1016/j.expthermflusci.2019.03.021
Gholampour, Nadia, Dominikus Brian, and Morteza Eslamian, 2018. "Tailoring characteristics of pedot:pss coated on glass and plastics by ultrasonic substrate vibration post treatment", Coatings(10), 8:337. 10.3390/coatings8100337