Artem Pulkin
[ΙrΛtsΚ²Ι΅m]
π§ [email protected]
π pulk.in
π Amsterdam NL π³π±
Expertise
Computational physics, quantum chemistry, numerical materials science, machine learning, many-body physics, research code development.
Education π
2012-2017
Docteur Γ¨s Sciences EPFL in physics Lausanne CH π¨π
Specialized on: numerical electronic structure, quantum simulations.
Thesis: Electronic Transport in 2D Materials with Strong Spin-orbit Coupling (03/2017);
supervisor: Oleg Yazyev
2010-2012
Master of Science Chalmers in applied physics GΓΆteborg SE πΈπͺ
Thesis: Spintromechanical Aspects of Charge Transport in Nanostructures (06/2012);
supervisor: Robert Shekhter
2006-2010
B.Sc. in Physics cum laude V.N. Karazinβs State University Kharkiv UA πΊπ¦
Training
Coursera: Machine Learning from Stanford University
Research π¬
Apr'19-Apr'22
Postdoc @ QuTech Delft university of technology NL π³π±
I developed novel approaches based on machine learning to predict molecular dynamics and electronic structure properties of amorphous topological insulator materials. I supervised a multi-disciplinary team of condensed matter and quantum nanoscience researchers working on real-world applications of these materials.
Jul'17-Mar'19
Postdoc @ Caltech US πΊπΈ
I successfully carried out an ambitious postdoctoral project funded by a personal Swiss NSF grant P2ELP2_175281 in collaboration with prof. Garnet Chan group from Caltech. I developed and implemented first of its kind computational many-body quantum chemistry framework to model two-dimensional crystalline materials. I demonstrated the power of the approach by computing low-energy spectral properties of two-dimensional molybdenum disulphide.
Oct'12-Apr'17
Doctoral assistant @ EPFL CH π¨π
I discovered a new class of electronic band structure effects in two-dimensional transition metal dichalcogenides originating from the interplay of spin-orbit interactions and crystalline lattice symmetries. In collaboration with world-leading experimental groups, I was able to demonstrate these effects in real materials resulting in several high-impact publications.
Jun'12-Aug'12
Research assistant @ Seoul National University, KR π°π·
I studied electronic structure of edge states in models of overlapping topological graphene nanoribbons.
Aug'10-Jun'12
Research assistant @ Chalmers, SE πΈπͺ
I designed a concept of a nanoscale spin-mechanical single-electron transistor (SET).
Skills
Theory and numerics: quantum condensed matter, first-principles approaches (HF, DFT, coupled cluster, tensor networks, embedding), machine learning, quantum computing.
Codes, languages, packages: python (numpy, pytorch, matplotlib, cython, core development: cPython, uPython), C, Java, Matlab, bash; Quantum Espresso, OpenMX, pyscf.
Soft: Critical analysis, problem solving, communicating (organizing discussions, presenting, paper/grant/documentation writing), full-cycle project management (idea - funding - implementation - reporting), supervision.
Languages
English (prof), Ukrainian (mother), Russian, French (basic), Dutch (basic).
Publications
2022
π Antonio L. R. Manesco, AP
Spatial separation of spin currents in transition metal dichalcogenides
π arXiv
2021
π AP, Niket Agrawal, AndrΓ© Melo
miniff β A minimal implementation of classical and neural-network force fields in python
Zenodo doi:10.5281/zenodo.4626641 (2021) π link code
2020
π AP, Oleg Yazyev
Controlling the Quantum Spin Hall Edge States in Two-Dimensional Transition Metal Dichalcogenides
J. Phys. Chem. 11, issue 17 p. 6964 (2020) π arXiv ACS
π PySCF team
Recent developments in the PySCF program package
J. Chem. Phys. 153, 024109 (2020) π arXiv
π AP, Garnet Kin-Lic Chan
First principles coupled cluster theory of the electronic spectrum of the transition metal dichalcogenides
Phys. Rev. B 101 241113(R) (2020) π arXiv
2019
π Zahra Pedramrazi, Charlotte Herbig, AP, Shujie Tang, Madeleine Phillips, Dillon
Wong, Hyejin Ryu, Michele Pizzochero, Yi Chen, Feng Wang, Eugene J Mele, Zhi-Xun Shen,
Sung-Kwan Mo, Oleg V Yazyev, Michael F Crommie
Manipulating Topological Domain Boundaries in the Single-Layer Quantum Spin Hall Insulator 1Tβ²βWSe2
Nano lett. 19 (8) 5634-5639 (2019) π ACS
π Sara Barja, Sivan Refaely-Abramson, Bruno Schuler, Diana Y. Qiu, AP, Sebastian Wickenburg, Hyejin Ryu, Miguel M. Ugeda, Christoph Kastl, Christopher Chen, Choongyu Hwang, Adam Schwartzberg, Shaul Aloni, Sung-Kwan Mo, D. Frank Ogletree, Michael F. Crommie, Steven G. Louie, Jeffrey B. Neaton, Oleg V Yazyev, and Alexander Weber-Bargioni
Identifying substitutional oxygen as a prolific point defect in monolayer transition metal dichalcogenides
Nat. comm. 10 (1), 3382 (2019) π arXiv
2018
π Miguel M. Ugeda, AP, Shujie Tang, Hyejin Ryu, Quansheng Wu, Yi Zhang, Dillon
Wong, Zahra Pedramrazi, Ana MartΓn-Recio, Yi Chen, Feng Wang, Zhi-Xun Shen, Sung-Kwan
Mo, Oleg V. Yazyev and Michael F. Crommie
Observation of Topologically Protected States at Crystalline Phase Boundaries in Single-layer WSe2
Nat. Commun. 9 3401 (2018) π arXiv
earlier
π AP, and Oleg V. Yazyev
Robustness of the quantum spin Hall insulator phase in monolayer 1Tβ transition metal dichalcogenides
J. Electron Spectrosc. Relat. Phenom. 219 72-76 (2017) π ScienceDirect
π AP, and Oleg V. Yazyev
Spin- and valley-polarized transport across line defects in monolayer MoS2
Phys. Rev. B 93 041419 (2016) π arXiv
π Ossi Lehtinen, Hannu-Pekka Komsa, AP, Michael Brian Whitwick, Ming-Wei Chen, Tibor Lehnert, Michael J. Mohn, Oleg V. Yazyev, Andras Kis, Ute Kaiser, and Arkady V. Krasheninnikov
Atomic scale microstructure and properties of Se-deficient two-dimensional MoSe2
ACS Nano 9 (3) 3274β3283 (2015) π ACS
π T. Eelbo, M. WaΕniowska, M. Sikora, M. DobrzaΕski, A. KozΕowski, AP, G. AutΓ¨s, I. Miotkowski, O. V. Yazyev, and R. Wiesendanger
Strong out-of-plane magnetic anisotropy of Fe adatoms on Bi2Te3
Phys. Rev. B 89 104424 (2014) π arXiv
π Robert I. Shekhter, AP, Mats Jonson
Spintronic mechanics of a magnetic nanoshuttle
Phys. Rev. B 86, 100404(R) (2012) π APS
π Anatoli M. Kadigrobov, Robert I. Shekhter, Igor Aronov, Sergeij I. Kulinich, AP, Mats Jonson
Microwave-induced spin-flip scattering of electrons in point contacts
Low Temperature Physics/Fizika Nizkikh Temperatur, 37 (11) 925 π AIP
*links online
Presentations
2021
π’ Electronic properties of amorphous topological insulator from first principles
Real-space Simulations of Topological Matter and Disordered Materials (IOP) UK π¬π§
π’ Neural network approach to the amorphous topological insulator Bi2Se3 Physics@Veldhoven 2021 NL π³π±
2020
π’ Coupled-cluster study of two-dimensional transition metal dichalcogenides,
Physics@Veldhoven 2020 NL π³π±
π’ Electronic and spin transport properties of two-dimensional transition metal dichalcogenides, WE-Heraeus-Seminar / Spin Transport in Complex Magnetic Structures, Bad Honnef DE π©πͺ
2019
π’ First-principles coupled-cluster study of two-dimensional materials,
Thomas Young Center Lunchtime Seminar Series, Imperial College, London UK π¬π§
π’ Micropython on GSM microcontroller, Python meetup Rotterdam 2019, Rotterdam NL π³π±
π’ First-principles diagrammatic methods, Entanglement in Strongly Correlated Systems school, Benasque ES πͺπΈ
π’ First-principles diagrammatic simulations of two-dimensional crystals, Uni Leiden NL π³π±
π’ First-principles diagrammatic simulations of solids, Uni Amsterdam NL π³π±
π’ Electronic Properties of Materials Using Coupled-cluster Approach, Vrije Universiteit Amsterdam NL π³π±
π’ Electronic Transport and Topological Properties of 2D Transition Metal Dichalcogenides, Uni Delft NL π³π±
2018
π’ The density matrix embedding theory,
Technical University of Denmark π©π°
earlier
π’ 2D Materials with Strong Spin-orbit Coupling: Topological and Electronic Transport Properties,
Novel Quantum States in Condensed Matter conference, Kyoto JP π―π΅
π’ Electronic structure of line defects in 2D transition metal dichalcogenides: a transport perspective, SPS Annual Meeting, Lugano CH π¨π
π’ Spin- and Valley-Polarized Transport across Line Defects in Monolayer MoS2, APS March Meeting, Baltimore US πΊπΈ
Hobbies
Sports, β travels, cross-stitching, soldering, π lock picking, πΉοΈ board and video games, open-source projects.