SlideShare une entreprise Scribd logo
1  sur  15
Seoul, 29 May 2019
Fedor Goumans, goumans@scm.com
SCM support: support@scm.com
T&J support: comj@tnjtech.co.kr
Hands-on workshop
Chemistry & Materials
with the Amsterdam Modeling Suite
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 2
• Introduction
o SCM & AMS, the compute engines
• Getting started with the GUI
o Building molecules, importing structures, bulk, surfaces
• Electronic structure methods
o Setting up calculations ADF, BAND, DFTB, QE, COSMO-RS
o Visualizing results (pDOS, UV/VIS, properties, …. )
• The AMS driver & engine features
o Finding transition states, MD, molecule gun
• Afternoon: ReaxFF
o Acceleration methods
o Building training data & fitting parameters
Program
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 3
Background: SCM, ADF & AMS
• ADF = first DFT code for chemistry (1970s)
Baerends@VU (>’73), Ziegler@Calgary(+) (>’75)
• SCM: Spin-off company 1995
• 20 people (10 senior PhD’s) + 3 EU fellows
• Many academic collaborators / EU networks
o ~140 authors
o New functionality
• SCM: development, debug, port, optimize,
docs & support
Papers with
“DFT and Chemistry”
articles &patents in materials science with
“density functional theory”, Nat. Mat. 4619
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 4
TheSCMteaminAmsterdam
???
Software
Engineer
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 5
Amsterdam Modeling Suite
• ADF: powerful molecular DFT
o Spectroscopy: NMR, EPR, VCD, UV, XAS
o Advanced solvation / environments
• BAND: periodic DFT
o (2D) Materials, spectroscopy, analysis
• Interface with and binaries for QE
• DFTB & MOPAC
fast electronic structure
• ReaxFF: Reactive MD
o Dynamics of large complicated systems
• COSMO-RS: fluid thermodynamics
o VLE, LLE, logP, solubility
• Integrated GUI: use out of the box
• Scripting: workflows & automation
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 6
ADF: Molecular DFT
Strong & unique points
• All-electron Slaters, H-Og
• Relativity: ZORA (SR, SOC)
• Spectroscopy
o EPR, NMR, IR (VCD), UVVIS, XAS
o Phosphorescence
• Bonding analysis:
o Fragment-based approach
o ETS-NOCV, QTAIM, MO diagrams, NCI, ....
o Transfer integrals (charge mobility)
• Environments
o Subsystem DFT (FDE), DIM/QM, QM/MM
NMR calculations locate 13C di-Rh carbene
catalyst intermediate, Science, 342, 351 (2013)
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 7
BAND vs. Plane Wave codes (QE)
• Atom centered basis functions, STO or NAO
o Compare cluster with periodic
o No pseudopotentials, all elements
o Core spectroscopy (core holes)
o Easy orbital analysis: pDOS, COOP, EDA
o Fast for empty (1D, 2D, porous)
o xc: SCAN, MN15-L, HSE06, GLLB-sc, D3(BJ), DFT-1/2
o Self-consistent NEGF
 Gate & bias potential
 Spin transport
• True 2D surfaces, 1D polymers
o Het. catalysis: polarization, COSMO, SM12
o 2D electronics (homogeneous E field)
o Nanotubes
• Integrated Graphical Interface:
o Easy set up & analysis
o Switch: ADF, BAND & Quantum Espresso
Polarizing 2D
semiconductor (tutorial)
N. Zibouche et al.
PCCP (2014)
periodic energy
decomposition analysis
(tutorial)
L. Pecher and R. Tonner
WIREs CMS, (2018)
COOP in perovskites
(tutorial)
Goesten & Hoffmann
JACS (2018)
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 8
DFTB: ‘fast DFT’ for molecules & periodic
Approximated DFT
• Nearest neighbor & minimal basis
• Tabulated elec & rep. parameters:
o Grimme GFN-xTB (Z = 1-86)
o QuasiNaNo & DFTB.org
Capabilities & Features
• UV/VIS (fast!)
• MOs
• (Band structures, DOS)
Through AMS
• Geometries, frequencies, phonons
• Stress tensors (optimize under p)
• Advanced MD, PES scans
• GCMC, molecule gun
Also: MOPAC library
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 9
ReaxFF – reactive molecular dynamics
Pd-catalysed CO oxidation GCMC+ReaxFF
J. Chem. Phys., 139 044109 (2013)
Hydrogen embrittlement of steels
Phys. Chem. Chem. Phys. 18 761
(2016)
Li battery discharge: J. Electrochem. Soc. 161,
E3009 (2014); PCCP, 17, 3383 (2015), tutorial
Crystallization TiO2 nano-particles in water
Nano Lett. 14, 1836-1842 (2014)
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 10
ReaxFF tools in Amsterdam Modeling Suite
GCMC: speed
up thermo
fbMC, CVHD, PRD?:
speed up kinetics
ChemTraYzer: Automated rates &
pathways
New: Analyze surface reactions
Molecule gun: depositing
molecules on surfaces
CMA-ES ReaxFF
force field
(re)parameterization
bond boost
build polymers
T-NEMD, local T:
heat transport
eReaxFF:
include e-
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 11
Quantum Chemistry & QSPR for quick property predictions
COSMO-RS/SAC: thermodynamic properties of fluids
COntinuum Solvation MOdel + RS (Klamt), SAC (Sandler)
chemical potential => activity coefficients => instantaneous
properties
• Solvation & excess energies, pKa
• Solubilities, LLE, VLE, boiling points
• Optimize mixtures: solubility, LLE
• Polymers: Flory-Huggins X
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 12
AMSdriver, PLAMS & GUI
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 13
The AMS driver: decouple from Engine
• Frequencies (+ analysis) & phonons
• Stress & elastic tensors
• Scan (multiple) coords, any periodicity
• Geometries, TS, IRC
• Advanced Molecular Dynamics
• (Grand Canonical) Monte Carlo
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 14
1 GUI: build, run & analyze
AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 15
PLAMS: python scripting
Links all modules + various tools
→ workflows & screening
→ (custom) post-processing
→ rapid prototyping

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Korea workshop ams2019_29_may2019

  • 1. Seoul, 29 May 2019 Fedor Goumans, goumans@scm.com SCM support: support@scm.com T&J support: comj@tnjtech.co.kr Hands-on workshop Chemistry & Materials with the Amsterdam Modeling Suite
  • 2. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 2 • Introduction o SCM & AMS, the compute engines • Getting started with the GUI o Building molecules, importing structures, bulk, surfaces • Electronic structure methods o Setting up calculations ADF, BAND, DFTB, QE, COSMO-RS o Visualizing results (pDOS, UV/VIS, properties, …. ) • The AMS driver & engine features o Finding transition states, MD, molecule gun • Afternoon: ReaxFF o Acceleration methods o Building training data & fitting parameters Program
  • 3. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 3 Background: SCM, ADF & AMS • ADF = first DFT code for chemistry (1970s) Baerends@VU (>’73), Ziegler@Calgary(+) (>’75) • SCM: Spin-off company 1995 • 20 people (10 senior PhD’s) + 3 EU fellows • Many academic collaborators / EU networks o ~140 authors o New functionality • SCM: development, debug, port, optimize, docs & support Papers with “DFT and Chemistry” articles &patents in materials science with “density functional theory”, Nat. Mat. 4619
  • 4. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 4 TheSCMteaminAmsterdam ??? Software Engineer
  • 5. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 5 Amsterdam Modeling Suite • ADF: powerful molecular DFT o Spectroscopy: NMR, EPR, VCD, UV, XAS o Advanced solvation / environments • BAND: periodic DFT o (2D) Materials, spectroscopy, analysis • Interface with and binaries for QE • DFTB & MOPAC fast electronic structure • ReaxFF: Reactive MD o Dynamics of large complicated systems • COSMO-RS: fluid thermodynamics o VLE, LLE, logP, solubility • Integrated GUI: use out of the box • Scripting: workflows & automation
  • 6. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 6 ADF: Molecular DFT Strong & unique points • All-electron Slaters, H-Og • Relativity: ZORA (SR, SOC) • Spectroscopy o EPR, NMR, IR (VCD), UVVIS, XAS o Phosphorescence • Bonding analysis: o Fragment-based approach o ETS-NOCV, QTAIM, MO diagrams, NCI, .... o Transfer integrals (charge mobility) • Environments o Subsystem DFT (FDE), DIM/QM, QM/MM NMR calculations locate 13C di-Rh carbene catalyst intermediate, Science, 342, 351 (2013)
  • 7. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 7 BAND vs. Plane Wave codes (QE) • Atom centered basis functions, STO or NAO o Compare cluster with periodic o No pseudopotentials, all elements o Core spectroscopy (core holes) o Easy orbital analysis: pDOS, COOP, EDA o Fast for empty (1D, 2D, porous) o xc: SCAN, MN15-L, HSE06, GLLB-sc, D3(BJ), DFT-1/2 o Self-consistent NEGF  Gate & bias potential  Spin transport • True 2D surfaces, 1D polymers o Het. catalysis: polarization, COSMO, SM12 o 2D electronics (homogeneous E field) o Nanotubes • Integrated Graphical Interface: o Easy set up & analysis o Switch: ADF, BAND & Quantum Espresso Polarizing 2D semiconductor (tutorial) N. Zibouche et al. PCCP (2014) periodic energy decomposition analysis (tutorial) L. Pecher and R. Tonner WIREs CMS, (2018) COOP in perovskites (tutorial) Goesten & Hoffmann JACS (2018)
  • 8. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 8 DFTB: ‘fast DFT’ for molecules & periodic Approximated DFT • Nearest neighbor & minimal basis • Tabulated elec & rep. parameters: o Grimme GFN-xTB (Z = 1-86) o QuasiNaNo & DFTB.org Capabilities & Features • UV/VIS (fast!) • MOs • (Band structures, DOS) Through AMS • Geometries, frequencies, phonons • Stress tensors (optimize under p) • Advanced MD, PES scans • GCMC, molecule gun Also: MOPAC library
  • 9. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 9 ReaxFF – reactive molecular dynamics Pd-catalysed CO oxidation GCMC+ReaxFF J. Chem. Phys., 139 044109 (2013) Hydrogen embrittlement of steels Phys. Chem. Chem. Phys. 18 761 (2016) Li battery discharge: J. Electrochem. Soc. 161, E3009 (2014); PCCP, 17, 3383 (2015), tutorial Crystallization TiO2 nano-particles in water Nano Lett. 14, 1836-1842 (2014)
  • 10. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 10 ReaxFF tools in Amsterdam Modeling Suite GCMC: speed up thermo fbMC, CVHD, PRD?: speed up kinetics ChemTraYzer: Automated rates & pathways New: Analyze surface reactions Molecule gun: depositing molecules on surfaces CMA-ES ReaxFF force field (re)parameterization bond boost build polymers T-NEMD, local T: heat transport eReaxFF: include e-
  • 11. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 11 Quantum Chemistry & QSPR for quick property predictions COSMO-RS/SAC: thermodynamic properties of fluids COntinuum Solvation MOdel + RS (Klamt), SAC (Sandler) chemical potential => activity coefficients => instantaneous properties • Solvation & excess energies, pKa • Solubilities, LLE, VLE, boiling points • Optimize mixtures: solubility, LLE • Polymers: Flory-Huggins X
  • 12. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 12 AMSdriver, PLAMS & GUI
  • 13. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 13 The AMS driver: decouple from Engine • Frequencies (+ analysis) & phonons • Stress & elastic tensors • Scan (multiple) coords, any periodicity • Geometries, TS, IRC • Advanced Molecular Dynamics • (Grand Canonical) Monte Carlo
  • 14. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 14 1 GUI: build, run & analyze
  • 15. AMS hands-on workshop T&J Tech, 29 May 2019 © SCM 15 PLAMS: python scripting Links all modules + various tools → workflows & screening → (custom) post-processing → rapid prototyping