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| Open AccessSimulating a chemically fueled molecular motor with nonequilibrium molecular dynamics
Molecular motors move in response to an imbalance between concentrations of fuel and waste molecules. Here, the authors simulate such non-equilibrium conditions to characterize a model motor’s performance and mechanism of operation.
- Alex Albaugh
- & Todd R. Gingrich
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Article
| Open AccessMolecular communications in complex systems of dynamic supramolecular polymers
The dynamic structure of supramolecular polymers is challenging to determine both in experiments and in simulations. Here the authors use coarse-grained molecular models to provide a comprehensive analysis of the molecular communication in these complex molecular systems.
- Martina Crippa
- , Claudio Perego
- & Giovanni M. Pavan
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Article
| Open AccessChiral photochemistry of achiral molecules
The authors report non-adiabatic first principles molecular dynamics to show how an achiral molecule can be converted to a chiral one upon photoexcitation. These results demonstrate the possibility of asymmetric photochemistry starting from achiral reactants.
- Umberto Raucci
- , Hayley Weir
- & Todd J. Martínez
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Article
| Open AccessThe stability of covalent dative bond significantly increases with increasing solvent polarity
Non covalent complexes are often considerably destabilized in the solvent. Here the authors combine vibrational Raman and NMR spectroscopy with a coupled-cluster computational investigation to show that the solvent polarity enhance the complex stability of a Me3NBH3 complex.
- Rabindranath Lo
- , Debashree Manna
- & Pavel Hobza
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| Open AccessInsights into the activity of single-atom Fe-N-C catalysts for oxygen reduction reaction
It is of high importance to understand the origin of single-atom Fe-N4 activity in oxygen reduction reaction. Here, the authors provide a model to understand the catalytic activity of Fe-N4 site from the spatial structure and energy level of the frontier orbitals by density functional theory calculations.
- Kang Liu
- , Junwei Fu
- & Min Liu
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Article
| Open AccessCollective interactions among organometallics are exotic bonds hidden on lab shelves
The authors introduce a novel type of chemical bond termed collective bond, which is based on long-range interactions between atoms not considered to be bonded within the Lewis formalisms. Collective bonding occurs among a large family of widely used organometallics.
- Shahin Sowlati-Hashjin
- , Vojtěch Šadek
- & Cina Foroutan-Nejad
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Article
| Open AccessChallenges and limits of mechanical stability in 3D direct laser writing
Direct laser writing is an effective technique for fabrication of complex 3D polymer networks using ultrashort laser pulses but to date it is difficult to obtain a time-resolved microscopic picture of the printing process in operando. Here, the use molecular dynamics simulation to model direct laser writing and investigate the effect of writing condition and aspect ratio on the mechanical properties of the printed polymer network.
- Elaheh Sedghamiz
- , Modan Liu
- & Wolfgang Wenzel
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Article
| Open AccessCooperative light-induced breathing of soft porous crystals via azobenzene buckling
The application of photoswitches as light-responsive triggers for phase transitions of porous materials remains poorly explored. Here, the authors report a light-responsive flexible metal-organic framework which undergoes pore contraction upon combined application of light irradiation and adsorption stress via a buckling process of the framework-embedded azobenzene photoswitch.
- Simon Krause
- , Jack D. Evans
- & Ben L. Feringa
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Article
| Open AccessPredicting the future of excitation energy transfer in light-harvesting complex with artificial intelligence-based quantum dynamics
Simulations of energy transfer in light-harvesting complexes are computationally very demanding. Here the authors apply an artificial intelligence quantum dissipative algorithm to study the excited state energy transfer dynamics in a light-harvesting complex.
- Arif Ullah
- & Pavlo O. Dral
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Article
| Open AccessPseudo-adsorption and long-range redox coupling during oxygen reduction reaction on single atom electrocatalyst
The reaction region is commonly considered to be the direct catalyst surface. Here, the authors challenge this view and use molecular dynamics simulations to reveal a solvated hydroxide species dynamically confined in a pseudo-adsorption state at a few water layers away from the active site during oxygen reduction reaction on single atom electrocatalyst.
- Jie-Wei Chen
- , Zisheng Zhang
- & Yang-Gang Wang
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Article
| Open AccessDriving chemical reactions with polariton condensates
Molecules that collectively exhibit laser-like phenomena at room temperature offer exciting prospects for the future of chemical synthesis. Here, the authors study hybrid light-molecule systems that show such a laser-like state known as a vibrational polariton condensate, and theoretically observe a large effect of this state on chemical reactivity at room temperature.
- Sindhana Pannir-Sivajothi
- , Jorge A. Campos-Gonzalez-Angulo
- & Joel Yuen-Zhou
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Article
| Open AccessSelf-consistent determination of long-range electrostatics in neural network potentials
Machine learning-based neural network potentials often cannot describe long-range interactions. Here the authors present an approach for building neural network potentials that can describe the electronic and nuclear response of molecular systems to long-range electrostatics.
- Ang Gao
- & Richard C. Remsing
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Article
| Open AccessCrystal structure prediction by combining graph network and optimization algorithm
Predicting crystal structure prior to experimental synthesis is highly desirable. Here the authors propose a machine-learning framework combining graph network and optimization algorithms for crystal structure prediction, which is about three orders of magnitude faster than DFT-based approach.
- Guanjian Cheng
- , Xin-Gao Gong
- & Wan-Jian Yin
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Article
| Open AccessHypervalency in amorphous chalcogenides
The current study explores by ab-initio molecular dynamics simuations the concept of hypervalency in amorphous chalcogenide materials, from which a unified conceptual framework for understanding chemical bonding, microscopic structures, and structure-property relationships is established.
- T. H. Lee
- & S. R. Elliott
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Article
| Open AccessAmmonia dimer: extremely fluxional but still hydrogen bonded
The long-standing question whether ammonia dimer is hydrogen bonded is solved by first-principles quantum mechanical calculations. The authors show that the dimer is extremely fluxional, but the probability of hydrogen-bonded configurations prevails.
- Jing Aling
- , Krzysztof Szalewicz
- & Ad van der Avoird
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Article
| Open AccessChemistry-mediated Ostwald ripening in carbon-rich C/O systems at extreme conditions
Modelling the growth of carbon nanoclusters in shock experiments is computationally demanding. Here the authors employ a machine-learned reactive interatomic model to perform large-scale simulations of nanocarbon formation from prototypical shocked C/O-containing precursor.
- Rebecca K. Lindsey
- , Nir Goldman
- & Sorin Bastea
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Article
| Open AccessNonlocal pseudopotential energy density functional for orbital-free density functional theory
Orbital-free density functional theory is an electronic structure method with a low computational cost enabling large-scale material simulations. Here the authors present a novel protocol which allows for the application of nonlocal pseudopotentials to orbital-free density functional theory.
- Qiang Xu
- , Cheng Ma
- & Yanming Ma
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Article
| Open AccessMolecular orbital theory in cavity QED environments
Theoretical description of light-matter coupling in the strong-coupling regime is challenging. Here the authors introduce a fully consistent ab-initio method of molecular orbital theory applicable to material systems in quantum electrodynamics environments.
- Rosario R. Riso
- , Tor S. Haugland
- & Henrik Koch
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Article
| Open AccessAb initio mechanism revealing for tricalcium silicate dissolution
Dissolution of minerals in water is ubiquitous in nature, its mechanism at the atomic level still under debate. Here, the authors investigate the dissolution mechanism of tricalcium silicate at early stage by ab initio molecular dynamics and metadynamics simulations.
- Yunjian Li
- , Hui Pan
- & Zongjin Li
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Article
| Open AccessUptake of N2O5 by aqueous aerosol unveiled using chemically accurate many-body potentials
The reactive uptake of N2O5 to aqueous aerosol is a major loss channel for nitrogen oxides in the troposphere. Here authors report a theoretical investigation on the N2O5 uptake into aqueous aerosol and determine the hydrolysis rates by numerically solving a molecularly detailed reaction–diffusion equation.
- Vinícius Wilian D. Cruzeiro
- , Mirza Galib
- & Andreas W. Götz
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| Open AccessImplicitly perturbed Hamiltonian as a class of versatile and general-purpose molecular representations for machine learning
Molecular representations are fundamental tools for machine-learning models. The current work introduces a new set of molecular representations demonstrated to enable accurate predictions of molecular conformational energy and solvation free energy.
- Amin Alibakhshi
- & Bernd Hartke
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| Open AccessInverse design of 3d molecular structures with conditional generative neural networks
The targeted discovery of molecules with specific structural and chemical properties is an open challenge in computational chemistry. Here, the authors propose a conditional generative neural network for the inverse design of 3d molecular structures.
- Niklas W. A. Gebauer
- , Michael Gastegger
- & Kristof T. Schütt
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Article
| Open AccessPhotochemistry of the pyruvate anion produces CO2, CO, CH3–, CH3, and a low energy electron
Pyruvic acid and its conjugate base, the pyruvate anion, are largely present in the atmosphere. Here the authors, using photoelectron imaging and quantum chemistry calculations, investigate the photochemistry of isolated pyruvate anions initiated by UVA radiation and report the formation of CO2, CO, and CH3− further decomposing into CH3 and a free electron.
- Connor J. Clarke
- , Jemma A. Gibbard
- & Basile F. E. Curchod
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Article
| Open AccessAnalysis of vibronic coupling in a 4f molecular magnet with FIRMS
For molecular magnets and qubits, coupling between vibrations and electronic spins has a strong influence on spin state lifetime. Here, Kragskow et al present direct measurements of the vibronic transitions in a molecular magnet, showing the critical role of an “envelope effect” in the spectra.
- Jon G. C. Kragskow
- , Jonathan Marbey
- & Nicholas F. Chilton
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Article
| Open AccessDissolving salt is not equivalent to applying a pressure on water
By advanced machine learning techniques, first-principles simulations find that dissolving salt in water does not change water structure drastically. It is contrary to the notion of “pressure effect” which has been widely applied over past 25 years.
- Chunyi Zhang
- , Shuwen Yue
- & Xifan Wu
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| Open AccessOptical van-der-Waals forces in molecules: from electronic Bethe-Salpeter calculations to the many-body dispersion model
The authors devise an efficient quantum approach to address the van der Waals interactions due to photoexcitations by approximating the Bethe-Salpeter equation. Both attractive/repulsive forces can arise, that could couple to collective protein dynamics.
- Alberto Ambrosetti
- , Paolo Umari
- & Alexandre Tkatchenko
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Article
| Open AccessUnconventional excited-state dynamics in the concerted benzyl (C7H7) radical self-reaction to anthracene (C14H10)
The reaction of benzyl radical self-reaction to anthracene opens-up a previously overlooked avenue for a more efficient synthesis of aromatic, multi-ringed structures via excited state dynamics in the gas phase.
- Ralf. I. Kaiser
- , Long Zhao
- & Alexander M. Mebel
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Article
| Open AccessTailoring the coercive field in ferroelectric metal-free perovskites by hydrogen bonding
All-organic perovskites exhibit structural tunability and solution-processability, but are disadvantaged by a lower coercive field compared to inorganic ones. Here, the authors demonstrate that modulating hydrogen bond strength in such perovskites can generate a large coercive field.
- Hwa Seob Choi
- , Shunning Li
- & Kian Ping Loh
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Article
| Open AccessAmino acid gas phase circular dichroism and implications for the origin of biomolecular asymmetry
Chiroptical properties of amino acids are challenging to investigate in the gas phase due to the low vapor pressure of these molecules. Here the authors succeed in measuring circular dichroism active transitions and anisotropies in the ultraviolet range for several gas-phase amino acids, shedding light on the interactions between molecules and circularly polarized light that lead to chiral symmetry breaking.
- Cornelia Meinert
- , Adrien D. Garcia
- & Uwe J. Meierhenrich
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Article
| Open AccessAccurate determination of solvation free energies of neutral organic compounds from first principles
Theoretical estimations of solvation free energy by continuum solvation models are generally not accurate. Here the authors report a polarizable force field fitted entirely to first-principles calculations for the estimation of free energy of solvation of arbitrary molecules.
- Leonid Pereyaslavets
- , Ganesh Kamath
- & Boris Fain
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| Open AccessObservation and rationalization of nitrogen oxidation enabled only by coupled plasma and catalyst
Heterogeneous catalysts coupled with non-thermal plasma are known to achieve higher reaction yields, but disentangling the gain achieved by the individual components remains challenging. Here, NO is produced from N2 and O2 in a plasma-catalytic reactor at conditions at which neither catalyst nor plasma alone is productive, providing unambiguous evidence of plasma-catalyst synergy.
- Hanyu Ma
- , Rakesh K. Sharma
- & William F. Schneider
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Article
| Open AccessArtificial-intelligence-driven discovery of catalyst genes with application to CO2 activation on semiconductor oxides
Here the authors demonstrate an artificial-intelligence based approach to identify catalytic materials features that correlate with mechanisms that trigger, facilitate, or hinder CO2 catalytic reactions.
- Aliaksei Mazheika
- , Yang-Gang Wang
- & Matthias Scheffler
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Article
| Open AccessLearning in continuous action space for developing high dimensional potential energy models
Reinforcement learning algorithms are emerging as powerful machine learning approaches. This paper introduces a novel machine-learning approach for learning in continuous action space and applies this strategy to the generation of high dimensional potential models for a wide variety of materials.
- Sukriti Manna
- , Troy D. Loeffler
- & Subramanian K. R. S. Sankaranarayanan
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Article
| Open AccessUnconventional mechanism and selectivity of the Pd-catalyzed C–H bond lactonization in aromatic carboxylic acid
Methods to functionalize inert C–H bonds are a critical focus of synthetic organic chemistry. In this work the authors use computations and experiments to uncover the mechanisms of palladium-catalysed C–H lactonizations in aromatic carboxylic acids, and explain the origin of an observed preference for functionalization of a C(sp3)–H bond over a C(sp2)–H bond in a recent report.
- Li-Ping Xu
- , Shaoqun Qian
- & Djamaladdin G. Musaev
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Article
| Open AccessCan electric fields drive chemistry for an aqueous microdroplet?
Theoretical studies of the air-water interface of a water droplet show a wide distribution of strong electric fields at the surface that can make or break chemical bonds to accelerate chemical reactions over the bulk water phase.
- Hongxia Hao
- , Itai Leven
- & Teresa Head-Gordon
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Article
| Open AccessComputation-guided asymmetric total syntheses of resveratrol dimers
Although computational simulation-based natural product syntheses are in their initial stages of development, this concept can potentially become an indispensable resource in the field of organic synthesis. Here the authors report asymmetric total syntheses of several resveratrol dimers based on a comprehensive computational simulation of their biosynthetic pathways.
- Masaya Nakajima
- , Yusuke Adachi
- & Tetsuhiro Nemoto
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| Open AccessOn the importance of the electric double layer structure in aqueous electrocatalysis
The structure of the electric double layer (EDL) has been a long-standing question since the 19th century. Here, the authors simulate EDL structures and highlight their importance in catalysis through comparison of atomic simulations and experiment.
- Seung-Jae Shin
- , Dong Hyun Kim
- & Hyungjun Kim
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Article
| Open AccessSpookyNet: Learning force fields with electronic degrees of freedom and nonlocal effects
Current machine-learned force fields typically ignore electronic degrees of freedom. SpookyNet is a deep neural network that explicitly treats electronic degrees of freedom, closing an important remaining gap for models in quantum chemistry.
- Oliver T. Unke
- , Stefan Chmiela
- & Klaus-Robert Müller
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Article
| Open AccessCreation of an unexpected plane of enhanced covalency in cerium(III) and berkelium(III) terpyridyl complexes
Studying how the ligand design influences the bonding of f-block complexes is crucial to control their properties. Here, the authors report the preparation of Bk(III) and Ce(III) complexes featuring a terpyridyl ligand; structural, spectroscopic, electrochemical, and theoretical analysis reveal that the ligand induces unusual bonding by creating a plane of enhanced bond covalency.
- Alyssa N. Gaiser
- , Cristian Celis-Barros
- & Thomas E. Albrecht-Schönzart
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Article
| Open AccessA different perspective for nonphotochemical quenching in plant antenna complexes
Nonphotochemical quenching (NPQ) protects photosynthetic complexes from damage due to excess light. Here the authors explore different conformations of the plant CP29 light harvesting complex, showing how protein tuning of carotenoid excitation energies and carotenoid-chlorophyll interactions account for NPQ.
- Edoardo Cignoni
- , Margherita Lapillo
- & Benedetta Mennucci
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Article
| Open AccessAdiabatic versus non-adiabatic electron transfer at 2D electrode materials
This combined experimental and theoretical study reveals the nature of electron transfer at graphene as grown on copper. The authors find that outer-sphere electron transfer occurs adiabatically with slower kinetics for multi- than for monolayer graphene.
- Dan-Qing Liu
- , Minkyung Kang
- & Patrick R. Unwin
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Article
| Open AccessArtificial intelligence-enhanced quantum chemical method with broad applicability
Artificial intelligence is combined with quantum mechanics to break the limitations of traditional methods and create a new general-purpose method for computational chemistry simulations with high accuracy, speed and transferability.
- Peikun Zheng
- , Roman Zubatyuk
- & Pavlo O. Dral
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Article
| Open AccessAugmenting zero-Kelvin quantum mechanics with machine learning for the prediction of chemical reactions at high temperatures
Computational material design often does not account for temperature effects. The present manuscript combines quantum-mechanics based calculations with a machine-learned correction to establish a unified thermodynamics framework for accurate prediction of high temperature reaction free energies in oxides.
- Jose Antonio Garrido Torres
- , Vahe Gharakhanyan
- & Alexander Urban
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Article
| Open AccessAccelerated discovery of superoxide-dismutase nanozymes via high-throughput computational screening
A general predicting theory for superoxide-dismutase mimicking nanomaterials is currently lacking. The present manuscript reports a density functional theory study on the superoxides dismutase-like activity of nanomaterials based on their electronic band structures and surface adsorption energies.
- Zhenzhen Wang
- , Jiangjiexing Wu
- & Yuliang Zhao
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Article
| Open AccessRoom-temperature dynamic nuclear polarization enhanced NMR spectroscopy of small biological molecules in water
Dynamic nuclear polarization (DNP) greatly improves the NMR sensitivity, but its implementation in aqueous solutions is challenging. Here the authors demonstrate carbon polarization enhancement via in situ Overhauser DNP in small biomolecules in water at room temperature and high magnetic field.
- Danhua Dai
- , Xianwei Wang
- & Jiafei Mao
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Article
| Open AccessProofreading experimentally assigned stereochemistry through Q2MM predictions in Pd-catalyzed allylic aminations
A predictive model has been created for a stereoselective palladium-catalysed allylic amination reaction. Derived only from quantum chemical data, the method is accurate enough to reveal multiple erroneous assignments in literature experiments.
- Jessica Wahlers
- , Jèssica Margalef
- & Per-Ola Norrby
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Article
| Open AccessCross-property deep transfer learning framework for enhanced predictive analytics on small materials data
Artificial intelligence and machine learning can greatly enhance materials property prediction and discovery. Here the authors propose cross-property transfer learning to build accurate models for dozens of properties with limited data availability.
- Vishu Gupta
- , Kamal Choudhary
- & Ankit Agrawal
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Article
| Open AccessA general theoretical framework to design base editors with reduced bystander effects
Base editors can edit target nucleotides, and identical ones that are within the editing window. Here the authors build an analytical model to propose general principles of editor design to reduce bystander effects.
- Qian Wang
- , Jie Yang
- & Anatoly B. Kolomeisky
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Article
| Open AccessMonovalent lanthanide(I) in borozene complexes
The most common oxidation state for lanthanides is +3. Here the authors use photoelectron spectroscopy and theoretical calculations to study half-sandwich complexes where a lanthanide center in the oxidation state +1 is bound to an aromatic wheel-like B82- ligand.
- Wan-Lu Li
- , Teng-Teng Chen
- & Lai-Sheng Wang