Minimum energy conical intersections (MECIs) are widely used to rationalize nonadiabatic relaxation pathways, yet it remains unclear to what extent they provide a representative description of the intersection seam effectively explored during dynamics. In this work, we combine large ensembles of seam points from nonadiabatic simulations with dimensionality reduction and density-based analysis to systematically investigate the structure of the accessed seam regions and its relationship to MECIs. We first establish a robust, physically-meaningful protocol for representing seam morphology across systems. After accounting for rigid-body alignment and permutation symmetry, Cartesian coordinates are found to best preserve structural relationships, while densMAP provides an optimal low-dimensional embedding that captures both geometric variation and sampling density. Applying this framework to ethylene, butadiene, and benzene, reveals that the intersection seam is organized into dynamically accessible basins that are not uniformly represented by discrete MECIs. While MECIs associated with highly populated basins are located near density maxima and capture the dominant relaxation pathways, many other MECIs correspond to peripheral or weakly sampled regions. Moreover, neither geometric proximity nor energetic accessibility alone reliably predicts dynamical relevance: geometrically closest MECIs do not always correspond to optimization outcomes, and low-energy MECIs may remain largely unvisited. These results demonstrate that MECIs should be viewed as discrete markers within a broader, continuous, and dynamically weighted seam landscape. A comprehensive understanding of photochemical relaxation therefore requires not only the identification of MECIs, but also an explicit characterization of the regions of the seam that are actually sampled and the pathways connecting them.
{"title":"Beyond minimum energy conical intersections: a data-driven reconstruction of the accessible intersection seam.","authors":"Conner J Baucom, Eleftherios Mainas, Elisa Pieri","doi":"10.1039/d6fd00060f","DOIUrl":"https://doi.org/10.1039/d6fd00060f","url":null,"abstract":"<p><p>Minimum energy conical intersections (MECIs) are widely used to rationalize nonadiabatic relaxation pathways, yet it remains unclear to what extent they provide a representative description of the intersection seam effectively explored during dynamics. In this work, we combine large ensembles of seam points from nonadiabatic simulations with dimensionality reduction and density-based analysis to systematically investigate the structure of the accessed seam regions and its relationship to MECIs. We first establish a robust, physically-meaningful protocol for representing seam morphology across systems. After accounting for rigid-body alignment and permutation symmetry, Cartesian coordinates are found to best preserve structural relationships, while densMAP provides an optimal low-dimensional embedding that captures both geometric variation and sampling density. Applying this framework to ethylene, butadiene, and benzene, reveals that the intersection seam is organized into dynamically accessible basins that are not uniformly represented by discrete MECIs. While MECIs associated with highly populated basins are located near density maxima and capture the dominant relaxation pathways, many other MECIs correspond to peripheral or weakly sampled regions. Moreover, neither geometric proximity nor energetic accessibility alone reliably predicts dynamical relevance: geometrically closest MECIs do not always correspond to optimization outcomes, and low-energy MECIs may remain largely unvisited. These results demonstrate that MECIs should be viewed as discrete markers within a broader, continuous, and dynamically weighted seam landscape. A comprehensive understanding of photochemical relaxation therefore requires not only the identification of MECIs, but also an explicit characterization of the regions of the seam that are actually sampled and the pathways connecting them.</p>","PeriodicalId":76,"journal":{"name":"Faraday Discussions","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149035619","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Luan G F Dos Santos, Julio C V Chagas, Mikołaj Martyka, Pavlo O Dral, Mario Barbatti, Francisco B C Machado, Richard A Messerly, Hans Lischka
Accurate simulations of excited-state photodynamics of polyenes remain challenging due to the high computational cost of multireference electronic-structure methods required to describe the coexistence of ionic and covalent states. In this work, active learning together with machine learning interatomic potentials (MLIP) trained on multireference configuration interaction with single and double excitations (MR-CISD) level energies and gradients, is used to enable efficient and accurate nonadiabatic molecular dynamics for all-trans-hexatriene. A compact yet representative training set is constructed by reducing an initial pool of ∼850 k configurations to ∼3 k geometries while preserving the regions of configurational space relevant for the dynamics. The resulting model reproduces the topology of the excited-state potential energy surfaces and yields a physically consistent relaxation mechanism, characterized by a sequential S2 → S1 → S0 pathway and time constants in good agreement with experimental data. Analysis of representative trajectories provides mechanistic insight into the structural factors governing nonadiabatic transitions, and identifies a notably broader and more diffuse structural distribution associated with the S1 → S0 transition in comparison to the more localized S2 → S1 decay pathway. Analysis of the torsional angles around the CC double bonds reveals preferential isomerization at the central C3C4 bond, providing semi-quantitative evidence for the initiation of cis-trans photoisomerization in the hot ground state. The MLIP simulations trained at high-level MR-CISD are extremely efficient, enabling 200 trajectories running up to 800 fs in short time, whereas direct on-the-fly multireference dynamics simulations would be practically impossible at this MR level.
{"title":"A data-efficient machine-learning approach for modeling the photodynamics of all-<i>trans</i> hexatriene based on multireference configuration interaction calculations.","authors":"Luan G F Dos Santos, Julio C V Chagas, Mikołaj Martyka, Pavlo O Dral, Mario Barbatti, Francisco B C Machado, Richard A Messerly, Hans Lischka","doi":"10.1039/d6fd00061d","DOIUrl":"https://doi.org/10.1039/d6fd00061d","url":null,"abstract":"<p><p>Accurate simulations of excited-state photodynamics of polyenes remain challenging due to the high computational cost of multireference electronic-structure methods required to describe the coexistence of ionic and covalent states. In this work, active learning together with machine learning interatomic potentials (MLIP) trained on multireference configuration interaction with single and double excitations (MR-CISD) level energies and gradients, is used to enable efficient and accurate nonadiabatic molecular dynamics for all-<i>trans</i>-hexatriene. A compact yet representative training set is constructed by reducing an initial pool of ∼850 k configurations to ∼3 k geometries while preserving the regions of configurational space relevant for the dynamics. The resulting model reproduces the topology of the excited-state potential energy surfaces and yields a physically consistent relaxation mechanism, characterized by a sequential S<sub>2</sub> → S<sub>1</sub> → S<sub>0</sub> pathway and time constants in good agreement with experimental data. Analysis of representative trajectories provides mechanistic insight into the structural factors governing nonadiabatic transitions, and identifies a notably broader and more diffuse structural distribution associated with the S<sub>1</sub> → S<sub>0</sub> transition in comparison to the more localized S<sub>2</sub> → S<sub>1</sub> decay pathway. Analysis of the torsional angles around the CC double bonds reveals preferential isomerization at the central C<sub>3</sub>C<sub>4</sub> bond, providing semi-quantitative evidence for the initiation of <i>cis</i>-<i>trans</i> photoisomerization in the hot ground state. The MLIP simulations trained at high-level MR-CISD are extremely efficient, enabling 200 trajectories running up to 800 fs in short time, whereas direct on-the-fly multireference dynamics simulations would be practically impossible at this MR level.</p>","PeriodicalId":76,"journal":{"name":"Faraday Discussions","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149035546","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
In quantum chemistry calculations, molecular systems containing heavy elements require additional considerations compared with molecules comprising only light elements. In particular, accurate descriptions of both relativistic effects and static correlation are essential to obtain reliable wave functions and energies. Such calculations are computationally demanding due to the high cost of methods that properly incorporate relativistic effects and static correlation. This computational cost becomes even steeper when geometry optimisations or dynamical simulations are undertaken, as nuclear derivatives must be evaluated repeatedly. In this work, we combine the analytical gradients for the effective core potential (ECP), implemented in the LIBECPINT library, with the spin-free one-electron exact two-component (X2C) approach, implemented in our in-house version of BAGEL, for density-fitted MRPT2 methods. This enables scalar-relativistic geometry optimisations of molecules containing heavy elements, for both ground and electronically excited states, at a cost comparable to conventional (non-relativistic) MRPT2 calculations. We demonstrate the utility of the current computer program for optimising the geometries of Pd(IV) terminal oxo complexes and Fe(II) porphyrin.
{"title":"Multireference perturbation theory (MRPT) geometry optimisations with scalar-relativistic effects: effective core potential (ECP) and spin-free X2C Hamiltonian.","authors":"Jae Woo Park","doi":"10.1039/d6fd00057f","DOIUrl":"https://doi.org/10.1039/d6fd00057f","url":null,"abstract":"<p><p>In quantum chemistry calculations, molecular systems containing heavy elements require additional considerations compared with molecules comprising only light elements. In particular, accurate descriptions of both relativistic effects and static correlation are essential to obtain reliable wave functions and energies. Such calculations are computationally demanding due to the high cost of methods that properly incorporate relativistic effects and static correlation. This computational cost becomes even steeper when geometry optimisations or dynamical simulations are undertaken, as nuclear derivatives must be evaluated repeatedly. In this work, we combine the analytical gradients for the effective core potential (ECP), implemented in the LIBECPINT library, with the spin-free one-electron exact two-component (X2C) approach, implemented in our in-house version of BAGEL, for density-fitted MRPT2 methods. This enables scalar-relativistic geometry optimisations of molecules containing heavy elements, for both ground and electronically excited states, at a cost comparable to conventional (non-relativistic) MRPT2 calculations. We demonstrate the utility of the current computer program for optimising the geometries of Pd(IV) terminal oxo complexes and Fe(II) porphyrin.</p>","PeriodicalId":76,"journal":{"name":"Faraday Discussions","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149035582","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Do Hyung Kang, Jaydeep Basu, Neal Haldar, Daniel M Neumark
The dynamics of photo-excited 4-bromophenolate anions in aqueous solution are investigated using femtosecond extreme ultraviolet (XUV) time-resolved photoelectron spectroscopy (TRPES) in a liquid flat jet. Excitation to the first singlet S1 (11ππ*) excited state at 290 nm yields lifetimes of ∼160 fs and 1.1 ps that are attributed to the timescale for the transition from the initially excited S1 state to the optically-dark 1πσ* state and the subsequent decay of the 1πσ* state, respectively. Excitation at 240 nm to the second singlet excited state (S2, 21ππ*) reveals an additional ultrafast component assigned to S2 → S1 decay with a lifetime of 60 fs. Subsequent decay components show lifetimes of 130 fs and 1.4 ps, corresponding to the transition from S1 to the 1πσ* state and its subsequent decay. These dynamics differ from the phenolate anion, which undergoes S1 → S0 internal conversion and hydrated electron formation within ∼20 ps upon S1 excitation. Instead, photoexcited 4-bromophenolate decays primarily through the 1πσ* state, which is repulsive along the C-Br bond length and correlates to ˙C6H4O˙ (biradical fragment) + Br-. Quantum chemical calculations suggest that the S1-1πσ* state crossing involves a small potential energy barrier that promotes a facile non-adiabatic transition. This study highlights the competing dynamics between photo-oxidation and non-adiabatic relaxation within the framework of anions in aqueous solution.
{"title":"Time-resolved extreme ultraviolet photoelectron spectroscopy of 4-bromophenolate anions in a liquid jet.","authors":"Do Hyung Kang, Jaydeep Basu, Neal Haldar, Daniel M Neumark","doi":"10.1039/d6fd00059b","DOIUrl":"https://doi.org/10.1039/d6fd00059b","url":null,"abstract":"<p><p>The dynamics of photo-excited 4-bromophenolate anions in aqueous solution are investigated using femtosecond extreme ultraviolet (XUV) time-resolved photoelectron spectroscopy (TRPES) in a liquid flat jet. Excitation to the first singlet S<sub>1</sub> (1<sup>1</sup>ππ*) excited state at 290 nm yields lifetimes of ∼160 fs and 1.1 ps that are attributed to the timescale for the transition from the initially excited S<sub>1</sub> state to the optically-dark <sup>1</sup>πσ* state and the subsequent decay of the <sup>1</sup>πσ* state, respectively. Excitation at 240 nm to the second singlet excited state (S<sub>2</sub>, 2<sup>1</sup>ππ*) reveals an additional ultrafast component assigned to S<sub>2</sub> → S<sub>1</sub> decay with a lifetime of 60 fs. Subsequent decay components show lifetimes of 130 fs and 1.4 ps, corresponding to the transition from S<sub>1</sub> to the <sup>1</sup>πσ* state and its subsequent decay. These dynamics differ from the phenolate anion, which undergoes S<sub>1</sub> → S<sub>0</sub> internal conversion and hydrated electron formation within ∼20 ps upon S<sub>1</sub> excitation. Instead, photoexcited 4-bromophenolate decays primarily through the <sup>1</sup>πσ* state, which is repulsive along the C-Br bond length and correlates to ˙C<sub>6</sub>H<sub>4</sub>O˙ (biradical fragment) + Br<sup>-</sup>. Quantum chemical calculations suggest that the S<sub>1</sub>-<sup>1</sup>πσ* state crossing involves a small potential energy barrier that promotes a facile non-adiabatic transition. This study highlights the competing dynamics between photo-oxidation and non-adiabatic relaxation within the framework of anions in aqueous solution.</p>","PeriodicalId":76,"journal":{"name":"Faraday Discussions","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149035637","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nanna H List, Sandra Gómez, Lea M Ibele, Basile F E Curchod, Davide Avagliano
We present the PhotoChem Explorer (PCE) prototype, a proof-of-concept web-based platform that represents computational photochemistry studies of gas-phase molecules in a structured and queryable form. Rather than treating excited-state dynamics simulations as isolated results reported in heterogeneous formats and across different sources, PCE organizes studies according to their molecular systems, computational workflows, methodological choices, and associated observables, facilitating that relationships and trends can be explored systematically across studies. In this way, the prototype illustrates how structured data representations could support improved findability, comparison, reproducibility, and reuse in computational photochemistry. At a fundamental level, it demonstrates how excited-state dynamics studies could become part of a more connected and cumulative body of knowledge, potentially enabling new modes of investigation. The prototype exposes practical challenges that must be addressed to realize this vision, including the development of shared representations, workflow descriptions, and their integration into scientific practice. More broadly, PCE is intended as a practice-driven experimentation platform to stimulate discussion and iterative community development of standards and representations for excited-state dynamics studies.
我们展示了PhotoChem Explorer (PCE)原型,这是一个基于网络的概念验证平台,以结构化和可查询的形式表示气相分子的计算光化学研究。PCE不是将激发态动力学模拟作为异质格式和不同来源的孤立结果来处理,而是根据其分子系统、计算工作流程、方法选择和相关观察结果来组织研究,从而促进可以在研究中系统地探索关系和趋势。通过这种方式,该原型说明了结构化数据表示如何在计算光化学中支持改进的可查找性、比较性、再现性和重用性。在基础层面上,它展示了激发态动力学研究如何成为一个联系更紧密、积累更广泛的知识体系的一部分,从而有可能形成新的研究模式。原型暴露了实现这一愿景必须解决的实际挑战,包括共享表示的开发、工作流描述,以及它们与科学实践的集成。更广泛地说,PCE的目的是作为一个实践驱动的实验平台,以刺激讨论和迭代社区开发的标准和激发态动力学研究的表示。
{"title":"From reproducibility to comparability in computational photochemistry: lessons from the PhotoChem explorer prototype.","authors":"Nanna H List, Sandra Gómez, Lea M Ibele, Basile F E Curchod, Davide Avagliano","doi":"10.1039/d6fd00102e","DOIUrl":"10.1039/d6fd00102e","url":null,"abstract":"<p><p>We present the PhotoChem Explorer (PCE) prototype, a proof-of-concept web-based platform that represents computational photochemistry studies of gas-phase molecules in a structured and queryable form. Rather than treating excited-state dynamics simulations as isolated results reported in heterogeneous formats and across different sources, PCE organizes studies according to their molecular systems, computational workflows, methodological choices, and associated observables, facilitating that relationships and trends can be explored systematically across studies. In this way, the prototype illustrates how structured data representations could support improved findability, comparison, reproducibility, and reuse in computational photochemistry. At a fundamental level, it demonstrates how excited-state dynamics studies could become part of a more connected and cumulative body of knowledge, potentially enabling new modes of investigation. The prototype exposes practical challenges that must be addressed to realize this vision, including the development of shared representations, workflow descriptions, and their integration into scientific practice. More broadly, PCE is intended as a practice-driven experimentation platform to stimulate discussion and iterative community development of standards and representations for excited-state dynamics studies.</p>","PeriodicalId":76,"journal":{"name":"Faraday Discussions","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13602378/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149035641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We introduce a new equation-of-motion coupled-cluster method based on a pair coupled-cluster doubles (pCCD) reference, termed frozen-pair EOM-CCSD (EOM-fpCCSD). This approach combines the computational efficiency of the pCCD ansatz with a dynamical correlation correction, enabling a reliable description of electronically excited states within the EOM framework. The method has been implemented in the open-source PyBEST software package. Its performance is systematically benchmarked against standard EOM-CCSD and its pair-tailored variant (EOM-ptCCSD), using both canonical Hartree-Fock and pCCD natural orbitals. For charge-transfer (CT) excitations taken from the QUEST database, EOM-fpCCSD yields excitation energies very close to those of EOM-CCSD, outperforming EOM-ptCCSD, as well as to the theoretical best estimates (TBEs). Working within the localized pCCD natural orbital basis allows us to determine the directed CT character, which quantifies the directed charge flow from one molecular domain to another. Numerical results show that EOM-fpCCSD, EOM-CCSD, and EOM-ptCCSD provide nearly identical descriptions of the directed CT character, despite changes in excitation energies. The true advantage of EOM-fpCCSD becomes evident for the challenging QUEST subset of doubly excited states. While EOM-ptCCSD performs similarly to standard EOM-CCSD, EOM-fpCCSD significantly outperforms both methods for these problematic states compared to TBEs. In addition to improving the accuracy of excitation energies, EOM-fpCCSD also converges for several states that standard EOM-CCSD and EOM-ptCCSD fail to converge. These results demonstrate that EOM-fpCCSD offers a promising and computationally efficient route toward a more accurate description of complex electronic excitations.
{"title":"EOM-fpCCSD: an accurate alternative to EOM-CCSD for doubly excited and charge-transfer states.","authors":"Katharina Boguslawski, Paweł Tecmer","doi":"10.1039/d6fd00062b","DOIUrl":"https://doi.org/10.1039/d6fd00062b","url":null,"abstract":"<p><p>We introduce a new equation-of-motion coupled-cluster method based on a pair coupled-cluster doubles (pCCD) reference, termed frozen-pair EOM-CCSD (EOM-fpCCSD). This approach combines the computational efficiency of the pCCD ansatz with a dynamical correlation correction, enabling a reliable description of electronically excited states within the EOM framework. The method has been implemented in the open-source PyBEST software package. Its performance is systematically benchmarked against standard EOM-CCSD and its pair-tailored variant (EOM-ptCCSD), using both canonical Hartree-Fock and pCCD natural orbitals. For charge-transfer (CT) excitations taken from the QUEST database, EOM-fpCCSD yields excitation energies very close to those of EOM-CCSD, outperforming EOM-ptCCSD, as well as to the theoretical best estimates (TBEs). Working within the localized pCCD natural orbital basis allows us to determine the directed CT character, which quantifies the directed charge flow from one molecular domain to another. Numerical results show that EOM-fpCCSD, EOM-CCSD, and EOM-ptCCSD provide nearly identical descriptions of the directed CT character, despite changes in excitation energies. The true advantage of EOM-fpCCSD becomes evident for the challenging QUEST subset of doubly excited states. While EOM-ptCCSD performs similarly to standard EOM-CCSD, EOM-fpCCSD significantly outperforms both methods for these problematic states compared to TBEs. In addition to improving the accuracy of excitation energies, EOM-fpCCSD also converges for several states that standard EOM-CCSD and EOM-ptCCSD fail to converge. These results demonstrate that EOM-fpCCSD offers a promising and computationally efficient route toward a more accurate description of complex electronic excitations.</p>","PeriodicalId":76,"journal":{"name":"Faraday Discussions","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149035586","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Active learning has become central to modern machine-learning workflows for trajectory surface hopping, enabling automatic construction of training sets for excited-state potentials. However, currently used protocols can struggle with convergence, requiring large datasets and extensive human intervention. Here, we combine active learning with Δ-learning - where the ML model predicts the difference between a target quantum chemical method and a computationally efficient baseline - into an end-to-end protocol for active delta-learning (ADL) of potential energy surfaces for trajectory surface hopping dynamics. The protocol is tested on a benchmark system, fulvene, where a twofold data efficiency is achieved with respect to fine-tuning from a pre-trained foundational model, OMNI-P2x. Next, we analyze the case of PSB4, a protonated Schiff base with multiple competing torsional deactivation channels. Here, pure ML active learning fails to converge despite extensive sampling of over 14 000 points, while ADL converges within just two iterations and 900 sampled points, yielding good agreement with the reference.
{"title":"Active delta-learning for surface hopping: efficient fitting of potential energy surfaces.","authors":"Mikołaj Martyka, Joanna Jankowska, Pavlo O Dral","doi":"10.1039/d6fd00066e","DOIUrl":"https://doi.org/10.1039/d6fd00066e","url":null,"abstract":"<p><p>Active learning has become central to modern machine-learning workflows for trajectory surface hopping, enabling automatic construction of training sets for excited-state potentials. However, currently used protocols can struggle with convergence, requiring large datasets and extensive human intervention. Here, we combine active learning with Δ-learning - where the ML model predicts the difference between a target quantum chemical method and a computationally efficient baseline - into an end-to-end protocol for active delta-learning (ADL) of potential energy surfaces for trajectory surface hopping dynamics. The protocol is tested on a benchmark system, fulvene, where a twofold data efficiency is achieved with respect to fine-tuning from a pre-trained foundational model, OMNI-P2x. Next, we analyze the case of PSB4, a protonated Schiff base with multiple competing torsional deactivation channels. Here, pure ML active learning fails to converge despite extensive sampling of over 14 000 points, while ADL converges within just two iterations and 900 sampled points, yielding good agreement with the reference.</p>","PeriodicalId":76,"journal":{"name":"Faraday Discussions","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149035591","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The electrocatalytic reduction of CO2 to multicarbon (C2+) products on copper-based catalysts is dictated by the dynamic reconstruction of the active sites. While copper-aluminium (CuAl) layered double hydroxides (LDHs) have emerged as promising pre-catalysts, the role of the initial precursor phase, specifically the transition from highly crystalline LDH to oxide-rich hybrid phases, and its influence on catalytic activity in near-neutral electrolytes remain less understood. In this study, CuxAl pre-catalysts were systematically investigated across Cu : Al ratios from 5 : 1 to 1 : 2 in aqueous K2SO4, with the electrolyte concentration adjusted to probe its complex role in activity. Under optimised conditions, using an oxide-rich 5 : 1 pre-catalyst, the faradaic efficiency for C2+ reached approximately 55.3% at 250 mA cm-2 in a near-neutral environment. The selectivity toward C2+ is dependent on the amount of Cu present and the oxide richness, with intermediate Cu amounts providing a balance between the availability of Cu active sites and the Al-mediated structural stabilisation. In contrast, Al-rich compositions offer less favourable product distributions. Increasing the K2SO4 concentration modulates the cell voltage and C2+ product formation. This suggests that combined interfacial electrolyte effects, including shifted local pH gradients and cation-mediated stabilisation, regulate C-C coupling pathways. Physicochemical characterisation, particularly in situ Raman spectroscopy, and electrochemical measurements indicate that the initial stoichiometry of the CuAl LDH and the presence of oxides/hydroxides influence the nature of the reconstructed Cu-based catalyst, yielding behaviour consistent with the partial stabilisation of Cu+ under operating conditions. These results demonstrate that the Cu content of CuAl pre-catalysts, together with the interfacial electrolyte environment, plays a key role in directing CO2 selectivity. This systematic study offers guidance on rationally tuning the precursor phase, oxide richness, and reaction environment of Cu-based electrocatalysts for high-rate CO2 reduction in non-alkaline media.
铜基催化剂上CO2电催化还原成多碳(C2+)产物是由活性位点的动态重构决定的。虽然铜铝(CuAl)层状双氢氧化物(LDH)已成为有前景的预催化剂,但初始前驱相的作用,特别是从高度结晶的LDH到富含氧化物的混合相的转变,及其对近中性电解质催化活性的影响仍然知之甚少。在本研究中,系统地研究了CuxAl预催化剂在K2SO4水溶液中Cu: Al比例从5:1到1:2的情况下,通过调整电解质浓度来探索其在活性中的复杂作用。在优化的条件下,使用富含氧化物的5:1预催化剂,在接近中性的环境中,在250 mA cm-2下,C2+的法拉第效率达到约55.3%。对C2+的选择性取决于Cu的存在量和氧化物的丰富度,中间的Cu量提供了Cu活性位点的可用性和al介导的结构稳定性之间的平衡。相反,富铝成分提供不太有利的产品分布。增加K2SO4浓度可调节电池电压和C2+产物的形成。这表明,界面电解质的综合效应,包括局部pH梯度的转移和阳离子介导的稳定,调节了C-C偶联途径。物理化学表征,特别是原位拉曼光谱和电化学测量表明,CuAl LDH的初始化学计量和氧化物/氢氧化物的存在影响了重构Cu基催化剂的性质,生成行为与Cu+在操作条件下的部分稳定一致。这些结果表明,CuAl预催化剂的Cu含量以及界面电解质环境对CO2选择性起着关键作用。本系统的研究为合理调整cu基电催化剂的前驱物相、氧化物丰度和反应环境,实现非碱性介质中CO2的高速率还原提供了指导。
{"title":"Influence of Cu and oxide content in CuAl layered double hydroxides on C<sub>2+</sub>-selective CO<sub>2</sub> electroreduction.","authors":"Asier Grijalvo Rodriguez, Matthias Minjauw, Zhiyuan Chen, Deepak Pant, Jolien Dendooven","doi":"10.1039/d6fd00076b","DOIUrl":"https://doi.org/10.1039/d6fd00076b","url":null,"abstract":"<p><p>The electrocatalytic reduction of CO<sub>2</sub> to multicarbon (C<sub>2+</sub>) products on copper-based catalysts is dictated by the dynamic reconstruction of the active sites. While copper-aluminium (CuAl) layered double hydroxides (LDHs) have emerged as promising pre-catalysts, the role of the initial precursor phase, specifically the transition from highly crystalline LDH to oxide-rich hybrid phases, and its influence on catalytic activity in near-neutral electrolytes remain less understood. In this study, Cu<sub><i>x</i></sub>Al pre-catalysts were systematically investigated across Cu : Al ratios from 5 : 1 to 1 : 2 in aqueous K<sub>2</sub>SO<sub>4</sub>, with the electrolyte concentration adjusted to probe its complex role in activity. Under optimised conditions, using an oxide-rich 5 : 1 pre-catalyst, the faradaic efficiency for C<sub>2+</sub> reached approximately 55.3% at 250 mA cm<sup>-2</sup> in a near-neutral environment. The selectivity toward C<sub>2+</sub> is dependent on the amount of Cu present and the oxide richness, with intermediate Cu amounts providing a balance between the availability of Cu active sites and the Al-mediated structural stabilisation. In contrast, Al-rich compositions offer less favourable product distributions. Increasing the K<sub>2</sub>SO<sub>4</sub> concentration modulates the cell voltage and C<sub>2+</sub> product formation. This suggests that combined interfacial electrolyte effects, including shifted local pH gradients and cation-mediated stabilisation, regulate C-C coupling pathways. Physicochemical characterisation, particularly <i>in situ</i> Raman spectroscopy, and electrochemical measurements indicate that the initial stoichiometry of the CuAl LDH and the presence of oxides/hydroxides influence the nature of the reconstructed Cu-based catalyst, yielding behaviour consistent with the partial stabilisation of Cu<sup>+</sup> under operating conditions. These results demonstrate that the Cu content of CuAl pre-catalysts, together with the interfacial electrolyte environment, plays a key role in directing CO<sub>2</sub> selectivity. This systematic study offers guidance on rationally tuning the precursor phase, oxide richness, and reaction environment of Cu-based electrocatalysts for high-rate CO<sub>2</sub> reduction in non-alkaline media.</p>","PeriodicalId":76,"journal":{"name":"Faraday Discussions","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2026-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149023369","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Patrick Hubert, Jan Smyczek, Carsten Schröder, Maximilian Galinski, Lina M Marquardt, Justin Girschik, Bernd Hartke, Guntram Rauhut, Swetlana Schauermann
We present a mechanistic study on selective alcohol decomposition over model cobalt oxide-based catalysts: pristine Co3O4(111)/Au(111) and Co3O4(111) containing different amounts and forms of vanadium oxide. These two types of model catalysts were prepared and investigated with respect to their structural and catalytic properties following a rigorous surface science approach under well-defined ultra-high vacuum (UHV) conditions employing a combination of scanning-tunnelling microscopy (STM), molecular-beam techniques, infrared reflection absorption spectroscopy (IRAS) and temperature programmed desorption (TPD). Upon vanadium deposition, three types of V-containing structures were identified on Co3O4(111): V atoms embedded into the Co3O4 lattice, and triangular two-dimensional (2D) and three-dimensional (3D) truncated triangular VOx islands, whose relative abundance strongly depends on the amount of deposited V. Employing CO as a sensitive probe for adsorption sites, V atoms in different oxidation states were identified, including V3+, V4+ and V5+ involved in vanadyl (V5+O) groups. The latter species were shown to participate in dissociation of 2-propanol to the propoxy reaction intermediate, likely serving as a H acceptor. The propoxy intermediate was found to dissociate to acetone on pristine Co3O4(111) and Co3O4(111) containing low V coverages, while increasing V loading leads to an alternative reaction pathway towards propene proceeding via C-O bond scission. Both the adsorbed reaction intermediate preceding propene formation and the gaseous product propene evolving above 430 K in TPD were detected for this reaction pathway. We discuss the possible reaction mechanisms of both competing reaction routes and connect them to the structure of different types of VOx species.
{"title":"Competing reaction pathways in the decomposition of 2-propanol over V-doped Co<sub>3</sub>O<sub>4</sub>(111) model catalysts: a mechanistic study.","authors":"Patrick Hubert, Jan Smyczek, Carsten Schröder, Maximilian Galinski, Lina M Marquardt, Justin Girschik, Bernd Hartke, Guntram Rauhut, Swetlana Schauermann","doi":"10.1039/d5fd00173k","DOIUrl":"10.1039/d5fd00173k","url":null,"abstract":"<p><p>We present a mechanistic study on selective alcohol decomposition over model cobalt oxide-based catalysts: pristine Co<sub>3</sub>O<sub>4</sub>(111)/Au(111) and Co<sub>3</sub>O<sub>4</sub>(111) containing different amounts and forms of vanadium oxide. These two types of model catalysts were prepared and investigated with respect to their structural and catalytic properties following a rigorous surface science approach under well-defined ultra-high vacuum (UHV) conditions employing a combination of scanning-tunnelling microscopy (STM), molecular-beam techniques, infrared reflection absorption spectroscopy (IRAS) and temperature programmed desorption (TPD). Upon vanadium deposition, three types of V-containing structures were identified on Co<sub>3</sub>O<sub>4</sub>(111): V atoms embedded into the Co<sub>3</sub>O<sub>4</sub> lattice, and triangular two-dimensional (2D) and three-dimensional (3D) truncated triangular VO<sub><i>x</i></sub> islands, whose relative abundance strongly depends on the amount of deposited V. Employing CO as a sensitive probe for adsorption sites, V atoms in different oxidation states were identified, including V<sup>3+</sup>, V<sup>4+</sup> and V<sup>5+</sup> involved in vanadyl (V<sup>5+</sup>O) groups. The latter species were shown to participate in dissociation of 2-propanol to the propoxy reaction intermediate, likely serving as a H acceptor. The propoxy intermediate was found to dissociate to acetone on pristine Co<sub>3</sub>O<sub>4</sub>(111) and Co<sub>3</sub>O<sub>4</sub>(111) containing low V coverages, while increasing V loading leads to an alternative reaction pathway towards propene proceeding <i>via</i> C-O bond scission. Both the adsorbed reaction intermediate preceding propene formation and the gaseous product propene evolving above 430 K in TPD were detected for this reaction pathway. We discuss the possible reaction mechanisms of both competing reaction routes and connect them to the structure of different types of VO<sub><i>x</i></sub> species.</p>","PeriodicalId":76,"journal":{"name":"Faraday Discussions","volume":" ","pages":"138-156"},"PeriodicalIF":3.1,"publicationDate":"2026-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147808889","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Marcus Yu, Hong Zhang, William J Wei, Ping Liu, Jingguang G Chen
Binding energies of adsorbed CO and H are key descriptors governing the activity and selectivity of the co-electrolysis of CO2 and H2O to produce syngas with desired CO/H2 ratios. Palladium hydride (PdH), which forms in situ at negative overpotentials, has been identified as the active Pd phase for CO2 reduction to syngas. Herein, binding energies of CO and H are determined using temperature programmed desorption (TPD) of CO and H2 from Pd(111), PdH/Pd(111), and Cu/PdH/Pd(111) under ultra-high vacuum (UHV) conditions. TPD results reveal that desorption of H2 from subsurface PdH occurs at 460 K, while desorption from surface PdH is more facile at 320 K. CO desorption temperatures shift 20 K lower on PdH/Pd(111) compared to on Pd(111). The presence of 0.7 ML Cu further increases the desorption temperature of H2 by 30 K while simultaneously reducing CO desorption temperatures by 70 K. Density functional theory (DFT) calculations show that CO adsorption onto Pd sites is hindered on the 0.7 ML Cu/PdH/Pd(111) surface while the kinetic barrier for H2 desorption is increased. The trends in the binding energies of CO and H on model surfaces are consistent with electrochemical measurements of CuPd powder catalysts in a membrane electrode assembly (MEA), where H2 evolution is reduced while CO production is enhanced compared to unmodified Pd catalysts. Overall, the results from model surface studies (TPD and DFT) provide a prediction and explanation for the activity and CO/H2 ratios observed in electrochemical experiments. This study also demonstrates that CuPd is a promising catalyst with reduced Pd-loading to produce CO-rich syngas.
吸附CO和H的结合能是控制CO和H2O共电解生成所需CO/H2比合成气的活性和选择性的关键描述符。在负过电位下原位形成的氢化钯(PdH)已被确定为二氧化碳还原为合成气的活性钯相。本文通过在超高真空(UHV)条件下对Pd(111)、PdH/Pd(111)和Cu/PdH/Pd(111)中CO和H2的程序升温解吸(TPD)来测定CO和H的结合能。TPD结果表明,在460 K时,H2从地下PdH中解吸,而在320 K时,H2更容易从表面PdH中解吸。与Pd(111)相比,PdH/Pd(111)的CO解吸温度降低了20 K。0.7 ML Cu的存在使H2的解吸温度提高了30 K,同时使CO的解吸温度降低了70 K。密度泛函理论(DFT)计算表明,在0.7 ML Cu/PdH/Pd(111)表面,CO在Pd位点上的吸附受到阻碍,而H2解吸的动力学势垒增加。模型表面CO和H的结合能变化趋势与膜电极组件(MEA)中CuPd粉末催化剂的电化学测量结果一致,与未修饰的Pd催化剂相比,H2的析出减少,CO的生成增加。总的来说,模型表面研究(TPD和DFT)的结果为电化学实验中观察到的活性和CO/H2比提供了预测和解释。该研究还证明了CuPd是一种很有前途的催化剂,可以减少pd负载来生产富co合成气。
{"title":"Correlating binding energies of adsorbed CO and H on model surfaces with CO/H<sub>2</sub> selectivity from co-electrolysis of CO<sub>2</sub> and H<sub>2</sub>O over copper-palladium bimetallic catalysts.","authors":"Marcus Yu, Hong Zhang, William J Wei, Ping Liu, Jingguang G Chen","doi":"10.1039/d5fd00122f","DOIUrl":"10.1039/d5fd00122f","url":null,"abstract":"<p><p>Binding energies of adsorbed CO and H are key descriptors governing the activity and selectivity of the co-electrolysis of CO<sub>2</sub> and H<sub>2</sub>O to produce syngas with desired CO/H<sub>2</sub> ratios. Palladium hydride (PdH), which forms <i>in situ</i> at negative overpotentials, has been identified as the active Pd phase for CO<sub>2</sub> reduction to syngas. Herein, binding energies of CO and H are determined using temperature programmed desorption (TPD) of CO and H<sub>2</sub> from Pd(111), PdH/Pd(111), and Cu/PdH/Pd(111) under ultra-high vacuum (UHV) conditions. TPD results reveal that desorption of H<sub>2</sub> from subsurface PdH occurs at 460 K, while desorption from surface PdH is more facile at 320 K. CO desorption temperatures shift 20 K lower on PdH/Pd(111) compared to on Pd(111). The presence of 0.7 ML Cu further increases the desorption temperature of H<sub>2</sub> by 30 K while simultaneously reducing CO desorption temperatures by 70 K. Density functional theory (DFT) calculations show that CO adsorption onto Pd sites is hindered on the 0.7 ML Cu/PdH/Pd(111) surface while the kinetic barrier for H<sub>2</sub> desorption is increased. The trends in the binding energies of CO and H on model surfaces are consistent with electrochemical measurements of CuPd powder catalysts in a membrane electrode assembly (MEA), where H<sub>2</sub> evolution is reduced while CO production is enhanced compared to unmodified Pd catalysts. Overall, the results from model surface studies (TPD and DFT) provide a prediction and explanation for the activity and CO/H<sub>2</sub> ratios observed in electrochemical experiments. This study also demonstrates that CuPd is a promising catalyst with reduced Pd-loading to produce CO-rich syngas.</p>","PeriodicalId":76,"journal":{"name":"Faraday Discussions","volume":" ","pages":"620-635"},"PeriodicalIF":3.1,"publicationDate":"2026-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147757828","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}