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Search Results (947)

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Keywords = ab initio calculations

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26 pages, 11990 KB  
Article
Halo Nuclei from Ab Initio Nuclear Theory
by Petr Navrátil, Sofia Quaglioni, Guillaume Hupin, Michael Gennari and Kostas Kravvaris
Particles 2026, 9(2), 57; https://doi.org/10.3390/particles9020057 (registering DOI) - 14 May 2026
Abstract
A realistic description of halo nuclei, characterized by low-lying breakup thresholds, requires a proper treatment of continuum effects. We have developed an ab initio approach, the No-Core Shell Model with Continuum (NCSMC), capable of describing both bound and unbound states in light nuclei [...] Read more.
A realistic description of halo nuclei, characterized by low-lying breakup thresholds, requires a proper treatment of continuum effects. We have developed an ab initio approach, the No-Core Shell Model with Continuum (NCSMC), capable of describing both bound and unbound states in light nuclei in a unified way. With chiral two- and three-nucleon interactions as the only input, we can predict the structure and dynamics of halo and other light nuclei and, by comparing to available experimental data, test the quality of chiral nuclear forces. We review NCSMC calculations of weakly bound states and resonances of the exotic halo nuclei 6He, 8B, 11Be, and 15C. For the latter, we discuss its production in the capture reaction 14C(n,γ)15C. We highlight the challenges of a description of 6He as a Borromean n-n-4He system. Finally, we present our calculations of excited states in 10Be exhibiting a one-neutron halo structure and a large scale No-Core Shell Model investigation of 11Li as a precursor of a full n-n-9Li NCSMC study. Full article
19 pages, 14023 KB  
Article
Wide-Bandgap A2TiSiO6 (A = Ca, Sr, Ba) Double Perovskites for Optoelectronic Applications
by Łukasz Szeleszczuk, Katarzyna Mądra-Gackowska and Marcin Gackowski
Inorganics 2026, 14(5), 130; https://doi.org/10.3390/inorganics14050130 - 8 May 2026
Viewed by 453
Abstract
The structural, mechanical, electronic, and optical properties of cubic double perovskite oxides A2TiSiO6 (A = Ca, Sr, Ba) were systematically investigated using first-principles density functional theory calculations. Structural optimization within the GGA–PBE framework confirms that all compounds crystallize in [...] Read more.
The structural, mechanical, electronic, and optical properties of cubic double perovskite oxides A2TiSiO6 (A = Ca, Sr, Ba) were systematically investigated using first-principles density functional theory calculations. Structural optimization within the GGA–PBE framework confirms that all compounds crystallize in a stable cubic phase. The negative formation energies indicate thermodynamic stability and potential experimental synthesizability. Ab initio molecular dynamics (AIMD) simulations performed at 300 K further confirm the dynamical stability of all compounds under finite-temperature conditions. The Born–Huang stability criteria performed elastic constant analysis establishes mechanical stability and the derived mechanical moduli indicate the presence of rigid but brittle behavior with moderate amounts of elastic anisotropy. Calculation of the electronic band structure reveals that all the compounds are direct wide-bandgap semiconductors, with the HSE06 bandgaps of Ca2TiSiO6, Sr2TiSiO6 as well as Ba2TiSiO6 being 2.61, 2.50 and 2.37 eV, respectively. The optical property analysis has shown that they are strong in terms of their absorption in the visible–ultraviolet region, with high dielectric constants and good refractive indices, which makes them appropriate in optoelectronics and photovoltaic applications. On the whole, A2TiSiO6 double perovskites are promising for use as wide-bandgap materials in the development of superior optoelectronic devices. Full article
(This article belongs to the Special Issue Recent Progress in Perovskites)
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23 pages, 7599 KB  
Article
Iron-Catalyzed Chlorination of Titanium Oxides in Molten Salts: A Deep Neural Network-Based Mechanistic Study
by Liangliang Gu, Jie Zhou, Wei Liu, Yuanyuan Chen, Linfei Li, Ronggang Sun, Rong Yu, Xiumin Chen and Yunmin Chen
Materials 2026, 19(9), 1746; https://doi.org/10.3390/ma19091746 - 24 Apr 2026
Viewed by 212
Abstract
Molten salt chlorination is a key industrial route for producing titanium tetrachloride (TiCl4), yet the atomistic catalytic role of iron (Fe) in the carbothermic chlorination of titanium oxides remains unclear. Here, the chlorination behavior of the NaCl–C–Cl2–FeTiO3 system [...] Read more.
Molten salt chlorination is a key industrial route for producing titanium tetrachloride (TiCl4), yet the atomistic catalytic role of iron (Fe) in the carbothermic chlorination of titanium oxides remains unclear. Here, the chlorination behavior of the NaCl–C–Cl2–FeTiO3 system was investigated by combining thermodynamic calculations with Ab Initio Molecular Dynamics (AIMD) and Deep Potential Molecular Dynamics (DPMD) simulations. AIMD results show that carbon adjacent to Fe exhibits enhanced reactivity, and that Fe-C synergistic electron transfer promotes both titanium oxide reduction and subsequent titanium chlorination. DPMD results further reveal that Fe not only accelerates these transformations, but also improves interfacial contact among carbon, titanium oxides, and molten salt, thereby enhancing mass transfer and shortening the formation time of TiCl4. Temperature-dependent analysis indicates that Fe-C and C-O coordination numbers remain high near 1073 K, where TiCl4 formation is efficient and relatively stable. Although increasing temperature can further enhance diffusion, its effect on reaction acceleration is limited, while excessively high temperatures weaken Fe-C interactions and reduce catalytic efficiency. These findings clarify the catalytic mechanism of Fe in molten salt chlorination at the atomic scale and provide theoretical support for process optimization. Full article
(This article belongs to the Section Metals and Alloys)
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15 pages, 3610 KB  
Article
Synergistic Regulation of Oxygen Reduction Activity on Antimonene via Transition Metal–Nonmetal Dual-Atom Doping
by Yusong Weng, Xin Zhao, Wentao Liang, Ming Wang, Wei Deng and Xuefei Liu
Nanomaterials 2026, 16(8), 465; https://doi.org/10.3390/nano16080465 - 14 Apr 2026
Viewed by 301
Abstract
Two-dimensional antimonene has recently emerged as a promising electrocatalytic platform; however, its oxygen reduction reaction (ORR) activity and modulation strategies remain largely unexplored. Herein, density functional theory (DFT) calculations are employed to systematically investigate ORR catalysis on antimonene co-doped with transition metal (TM) [...] Read more.
Two-dimensional antimonene has recently emerged as a promising electrocatalytic platform; however, its oxygen reduction reaction (ORR) activity and modulation strategies remain largely unexplored. Herein, density functional theory (DFT) calculations are employed to systematically investigate ORR catalysis on antimonene co-doped with transition metal (TM) and nonmetal (C, P) dual atoms. The results reveal that Pd@C–Sb, Pt@C–Sb, and Pd@P–Sb exhibit remarkably enhanced ORR activity, delivering low overpotentials of 0.31 V, 0.32 V, and 0.38 V, respectively, significantly outperforming their single-atom-doped counterparts. Mechanistic analyses demonstrate that nonmetal dopants induce strong synergistic interactions with TM centers, leading to charge redistribution and effective regulation of the TM d-band center, which optimizes the adsorption energetics of key ORR intermediates. Notably, the number of d-electrons of TM atoms is identified as a reliable electronic descriptor governing intermediate binding strength and catalytic activity. Furthermore, ab initio molecular dynamics simulations confirm the excellent thermodynamic stability of the optimized dual-atom catalysts. This work elucidates the atomic-scale origin of synergistic enhancement in dual-atom-doped antimonene and provides a rational design strategy for high-performance ORR electrocatalysts based on two-dimensional main-group materials. Full article
(This article belongs to the Section Energy and Catalysis)
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15 pages, 1736 KB  
Article
Static Local Lattice Distortion in BCC Refractory High-Entropy Alloys: A DFT Study of NbTaTiV, TiZrNbMo, and HfZrNbMo
by Tijana Đorđević, Ana Kalinić and Dejan Pjević
Metals 2026, 16(4), 412; https://doi.org/10.3390/met16040412 - 9 Apr 2026
Viewed by 540
Abstract
Local lattice distortion (LLD) arising from atomic size mismatch is an important structural feature of body-centered cubic (BCC) refractory high-entropy alloys (RHEAs). Reported LLDs are often difficult to compare across alloys because studies use different definitions and reference lattices. In this paper, we [...] Read more.
Local lattice distortion (LLD) arising from atomic size mismatch is an important structural feature of body-centered cubic (BCC) refractory high-entropy alloys (RHEAs). Reported LLDs are often difficult to compare across alloys because studies use different definitions and reference lattices. In this paper, we computed a consistent static DFT baseline for width-based LLD descriptors for three equimolar quaternary BCC RHEAs: NbTaTiV, TiZrNbMo, and the sparsely reported HfZrNbMo. The alloys were modeled as 128-atom special quasi-random structures and fully relaxed using density functional theory (DFT). Two complementary descriptors were evaluated from the relaxed geometries using a consistently defined reference lattice: a displacement-based metric derived from atomic off-site displacements and a shell-resolved bond length broadening metric for the first and second coordination shells. The resulting LLD descriptors have the lowest values for NbTaTiV, intermediate values for TiZrNbMo, and the highest for HfZrNbMo. Element-resolved analysis shows that individual species contribute differently to the overall distortion, information that is not captured by global descriptors alone. The pretrained MACE machine learning interatomic potential is assessed as a pre-relaxation step prior to DFT relaxation, as well as for screening candidate lattice parameters for HfZrNbMo. Full article
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9 pages, 1404 KB  
Article
Impact of O/S Substitution on Ligand Field and Single-Ion Magnetic Properties of Co(II) N3-Containing Octahedral Complexes
by Yan-Fang Wu, Zheng Huang, Jing Wei, Rong-Jie Hao, Jia-Ying Wang, Yan Peng, Ning Song, Zhao-Bo Hu, Yu-Hui Tan and Yun-Zhi Tang
Magnetochemistry 2026, 12(4), 45; https://doi.org/10.3390/magnetochemistry12040045 - 7 Apr 2026
Viewed by 457
Abstract
Electronics evolution drives SMMs as a frontier, overcoming conventional magnetic material limits via molecular spin coupling. Two relevant Co(II) mononuclear complexes, [Co(MOP)4(N3)2] (1) and [Co(MSP)4(N3)2] (2) (MOP [...] Read more.
Electronics evolution drives SMMs as a frontier, overcoming conventional magnetic material limits via molecular spin coupling. Two relevant Co(II) mononuclear complexes, [Co(MOP)4(N3)2] (1) and [Co(MSP)4(N3)2] (2) (MOP = 4-methoxypridine and MSP = 4-methylthiopyridine) were synthesized through changing the substituents of ligands. The Co(II) ions in the two complexes show octahedron coordination geometries. The replacement of the O to S in the equatorial plane leads to different Jahn–Teller effect because of the shorter Co(II)-N in the equatorial plane, resulting in the significantly different slow relaxation process confirmed by ab initio calculation. The results confirm the Co(II) ion is sensitive to ligand field. Full article
(This article belongs to the Section Molecular Magnetism)
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15 pages, 2365 KB  
Article
Ion-Pair Mediated Valence Isomerization of Selected Cyclic C7H8 Molecules Trapped in Insertion Complexes
by Chen Liang and Fedor Y. Naumkin
Int. J. Mol. Sci. 2026, 27(7), 3086; https://doi.org/10.3390/ijms27073086 - 28 Mar 2026
Viewed by 383
Abstract
Highly polar M-mol-X (M = alkali metal, mol = molecule, X = halogen) insertion complexes have been predicted to offer potential practical applications, including molecular interactions with light, ion-pair induced isomerization, etc. In the present work, the insertion complexes of the seven-membered, fused [...] Read more.
Highly polar M-mol-X (M = alkali metal, mol = molecule, X = halogen) insertion complexes have been predicted to offer potential practical applications, including molecular interactions with light, ion-pair induced isomerization, etc. In the present work, the insertion complexes of the seven-membered, fused bicyclic norcaradiene and its monocyclic isomer trapped in Li-I, Na-I, and K-I counterion pairs were investigated using ab initio methods. The structures, stability, polarities, and simulated infrared spectra are analyzed and the effects of the insertion on the norcaradiene to cycloheptatriene isomerization process are examined. Furthermore, an uncommon bond between iodine and a fully substituted carbon atom is reported upon and hypothesized to be catalyzed by the presence of the cation in the insertion complexes. Full article
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19 pages, 4546 KB  
Article
Mechanistic Studies on the Surface Reactions of Aluminum–Lithium Alloy Oxides
by Jiageng Xiong, Lijun Bao, Nijing Guo, Mi Zhang, Hua Hou, Yong Wu and Baoshan Wang
Aerospace 2026, 13(4), 309; https://doi.org/10.3390/aerospace13040309 - 26 Mar 2026
Viewed by 430
Abstract
Aluminum–lithium (Al-Li) alloys have attracted great interests in aerospace, solid propellants, and explosives industries. However, the practical use of Al-Li remains challenging because of instability during storage. Poor corrosion resistance and passivation of the Al-Li alloys are ascribed to the surface cracking of [...] Read more.
Aluminum–lithium (Al-Li) alloys have attracted great interests in aerospace, solid propellants, and explosives industries. However, the practical use of Al-Li remains challenging because of instability during storage. Poor corrosion resistance and passivation of the Al-Li alloys are ascribed to the surface cracking of the oxidation layer. Using a variety of ab initio quantum chemistry methods, the cracking mechanisms of Al/Li/O oxides induced by H2O, LiOH, and Li2O have been revealed theoretically by means of Al4O6 and Al8O12 cluster models. All six reactions are shown to be highly exergonic dissociative adsorption processes. In terms of the Gibbs free energy profiles, the adsorption energy and reactivity are in the order Li2O > LiOH > H2O, which is independent of sizes of clusters. However, cluster size does have an impact on the adsorption energies of H2O, LiOH, and Li2O. For the reactions of H2O, the energetic routes are dominated by proton transfer and followed by the O-Al bond cleavage to generate trench or protrusion structures. However, proton transfer is inhibited considerably by the O-Li interaction. As the Li atom migrates to form various Li-O coordinates along with the O-Al bond cleavage, the alumina clusters are cracked stepwisely through the interlayer O-Al bond association or displacement. The edge Al sites are always less reactive than the topmost surface Al. The Li atoms are prone to migrate from the edge to the surface as accompanied by the O-Al bond rearrangement. Present calculations provide a deep understanding of the oxidation behavior of the Al-Li alloys and present new insights towards increasing storage stability. Full article
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16 pages, 1253 KB  
Article
Periodic DFT Investigation of Isosymmetric Alpha–Beta Phase Transition in Resorcinol Under Ambient and High Pressure
by Anna Maria Mazurek, Monika Franczak-Rogowska and Łukasz Szeleszczuk
Crystals 2026, 16(3), 215; https://doi.org/10.3390/cryst16030215 - 23 Mar 2026
Viewed by 503
Abstract
Isosymmetric phase transitions driven by subtle hydrogen-bond rearrangements remain challenging for periodic density functional theory (DFT), particularly when energy differences between polymorphs are small. Resorcinol represents an interesting case in which the α and β polymorphs crystallize in the same space group and [...] Read more.
Isosymmetric phase transitions driven by subtle hydrogen-bond rearrangements remain challenging for periodic density functional theory (DFT), particularly when energy differences between polymorphs are small. Resorcinol represents an interesting case in which the α and β polymorphs crystallize in the same space group and differ primarily in hydroxyl orientation and hydrogen-bond topology. In this work, the α–β phase transition was systematically investigated using periodic DFT calculations under ambient and elevated pressure. A broad set of exchange–correlation functionals combined with different dispersion corrections was benchmarked against experimental structural and energetic data. Dispersion-corrected methods were essential for reproducing lattice parameters and the pressure-induced inversion of stability. PBESOL with Tkatchenko–Scheffler dispersion provided the most consistent agreement with the experiment and was therefore used for phonon and ab initio molecular dynamics simulations. Phonon-derived thermodynamic analysis revealed a delicate enthalpy–entropy balance governing the transition, strongly affected by pressure. Dynamical simulations confirmed the instability of the α phase under compression, demonstrating the cooperative nature of this hydrogen-bond-driven isosymmetric transformation. Full article
(This article belongs to the Special Issue Density Functional Theory (DFT) in Crystalline Material)
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10 pages, 1569 KB  
Article
The Effect of Potassium Superoxide (KO2) Surface Symmetry on Its Thermal Decomposition: Insights from First-Principles and Experimental Analyses
by Jingya Dong, Fuhao Zhang, Xiao Zhang, Shikai Chang, Yuting Zhang and Rongdong Wang
Symmetry 2026, 18(3), 504; https://doi.org/10.3390/sym18030504 - 16 Mar 2026
Viewed by 414
Abstract
Potassium superoxide (KO2) can form during the oxidation of residual potassium in NaK-contaminated cold traps of sodium-cooled fast reactors. Its strong oxidizing nature, combined with limited thermal stability, raises safety concerns during shutdown and maintenance. Here, we integrate first-principles calculations with [...] Read more.
Potassium superoxide (KO2) can form during the oxidation of residual potassium in NaK-contaminated cold traps of sodium-cooled fast reactors. Its strong oxidizing nature, combined with limited thermal stability, raises safety concerns during shutdown and maintenance. Here, we integrate first-principles calculations with experiments to clarify the facet stability, temperature-driven surface evolution, and stepwise thermal decomposition of KO2. Guided by the tetragonal I4/mmm crystal symmetry of bulk KO2, symmetry-non-equivalent low-index facets and relevant surface terminations were systematically evaluated to identify physically meaningful exposed surfaces. Ab initio molecular dynamics (AIMD) simulations further show that heating induces progressive surface amorphization and enhanced oxygen mobility, accompanied by the emergence of shortened O-O bonds and outward migration of oxygen species. Kinetic analysis using the climbing-image nudged elastic band (CI-NEB) method indicates that oxygen evolution is preferentially mediated by O2 release rather than atomic oxygen escape. Differential scanning calorimetry (DSC) reveals two endothermic events consistent with sequential decomposition, while X-ray diffraction (XRD) confirms the transformation of KO2 into K2O. Collectively, these results provide an atomistic-to-macroscopic understanding of KO2 decomposition, offering practical guidance for defining safer preheating windows and handling strategies for NaK-contaminated components. Full article
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24 pages, 7945 KB  
Article
Polynuclear Superhalogen Anions with Heterovalent Central Atoms
by David Mekhael, Piotr Skurski and Iwona Anusiewicz
Molecules 2026, 31(6), 933; https://doi.org/10.3390/molecules31060933 - 11 Mar 2026
Viewed by 528
Abstract
This study explores a novel class of polynuclear superhalogen anions featuring heterovalent central atoms from groups 13 (B, Al) and 15 (P, As). The investigated species follow a modified general formula, (XnYnF{(3n+5n [...] Read more.
This study explores a novel class of polynuclear superhalogen anions featuring heterovalent central atoms from groups 13 (B, Al) and 15 (P, As). The investigated species follow a modified general formula, (XnYnF{(3n+5n)+1}) where X = B and/or Al, Y = P and/or As, and n + n′ = 2–4. Low-energy isomers were identified using the Coalescence Kick method and subsequently optimized at the MP2/aug-cc-pVDZ level of theory. Electronic stability was assessed via the outer valence Green’s function (OVGF) approach with the same aug-cc-pVDZ basis set. All examined anions exhibit exceptional electronic stability, with vertical electron detachment energies (VDEs) ranging from 10.70 to 12.37 eV, significantly exceeding the superhalogen threshold of 3.65 eV. Thermodynamic analyses indicate that aluminum atoms play a crucial role in stabilizing larger clusters by acting as a structural “glue”, thereby suppressing fragmentation through the loss of neutral XF3 or YF5 units. In contrast, larger non-metallic analogs show an increased propensity toward dissociation. The potential of the heterovalent polynuclear superhalogen anions as weakly coordinating anions (WCAs) was further evaluated through molecular electrostatic potential (ESP) analysis. The results demonstrate that combining different central atoms within boron-based frameworks leads to a more homogeneous charge distribution, enhancing weakly coordinating behavior. Full article
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21 pages, 7685 KB  
Article
First Principle Studies on the Reactivity and Stability of LiPF6 Surfaces in the Presence of Fluoride and Hydrogen Fluoride
by Mpho D. S. Lekgoathi and Gugu Kubheka
Surfaces 2026, 9(1), 26; https://doi.org/10.3390/surfaces9010026 - 11 Mar 2026
Viewed by 625
Abstract
The effect of LiPF6 acidity, represented by LiPF6·xHF adduct formation and its interaction with fluoride species, on the surface reactivity and stability of LiPF6 was investigated using density functional theory (DFT) calculations performed with the Vienna Ab initio Simulation [...] Read more.
The effect of LiPF6 acidity, represented by LiPF6·xHF adduct formation and its interaction with fluoride species, on the surface reactivity and stability of LiPF6 was investigated using density functional theory (DFT) calculations performed with the Vienna Ab initio Simulation Package (VASP). The exchange–correlation energy was described using the Perdew–Burke–Ernzerhof (PBE) functional within the Generalized Gradient Approximation (GGA). Four distinct surface terminations of the (003) and (101) facets—F4–P2–Li, P2–F3–Li, Li2–F3–P, and F4–Li2–P were systematically examined. Surface and adsorption energies were evaluated together with key electronic descriptors, including the work function, dipole moment, electron localization function (ELF), electrostatic potential, band structure, and density of states, to elucidate the mechanisms governing adsorption and stability. The (101) facet exhibits a pronounced susceptibility to HF-induced solvation, driven by enhanced surface polarity, a low work function, and intermolecular H–F interactions at lithium-exposed terminations. In contrast, the thermodynamically dominant (003) facet shows greater resistance to HF interaction, with adsorption remaining predominantly molecular and progressing toward deliquescence only at elevated HF concentrations. Fluorine-rich and charge-balanced terminations on both facets display enhanced stability, characterized by high work functions, minimal ELF redistribution, and suppressed charge transfer. Full article
(This article belongs to the Special Issue Surface and Interface Science in Energy Materials)
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8 pages, 463 KB  
Article
Ab Initio Study on the Halo Structure in 11Be
by Shihang Shen, Serdar Elhatisari, Dean Lee, Ulf-G. Meißner and Zhengxue Ren
Particles 2026, 9(1), 25; https://doi.org/10.3390/particles9010025 - 10 Mar 2026
Viewed by 605
Abstract
We present an ab initio study on the one-neutron halo nucleus 11Be using nuclear lattice effective field theory with high-fidelity chiral interactions at N3LO. By employing the wavefunction matching method to mitigate the sign problem and the pinhole algorithm to sample many-body [...] Read more.
We present an ab initio study on the one-neutron halo nucleus 11Be using nuclear lattice effective field theory with high-fidelity chiral interactions at N3LO. By employing the wavefunction matching method to mitigate the sign problem and the pinhole algorithm to sample many-body correlations, we successfully reproduce the ground-state parity inversion and the extended matter radius characteristic of the halo structure. We analyze the intrinsic density distributions and geometric shapes of 11Be in comparison with the core nucleus 10Be. Our results reveal a prominent two-cluster structure in both nuclei and the occupation of the σ molecular orbital by the valence neutron in 11Be. It enhances the prolate deformation as well as the diffuse neutron tail, distinct from the π-orbital occupation observed in the 10Be ground state. Full article
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9 pages, 346 KB  
Article
Effect of Order on the Spin Gapless Semiconducting Behavior of Mn2CoAl
by Iosif Galanakis
Micro 2026, 6(1), 20; https://doi.org/10.3390/micro6010020 - 10 Mar 2026
Viewed by 406
Abstract
Employing ab initio electronic structure methods, in this study, I examine the effect of order on the spin gapless semiconducting behavior of the Mn2CoAl Heusler compound. The occurrence of atomic disorder in general destroys the spin gapless semiconductivity observed in the [...] Read more.
Employing ab initio electronic structure methods, in this study, I examine the effect of order on the spin gapless semiconducting behavior of the Mn2CoAl Heusler compound. The occurrence of atomic disorder in general destroys the spin gapless semiconductivity observed in the inverse XA lattice structure; however, in some cases, novel magnetic configurations emerge. In the case of structures derived from the XA structure, where only Mn-Co or Mn-Al atoms are mixed, Mn2CoAl alloy presents a half-metallic magnetic character. In the case of full disorder (A2 lattice structure), where atoms occupy all sites with the same probability, the ground state is an antiferromagnetic metallic one. The L21 and B2 lattice structures, where Mn atoms occupy both sites of a similar local environment, correspond to a ferromagnetic state of very high spin magnetic moment per formula unit. The present study encompasses a much larger variety of disordered structures in comparison with other studies in the literature. It concludes that the control and minimization of the concentration of impurities at anti-sites is imperative to achieving optimal performance in spintronic devices based on spin gapless semiconducting Mn2CoAl. Full article
(This article belongs to the Section Microscale Materials Science)
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18 pages, 5501 KB  
Article
Spatial Prediction of Electronic Wavefunctions from Reciprocal Lattices: Visualization of Electronic Properties of 2D Materials Using Deep Convolutional Neural Networks
by Rubén Guerrero-Rivera, Norma A. García-Vidaña, Francisco J. Godínez-García, Zhipeng Wang, Morinobu Endo and Josué Ortiz-Medina
AI Mater. 2026, 1(1), 3; https://doi.org/10.3390/aimater1010003 - 13 Feb 2026
Viewed by 1249
Abstract
The representation of electronic wavefunctions in real space grids, which are directly related to molecular orbitals and electronic densities either in molecular or crystalline systems, is a fundamental part of many studies at ab initio levels, since it contributes to the understanding of [...] Read more.
The representation of electronic wavefunctions in real space grids, which are directly related to molecular orbitals and electronic densities either in molecular or crystalline systems, is a fundamental part of many studies at ab initio levels, since it contributes to the understanding of complex physical and chemical phenomena at the nanoscale. This work proposes the use of a deep convolutional neural network for the prediction of electronic wavefunctions at arbitrary positions along high-symmetry points within the reciprocal space (first Brillouin zone), which can be represented as isosurfaces in the real space. The proposed neural network algorithm is trained with data from density functional theory (DFT) calculations of monolayer 2D crystalline systems (i.e., pristine, B- and N-doped graphene, and MoS2) and was able to produce predictions of data for wavefunction representation on the real space, with accuracies in between 62% and 92%, from calculated determination coefficients. Moreover, the optimized method for generating spatial representations of electronic wavefunctions, based on Machine Learning, is at least 25× faster than the conventional DFT-based methodology, enabling an efficient way for a quick assessment of 2D material properties related to the spatial distribution of electronic wavefunctions in the real space, such as local charge density and molecular orbital visualization in crystalline systems, and including their dependence on the position within the reciprocal space. Full article
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