Highlights
AI/ML
Arpjyoti Pathak, Mukaddar Sk, Om Jadhav, Samrit Kumar Maity and Ranjit Thapa*
https://doi.org/10.1021/acs.chemmater.5c03142
The Padarth Khoj approach reduces the computational cost by requiring only 2n DFT calculations (for n number of catalyst) for screening sp2-hybridised catalysts for OER/ORR (10 seconds for one catalyst). This approach transforms the massive conventional calculation requirement from (3m+1)n calculations into a streamlined workflow of just 2n DFT calculations.
Dual metal-site catalysts (DMSCs) were screened for CO₂RR toward C₂ products, where CO dimerization energy identified 33 active catalysts, and the occupancy of the dz₂↓ orbital (O-dz₂↓) emerged as a key electronic descriptor correlating with both activity and overpotential, with machine learning (RFR) achieving high predictive accuracy (R² ≈ 0.96–0.98).
Descriptor and Catalysis
Density functional theory (DFT) calculations reveal that the donor–acceptor framework optimizes the p-band center, enhances charge separation, and improves adsorption of oxygenated intermediates, thereby accelerating ORR kinetics. This work provides a rational strategy for designing durable, high-performance metal-free electrocatalysts for sustainable energy applications.
Bidhan Kumbhakar; Sourav Ghosh; Uttam Pal; Taufique Ali; Ranjit Thapa; Pradip Pachfule *
DOI: 10.1021/jacs.6c12376
The synthesis of woven covalent organic frameworks (woven COFs), a rare class of mechanically interwoven crystalline polymers, is primarily constrained by the availability of appropriate linkage chemistry. Here, we provide the first example of a vinylene-linked woven covalent organic framework, which was created under melt polymerization conditions by a Knoevenagel-type condensation between an extended aromatic dialdehyde linker and a Cu(I)-coordinated neocuproine node (Cu(DmPhen)₂). A crystalline woven architecture with strong C=C links and persistent porosity can be formed by incorporating an extended terphenyl-based aldehyde and a stiff copper-phenanthroline node, which encourage framework interlocking.
Rupak Chatterjee, Samim Reza, Surajit Samui, Ranjit Thapa, Asim Bhaumik
https://doi.org/10.1002/anie.202511602
A series of acetylene-linked specialized donor–acceptor (D–A) type conjugated microporous polymers (CMPs) were synthesized by varying the acceptor strength and π-conjugated units. These structural modifications were found to influence key factors such as exciton binding energy and charge dynamics, thereby influencing the photocatalytic CO2 reduction to methanol.
Tsukasa Irie, Liting Yu, Sourav Ghosh, Mika Nozaki, Kohki Sasaki, Tokuhisa Kawawaki, Ranjit Thapa,* Yu Zhao,* Saikat Das,* Zixi Kang,* and Yuichi Negishi*
DOI: 10.1021/jacs.5c23169
To understand the origin of the different gas selectivities toward CO2, H2, and CH4 in TUS-621 and TUS-622, we first examined their electronic structures through density of states (DOS) analysis. Notably, both frameworks exhibit nearly identical global electronic characteristics. The overall DOS profiles, as well as the p-orbital occupancy and p-band centers, are essentially indistinguishable. This suggests that, from a bulk electronic perspective, the two COFs are electronically similar despite their markedly different gas adsorption behavior. Furthermore, upon adsorption, CO2 shows peak broadening in TUS-621 relative to TUS-622 (indicative of stronger electronic coupling between the adsorbate and framework. This enhanced hybridization and DOS broadening collectively suggest a more effective electronic interaction between CO2 and the oxygen site in TUS-621.
Narad Barman, Chiranjib Majumder and Ranjit Thapa*
10.1039/D5SC06657C
Single atom catalysts (SACs) were screened for the simultaneous electrochemical reduction of CO₂ and NO₂⁻ towards urea formation, where only the NH₂ intermediate effectively couples with CO. The NH₂ adsorption free energy was identified as an effective energy descriptor with strong correlation to the limiting potential (R² = 0.93) and activation energy (R² = 0.99), while the occupancy of the dᵧz orbital was found to be the electronic origin of urea reactivity.
Sourav Ghosh, Asif Iqbal, Ranjit Thapa*
we have provided geometrical analysis and σ-electron donation (CO) and π-electron back-donation (dyz) to understand why MNxB systems are suitable for producing C2 products. This study opens the possibility of a future investigation in SAC for C2 products in CORR beyond Cu.
Storage
Density functional theory simulations revealed that entropy-driven stability and oxygen vacancy–induced lattice distortion in CMZCO synergistically tune the electronic structure, enhancing reaction activity and stability in agreement with experimental performance.
Tanmoy Ghosh , Arupjyoti Pathak , Soumya Dhang , Joydip Mondal , Sourav Paul,Ashadul Adalder, Ranjit Thapa , Subhajit Saha a
https://doi.org/10.1016/j.nanoen.2025.111484
DFT calculations revealed that Mo sites of MoS₂ nanosheets facilitate electron transfer to Cr(VI), confirming their role as active sites, while mechanical stress–induced band bending promotes charge separation and enhances reduction activity.
Shilpi Sengupta, Samim Reza , Roshini Arulraj, Ranjit Thapa, Manab Kundu
https://doi.org/10.1016/j.cej.2025.167421
Density functional theory calculations revealed that the CoNi₂S₄/Ni₃S₂ heterostructure exhibits a higher density of states near the Fermi level, enhanced quantum capacitance, and improved electronic conductivity, leading to superior charge storage capability and charge transfer characteristics.
Sayali Ashok Patil, Pallavi Bhaktapralhad Jagdale, Narad Barman, Amanda Sfeir,Mansi Pathak, Sébastien Royer, Ranjit Thapa,* Akshaya Kumar Samal, and Manav Saxena*
doi.org/10.1002/cssc.202500850
Density functional theory simulations revealed interaction energy and electronic state redistribution near the Fermi level in the nickel–cobalt hydroxide heterostructure, contributing to enhanced electrochemical properties.