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Reuben Thomas Thovelil

Publications and source records attributed to Reuben Thomas Thovelil.

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The Post-Silicon Semiconductor Era: A Review of Physics, Synthesis, and Architectural Integration of Carbon Nanotube Field-Effect Transistors

Silicon CMOS scaling is approaching a set of hard physical limits. Direct source-to-drain quantum tunneling, subthreshold swing degradation, and the Dark Silicon thermal ceiling motivate the search for a new channel material. This review builds the case for single-walled carbon nanotubes (SWCNTs) as that material. We follow a continuous narrative from electronic structure theory through synthesis to integration. The SWCNT bandgap and near-ballistic transport limits are derived from the graphene zone-folding framework and Landauer-Büttiker formalism. We benchmark these theoretical limits against ideal coaxial electrostatic bounds to evaluate how the geometry suppresses short-channel effects before tunneling dominates. Comparing this framework against 5 nm experimental data illustrates the aggressive subthreshold degradation driven by source-to-drain tunneling. Furthermore, we derive the exact areal-density equivalence between 1D and 2D quantum capacitance. This demonstrates that close-packed arrays cannot close the dimensional gap to 2D materials, underscoring why superior carrier velocity and electrostatics must carry the CNTFET advantage. Next, we examine CoMoCAT growth and aqueous two-phase extraction against logic fabrication purity demands alongside contact engineering and doping. A closing techno-economic analysis weighs this picture against IEEE IRDS projections. Ultimately, materials purification, contact reliability, and bias temperature instability remain the practical barriers to commercial adoption.

cond-mat.mes-hall

A Unified Physics-Informed Neural Network for Modeling Coupled Electro- and Elastodynamic Wave Propagation Using Three-Stage Loss Optimization

Physics-Informed Neural Networks present a novel approach in SciML that integrates physical laws in the form of partial differential equations directly into the NN through soft constraints in the loss function. This work studies the application of PINNs to solve a one dimensional coupled electro-elastodynamic system modeling linear piezoelectricity in stress-charge form, governed by elastodynamic and electrodynamic equations. Our simulation employs a feedforward architecture, mapping space-time coordinates to mechanical displacement and electric potential. Our PINN model achieved global relative L2 errors of 2.34 and 4.87 percent for displacement and electric potential respectively. The results validate PINNs as effective mesh free solvers for coupled time-dependent PDE systems, though challenges remain regarding error accumulation and stiffness in coupled eigenvalue systems.

cs.NE