SystemVerilog • Logic Simulation • Waveform Analysis • SVA Assertions • ● ACTIVE
- Developing an automated verification framework combining SystemVerilog testbenches, simulation regressions, waveform analysis, and linting rules for specification-driven verification closure.
- Traces functional discrepancies from testbench assertions directly to failing RTL datapath signals.
- Repository: github.com/ilambharathim/AI_RTL_ASSISTANT
Spiking Neural Networks • PolarFire SoC FPGA • RISC-V Coprocessor • Edge AI Acceleration
- Exploring hardware-oriented deployment of Spiking Neural Networks (SNN) on the PolarFire SoC FPGA platform, optimizing spike-timing dynamics and weight quantization for resource-constrained edge vision.
- Exploits PolarFire non-volatile flash architecture for near-zero static leakage power while eliminating redundant multiply-accumulate operations during static frames via event-driven spike sparsity.
PolarFire SoC FPGA Hardware Subsystem: ┌────────────────────────┐ AXI4 Bus ┌────────────────────────────────┐ │ 4x 64-bit RISC-V Cores │ ◀────────────────▶ │ Neuromorphic SNN Accelerator │ │ (Supervisory Control) │ │ • Leaky Integrate & Fire (LIF) │ └────────────────────────┘ │ • Event-Driven Spike Sparsity │ └────────────────────────────────┘
22nm FinFET • 6T SRAM • KLayout • SEMulator3D • Synopsys Custom Compiler
- Designed and analysed a 6-Transistor (6T) FinFET SRAM memory cell to study fin pitch scaling, Static Noise Margins (SNM), and 3D physical process profiles.
- Fin Pitch: 30 nm with minimized parasitic capacitance between adjacent channel fins.
- Read SNM: > 180 mV ensuring non-destructive read operations under process variation.
- Hold SNM: > 280 mV with stable data retention down to {DD,min} = 0.65 ext{V}$.
Cadence Virtuoso • Spectre • 180nm Bulk CMOS • Switched-Capacitor PVT
- Transistor-level design and simulation of an analog switched-capacitor CDC with comprehensive AC, transient, and parasitic evaluation across -40°C to 125°C PVT corners.
- Sensitivity: < 0.15% deviation across ±10% {DD}$ supply variations.
- Resolution: Monotonic 10-bit digital representation of micro-capacitive sensor inputs.
Cadence Virtuoso • Spectre • PFD / Charge Pump / VCO • Phase Noise • VERIFIED
- Verified a 4.8 GHz Phase-Locked Loop subsystem validating lock range, settling behavior, jitter performance, and open-loop stability.
- Lock Range: 4.4 GHz to 5.2 GHz with fast settling response (< 1.8 µs).
- Phase Noise: -112 dBc/Hz offset at 1 MHz with 58° open-loop phase margin across all corners.
Verilog HDL • AMD Xilinx Vivado • Synchronous FSM • Real-Time DSP
- Offline FPGA hardware translating analog flex-sensor kinematic profiles into synthesized audio indices using a low-latency Verilog FSM with deterministic < 15 ms response.
PyTorch 2.0 • NAFNet • SEM Metrology • 35.10 dB PSNR • KLA Track PS01
- Single-stage deep learning restoration architecture for degraded Scanning Electron Microscope (SEM) semiconductor inspection signals.
- Repository: github.com/ilambharathim/TEAM-KIRAH_KLA_PSO1
| Metric | Target Baseline | TEAM KIRAH NAFNet | Gain |
|---|---|---|---|
| Peak SNR (PSNR) | 29.40 dB | 35.10 dB | +5.70 dB Gain |
| Structural Similarity (SSIM) | 0.9200 | 0.9885 | High Edge Fidelity |
| Inference Latency (H100) | 12.0 ms | < 2.4 ms | Real-Time Metrology Speed |
` May 2026 – Jun 2026 Research Intern // IIITDM Kancheepuram • Hardware-efficient AI accelerator architectures & edge quantization.
Oct 2025 – Nov 2025 Project Intern // Synopsys Centre of Excellence (CIT) • 180 nm CMOS Capacitance-to-Digital Converter in Cadence Virtuoso & Spectre.
May 2025 – Jun 2025 Embedded Systems Intern // Phoenix Soft Tech • Microcontroller bus interfacing (SPI/I2C/UART) & peripheral firmware. `
- Chennai Institute of Technology — Bachelor of Electronics and Communication Engineering (2024 – 2028)
- DVCon India 2026 — Contributing to AI-assisted hardware verification & design analysis.
- Central India Hackathon — Top 7 Finalist (100+ national teams, automated air-quality response).
- SEMICON India Hackathon 2026 — Team Leader (Team KIRAH), SOTA SEM image restoration.