Research timeline · the order it actually happened

Eight years, one thread.

From a damped sine wave off a SAW resonator (2018) to an arm cuff that thinks like a Swan-Ganz (2026).

Start in 2018 Jump to today

The arc

  1. 2018 BS thesis · Amirkabir

    Frequency estimation for SAW resonator sensors

    Pulling the resonant frequency of a SAW resonator out of its damped-sine response. FFT plus parabolic interpolation, with a small neural network to clean up the residual.

    IEEE ICSPIS 2019 — NN+FFT method → IEEE ICEE 2018 — FFT-based detection → IRSS 2019 — FFT limitations →
  2. 2016–2018 MS · University of Tehran

    MS in Integrated Circuits

    CMOS analog and mixed-signal: amplifiers, filters, ADCs — noise budgets, mismatch, common-mode rejection. Shaped how I do PCBs.

  3. 2019–2022 Industry · Tosan Co.

    14-layer PCB · FPGA signal chains

    Three years leading 14-layer DSP/IF board design at Tosan: PDN, EMI/EMC, thermal budgets. Microprocessor signal chains on Artix-7 and Kintex-7. Came back to research with a builder’s mindset.

  4. Aug 2022 PhD start · Pitt

    PhD start at Pitt · Mukkamala lab

    Bioengineering, Biosignals track. Joint coursework at CMU: ML, ML in healthcare, DSP, biostatistics. The pivot from electronics to clinical physiology.

  5. 2023 First conference talk

    Toward reproducible Valsalva responses

    First IEEE-EMBS conference: why the Valsalva maneuver is hard to reproduce across patients and devices.

  6. 2024 Co-authored paper

    Air-volume for oscillometric BP

    Co-authored work: incorporating cuff air volume alongside pressure improves oscillometric BP. Plus a piece in Analysis & Sensing on self-powered wearable pressure sensors.

    Analysis & Sensing 2024 — wearable pressure sensors →
  7. 2025 Sci Reports + Smart Cuff

    A double year

    Two papers, two prizes. The Sci Reports paper showed a popular home BP monitor uses a variable ratio driven by the max oscillogram amplitude (errors 5.8/1.5 → 1.5/0.8 mmHg). The Smart Cuff cardiac-output paper matched invasive pulse-contour (r=0.60, 83% concordance) in 34 surgical patients — Outstanding Paper at MACSOS, Top Poster at Safar.

    medRxiv 2025 — Cuff-based cardiac output → Sci Reports 2025 — max-amplitude BP method → Smart Cuff case study →
  8. 2026 · now In flight

    Sub-diastolic continuous tracking · defending Dec 2026

    Smart Cuff dataset locked, preprint in revision, prototype now holds the cuff below DBP for continuous tracking. Two more prizes in 2026: Top Prize at the Safar Symposium and Professional Development Award at the 19th UPPA Postdoctoral Research Symposium. Defending in December — looking for the next chapter.

    Roles I’m targeting → Email me →