Portfolio

A visual portfolio of my work in space physics & atmospheric science and AI/ML engineering — research figures, benchmarks, and shipped systems. For the full technical stack with code and repositories, see github.com/ktwu01/ktwu01.

Research Highlights

Peer-reviewed and submitted work in the mesosphere–lower thermosphere, observed with meteor radars.

1

Key Points

  • The azimuth of maximum meteor velocity rotates clockwise, from north (local morning) to south (local evening).
  • The velocity distribution has two Gaussian peaks at ~28 km/s and ~54 km/s, revealing bi-annual and annual variations respectively.
  • Major meteor showers produce 45–97% higher counts than the background, driving the velocity peaks upward.
Schematic of the Mengcheng Meteor Radar (MCMR) viewing geometry across the Earth's orbit and rotation.
Fig. 3. Viewing geometry of MCMR: its position through Earth's orbit and rotation, and how local time changes the observed meteor velocity and angle of arrival.
Distribution maps of meteor velocities by horizontal distance and azimuth, sorted into eight local-time intervals.
Fig. 7. Meteor-velocity distribution maps by distance and azimuth, over eight local-time intervals; each point colored by velocity, with matching histograms below.
Nine-year time series of daily meteor-velocity distributions with lower and higher velocity peaks.
Fig. 9. Nine years (2014–2023) of daily meteor-velocity distributions. Red and black mark the lower (μ₁) and higher (μ₂) peaks; the color bar is normalized number density. Panel (b) is the seasonal composite.
2

Key Points

  • The global diurnal tide climatology is resolved with fifteen meteor radars across the MLT region.
  • Diurnal tides are strong at low and mid-latitudes (10–50°N/S), and weak near the equator, higher-mid and polar latitudes.
  • The height of maximum tidal amplitude tracks the solar zenith angle at northern low and mid-latitudes.
World map of the fifteen meteor radar stations and their working frequencies.
Fig. 1. Locations and working frequencies of the fifteen meteor radars used in the global tidal climatology.
3

Keywords

Practical education · Space Physics · Chinese Meridian Project

Solar disk images in six extreme-ultraviolet bands observed by the SDO satellite.
Fig. 3. Solar disks in six EUV bands (94, 335, 193, 304, 131, 171 Å) observed by the SDO satellite around 2022-02-01.
4

Key Points

  • Wave perturbations from the eruption are tracked across four radar stations by projecting winds toward the great-circle direction from the epicenter.
  • Meteor-radar observations are compared directly against WACCM-X simulations in profile, amplitude, and wavelet space.
Comparison of meteor radar and WACCM-X wind perturbations across four stations in profile, amplitude, and wavelet magnitude and phase.
Fig. 1. One-hour high-pass filtered wind perturbations (Wp) at four stations — meteor radar vs. WACCM-X — across altitude profile, altitude-averaged amplitude, and wavelet magnitude & phase.

Selected Projects

AI/ML systems, benchmarks, and platforms — from research tooling to shipped products.

Beyond Research

Invited talks, conference presentations — and life away from the desk.

Presenting at the Top-notch Innovative Talent Joint Training Symposium.
Invited talk — Top-notch Innovative Talent Symposium, the only undergraduate among 40+ scholars.
Oral presentation on diurnal variations at the National Symposium on Solar-Terrestrial Space Physics.
Oral — 20th National Symposium on Solar-Terrestrial Space Physics.
Presenting Hunga-Tonga results at the 4th CGS Workshop.
Talk — 4th CGS (NASA DRIVE Center for Geospace Storms) Workshop.
Rock climbing on an indoor wall.
Off the clock — rock climbing.

Technical Stack

Languages

  • Python Experienced
  • MATLAB Advanced
  • Fortran Intermediate
  • Shell Intermediate
  • HTML/CSS/JS Experienced

Domains

  • Earth-System Modeling
  • Signal Processing
  • Data Science & Visualization
  • LLM Apps & Agents
  • HPC

Tooling

  • FastAPI
  • Redis / Celery
  • LLM APIs
  • WACCM-X
  • Jekyll