just_grassy

just_grassy

Chungbuk Science High School
embedded systems & flight tech

I design and build embedded systems for flight and robotics — from circuit board to firmware to flight dynamics — and publish the process along the way.

Embedded Systems Engineer
ORCID Profile GitHub lmw.hpc@gmail.com
0Core Projects
0Ventures
0Team Collaborations

01 — Core Projects

Selected Work

Flight systems, embedded platforms, and research projects, ordered by priority. Status badges reflect where each project actually stands today.

Research

GES: Ground Effect Stabilizer — Onboard-Sensor-Based Feedforward Estimation of Ground Effect on Irregular Terrain via Machine Learning versus Analytical Models

Onboard-sensor-based feedforward estimation of ground effect over irregular terrain, comparing machine learning and analytical models for multirotor flight.

Ground EffectFlight DynamicsMachine LearningMultirotor
Under Review

Rigid-Body Simulation-Based Probabilistic Analysis of Drone Crash Impact Points and Its Embedded System Application

Rigid-body simulation-based probabilistic analysis of drone crash impact points, implemented as a Monte Carlo simulator in C99, with an embedded systems application layer.

Submitted to IEEE Robotics and Automation Letters (RA-L); received an editor reject and is being revised with additional experiments for resubmission.

C99Monte Carlo SimulationRigid-Body DynamicsEmbedded Systems
Individual Research
In Progress

Extreme-FC

A flight controller and drone platform engineered for reliable operation under extreme environmental conditions.

Flight ControllerSTM32Embedded Systems
Individual Project
Research

Samara Autorotation Descent Research

Study of samara-inspired autorotation for controlled, power-free descent, exploring passive stabilization strategies for small flight vehicles.

AutorotationBio-inspired DesignAerodynamics
Individual Research
Concept / Planning

Pixhawk Auto Docking Station

An automated docking station concept for Pixhawk-based drones, enabling autonomous landing, charging, and redeployment.

PixhawkAutonomous DockingDrone Infrastructure
Individual Project
Early Stage

CanSat (ELRS + LoRa TDMA)

A CanSat platform using ExpressLRS and LoRa TDMA scheduling for redundant, low-latency telemetry links.

CanSatELRSLoRaTDMA
Individual Project
Cutist logo
Completed

Cutist

An adaptive Pomodoro-style study assistant that adjusts session timing to focus patterns, presented at the IEEE SSCS Arduino Contest.

ArduinoIEEE SSCSEmbedded Systems
Individual Project
Completed

Custom BEC PCB

A custom battery eliminator circuit (BEC) board designed in KiCad and fabricated through JLCPCB for regulated power delivery in flight systems.

KiCadPCB DesignJLCPCBPower Electronics
Individual Project
Completed

Y-Zipper Drone Wireless Charging Alignment

A Y-zipper-based mechanical alignment guide for drone wireless charging pads, built for the Nobel 100x100 competition.

Wireless ChargingMechanical DesignDrone Infrastructure
Individual Project

02 — Ventures

Startups & Products

Ideas taken from competition prototype to a product being actively developed.

Completed

Safe Fire

An IoT device that automatically removes a fire extinguisher's safety pin in an emergency, cutting critical response time during a fire.

Originally built with a teammate for a middle school startup competition, where it won the Ministry of SMEs and Startups Minister's Award (grand prize) and a mock funding round reached ₩270M in simulated pledges. Now being developed solo into an actual startup product.

IoTFire SafetyStartup
Founder
BuildIt logo
In Progress

BuildIt

An educational platform that fixes the code-review skill gap from AI-assisted ("vibe") coding, teaching top-down from real code to review fundamentals.

Launched publicly on Product Hunt and X on August 6, 2026.

EdTechWeb PlatformCode Review

03 — Writing & Community

Sharing What I Learn

Technical writing and community projects built to make hard-won knowledge easier for others to find.

Completed

STM32 LL Driver Article Series

A technical article series on writing low-level (LL) drivers for STM32 microcontrollers, from register-level fundamentals to practical peripheral drivers.

STM32Technical WritingLL Drivers
Author
Completed

IESBJ

A student-run technical journal that I built and operate, publishing engineering and science writing by students.

Technical JournalCommunityPublishing
Founder & Operator

04 — Team Projects

Building With Others

Every project I've built as part of a team, from a delivery robot to school-wide platform tooling.

Delibot
In Progress

Delibot

An indoor last-mile delivery robot built on STM32 (mixed LL/HAL) and Raspberry Pi, using BNO080 IMU and encoder-based localization, with elevator integration for multi-floor delivery.

STM32Raspberry PiBNO080 IMURobotics
Team Project — STM32 Firmware
In Progress

FTC Decode

Competing in the FIRST Tech Challenge (FTC) Decode season, building and programming a competition robot.

FTCRoboticsCompetition
Team Project
cbgpu logo
Completed

cbgpu

An all-in-one school life platform — GPU rental and server deployment alongside class timetables, self-study room applications, meal menus, discussion boards, study groups, and voting, all in one place.

Platform EngineeringGPU InfrastructureSchool Life
Team Project

05 — Where It Started

Middle School Journey

The earlier projects that built the foundation for everything above.

Object-Picking Robot

Built a robot that extends a leg-like arm into tight, hard-to-reach spaces to pull out objects stuck deep inside — an early hands-on introduction to mechanical actuation.

IMU-Based Seismic Building Model

Learned IMU fundamentals and applied drone gimbal stabilization principles to a numerically-integrated seismic response model for earthquake-resistant building design. Won a Merit Award in the Physics category at the 69th Chungbuk Science Exhibition.

06 — Tech Stack

Tools I Build With

Languages

CC++Python

Embedded

STM32ESP32ArduinoRaspberry PiREV Control Hub

Hardware Design

Flight & Autonomy

PixhawkArduPilotBetaflightDJIT-MotorTBSFrSkyFPV Drone Builds

AI & Compute

NVIDIA RTX 5000CUDAJupyterHubClaude CodeMATLAB & Simulink

Dev Tools

GitDockerVS CodeCLionPyCharmAndroid StudioPlatformIOLaTeX

Frameworks & Collab

ReactFlutterNotionSlackObsidian

Linux & Systems

UbuntuUbuntu ServerArch LinuxFedora LinuxKali Linux

07 — Certificates

Always Learning

Drag to browse
Claude Code in Action

Claude Code in Action

Anthropic · Aug 2026

Claude 101

Claude 101

Anthropic · Aug 2026

NYPC 2025 — Round 2 Special Award

NYPC 2025 — Round 2 Special Award

NEXON · Oct 2025

NYPC 2025 — Round 1

NYPC 2025 — Round 1

NEXON · Oct 2025

SW·AI Education Essay Contest — Grand Prize

SW·AI Education Essay Contest — Grand Prize

Ministry of Science and ICT / KOFAC · Oct 2023