RM/

ENGINEERING / INDEPENDENT WORK

Direct-to-chip cooling
in development.

My independent work connects fixture design, heat transfer, instrumentation and Python analysis. The cold-plate bench is planned; the supporting software is implemented with analytical and synthetic examples.

01 / INDEPENDENT COOLING PROJECT

Planned bench and first experiment.

University research
PLANNEDPlanned reservoir and submerged pump feed inlet temperature sensing, a heated source and commercial cold plate, outlet temperature sensing, a restriction and fixed nozzle for timed catch measurements. Dry instrumentation remains separate.
PLANNED · Schematic of the proposed liquid-stage bench, not an as-built apparatus. Component shapes and spacing are generic; mounting, electrical details and measurement qualification remain under review. Open the diagram for a larger view.
01PLANNED · Design and measurement preparation
Liquid cooling / Instrumentation / Experimental design

Direct-to-Chip Cooling Bench

Developing a single-phase water-cooling experiment to study how coolant flow affects the thermal response of a heated aluminum source and commercial cold plate.

Design and measurement preparationView project
First experiment · planned

At one fixed qualified heater pattern, compare three qualified flow conditions and independently re-establish one same-mount repeat. The first deliverable is a traceable dataset and an uncertainty-supported interpretation of installed thermal response. A second heater pattern and a full remount belong to the later campaign.

02 / SUPPORTING SOFTWARE

Small tools, inspectable inputs.

These AI-assisted educational projects are implemented and have current software checks. Their public demonstrations use analytical calculations or synthetic records.

01ANALYTICAL · Educational software
Thermal Calculator educational plot of calculated heat removal against mass flow at a constant temperature rise.
ANALYTICAL · Calculated example; no measured cooling performance.
Thermal analysis / Python / CLI

Thermal Calculator

An educational calculation package and command-line interface for introductory heat transfer and internal flow.

6 SI-unit calculations · 29 testsView project
02SYNTHETIC · Generated records
Repository-generated time-series plots from the synthetic restricted-flow scenario.
SYNTHETIC · Generated sample data; no physical measurements.
Synthetic data / Reproducibility / Python

Sensor Stream Simulator

Reproducible synthetic cooling-loop records for testing analysis paths and data-quality handling.

8 scenarios · 35 testsView project
03SYNTHETIC · Local dashboard
Working Cooling Loop Dashboard interface displaying operating summaries and plots from a synthetic sample dataset.
SYNTHETIC · Generated sample data; no physical measurements.
Data visualization / Streamlit / Thermal analysis

Cooling Loop Dashboard

A local Streamlit app for synthetic cooling-loop CSV analysis, data-quality checks, visualization, and report export.

File analysis · 21 testsView project
PUBLIC SOURCE & CHECKS

Methods, code and current verification.

Thermal CalculatorSensor Stream SimulatorCooling Loop Dashboard
Experimental readiness methods