PEMFC Performance Metrics

Input Parameters

Height of Cathode Channel (mm)

Please enter a value between 1.0 and 2.0 mm.

Width of Cathode Channel (mm)

Please enter a value between 0.5 and 1.5 mm.

Length of Cathode Channel (mm)

Please enter a value between 30 and 90 mm.

Ambient Temperature (°C)

Please enter a value between -20 and 40 °C.

Airflow Velocity (ms⁻¹)

Please enter a value between 1 and 10 ms⁻¹.

Heat Generation (Wm⁻²)

Please enter a value between 1272 and 5040 Wm⁻².

Generate Visualization

Plot Type

Output Variable

X-Axis Variable

Fixed Parameters

Visualization Results

About This Project

Fuel Cell Performance Prediction

This tool provides predictions for PEM fuel cell performance metrics based on physical parameters.

The predictions are generated using two neural network models:

DelpNN: Predicts pressure drop across the fuel cell
TstaNN: Predicts stack temperature

Users can input six key parameters to generate predictions or create visualizations to understand how changes in these parameters affect fuel cell performance.

Input Parameters:

Parameter	Description	Range	Unit
HCC	Height of Cathode Channel	1.0 - 2.0	mm
WCC	Width of Cathode Channel	0.5 - 1.5	mm
LCC	Length of Cathode Channel	30 - 90	mm
Tamb	Ambient Temperature	-20 - 40	°C
Uin	Airflow Velocity	1 - 10	ms⁻¹
Q	Heat Generation	1272 - 5040	Wm⁻²