FactoryFlow AIVirtual bearing manufacturing line
Browser-local digital production laboratorySynthetic machine signals only · no PLC, MES, factory control or production recommendation connection.

OPERATIONS / QUEUE INTELLIGENCE / BOTTLENECK RESPONSE

See the line.
Change the flow.

A dynamic production twin that extends the student project’s Six-stage bearing line, queue features and wait-time/recommender model artifacts into three comparable factory environments.

Line throughput0units this session
Work in progress0queued parts
Estimated lead time0mbrowser approximation
Quality yield100%synthetic cycle output

FACTORY FLOOR

Precision bearing production line

Paused
INBOUNDMaterial receivingScheduled
→
PRODUCTIONMachining hallSix connected stages
→
QUALITYInspection laboratoryWithin band
→
OUTBOUNDDispatch warehouseAwaiting output

PROCESS TELEMETRY

Machine state

Stage Status Queue Temp. Vibration Wait forecast

SIGNAL HISTORY

Queue depth by cycle

Rolling 40-cycle window

ENGINEERING EVIDENCE

From student repo to public product

Data pipeline

EDA, feature engineering, cleaned datasets and batch-validation logic are retained.

Model artifacts

Wait-time and machine-recommendation joblib artifacts support the project direction.

Public boundary

This zero-cost release uses transparent browser equations and synthetic signals, not the serialized server models.