93.42%

48.2k wpm

8-Stage Cascading Process Yield Waterfall REAL-TIME SURROGATE

Physics surrogate model · Cumulative yield: Y_fab = ∏ Y_i · Real-time bottleneck estimation

FAB CUMULATIVE YIELD

93.42%

Raw Material Purity 5.5N (99.9995%)

UHP specialty gases & targets suppress defectivity & film stress

Equipment Average SOH 96.8% (Nominal)

Scheduled chamber wet cleans & preventive maintenance cycles

Max Inter-Step Queue Time 0.8 hrs (In Spec)

Closed-loop AMHS OHT dispatching limits air exposure & native oxide

Grid: 6m × 6m · Subfab: -7.0m

Global Semiconductor Equipment Database (Beta)

116 Verified OEM Models

Public verified OEM datasheets, physical dimensions (SEMI-E72), weights, process nodes, and throughput specifications across 40 global manufacturers.

Showing of 116 records

Segment	Vendor	Model	Process Node	Wafer	Dimensions (W×D×H)	Weight	Key Specifications	Action

Yield Management System (YMS) · 300mm Wafer Map Analytics

WM-811K Defect Taxonomy · STDF V4

Spatial defect fingerprinting, automated defect classification (ADC), classical yield models (Poisson / Murphy / Seeds), and ATE probe bin logging.

300mm Silicon Wafer Probe Map (26×26 Die Array) SEMI Notch: 180°

Bin 1 Pass Die

Bin 2 Parametric

Bin 3 Functional

Bin 4 Particle

Bin 5 Short/Open

WM-811K Spatial Defect Fingerprint Presets

Benchmark Defect Patterns

ADC INFERENCE Pattern: Clean Nominal (Confidence: 99.2%)

Suspected Root Cause: None (Process Healthy)

Classical Die Yield Physics Models

Defect Density Sensitivity

Die Area (A) 100 mm²

Defect Density (D₀) 0.10 /cm²

Cluster Param (α) 2.00

OBSERVED DIE YIELD 93.4% 504 / 540 Dies

POISSON: e^(-A·D₀) 90.5% Uniform Random

MURPHY MODEL 90.6% Triangular Distribution

SEEDS / NEG-BINOMIAL 90.7% Defect Clustering α

SEMI Standard Test Data Format (STDF V4 Datalog Stream) LOT: LOT-300-8842 · WAFER: #14

MIR: LotID="LOT-300-8842", TestCode="CP1", Fab="FAB-1", Tester="ADVANTEST-V93K"
WIR: WaferID="W-14", Diameter=300mm, Notch=180, TotalDies=540, Tested=540
PRR: PassCount=504, FailCount=36, GrossYield=93.33%, D0_Est=0.104/cm²
BIN_SUMMARY: Bin1=504 (93.3%), Bin2=14 (2.6%), Bin3=12 (2.2%), Bin4=6 (1.1%), Bin5=4 (0.7%)

Open Semiconductor Software Architecture & Standards

ISA-95 Level 1-4 · SEMI Protocols

Comprehensive reference architecture mapping commercial suites (Siemens, Applied Materials, KLA, PDF Solutions) to open-source components and SEMI standards.

Read Vision Whitepaper

Sources: Awesome-Semiconductor-MES Process-Control Yield-Management

LEVEL 1 / 2 SEMI Standards

Equipment Connectivity & Telemetry

SECS-I/II, GEM, GEM300, and OPC UA protocols for direct tool chamber telemetry.

secsgem (Python) SEMI E4/E5/E30

open62541 (C) OPC UA Client/Server

Eclipse Milo (Java) Industrial Gateway

Replaces: Applied SmartFactory Edge, Telit deviceWISE

LEVEL 3 MES & Logistics

Manufacturing Execution (MES)

Lot & wafer tracking, FOUP AMHS dispatching, recipe management, and track-in/out.

OpenMES / ERPNext ISA-95 Work Orders

Google OR-Tools Fab Dispatching

SimPy / salabim Discrete-Event Sim

Replaces: Siemens Opcenter Execution, Camstar, Critical Mfg

LEVEL 3 / APC Process Quality

Process Control (SPC & FDC)

Shewhart control charts, Nelson run rules, Cpk capability, and chamber fault detection.

pyspc / mfgQC Shewhart & Nelson

spc-kit (PostgreSQL) In-Database SPC

PyOD / tsfresh FDC Sensor Anomaly

Replaces: KLA SPC, Applied SmartFactory FDC, Q-DAS

LEVEL 4 Yield Engineering

Yield Management (YMS)

Wafer probe bin maps, STDF datalog parsing, spatial defect classification, and Poisson yield.

PySTDF / rust-stdf ATE STDF V4 Parser

wafermap / uia-map Wafer Bin Renderer

WM-811K Classifier AI Spatial Defects

Replaces: KLA Klarity, PDF Solutions Exensio, Siemens YieldExplorer

Industrial High-Throughput Data Infrastructure for 300mm Smart Fabs

Role	Commercial Benchmark	Recommended Open-Source Stack	Semiconductor Fab Functionality
Event Streaming	TIBCO Rendezvous / Solace	Apache Kafka / Eclipse Mosquitto	Sub-second ingestion of SECS/GEM S6F11 events and chamber sensor telemetry
Time-Series DB	OSIsoft PI / Aspen InfoPlus.21	TimescaleDB / InfluxDB	High-frequency RF power, MFC gas flows, chuck temperatures, and pressure curves
OLAP & Wafer Analytics	Snowflake / Oracle Exadata	ClickHouse / DuckDB	Instant query across billions of parametric wafer test points and multi-lot correlations
Visualization & Dashboards	Siemens Opcenter Intelligence	Grafana / Apache Superset	Live fab OEE, chamber SOH, Shewhart SPC control charts, and yield waterfall monitoring