Presenter EUROPEAN NANOELECTRONICS FORUM 2009 17 – 18 November Noordwijk, The Netherlands ENIAC project IMPROVE Implementing Manufacturing science solutions to increase equiPment pROductiVity and fab pErformance F.Finck
Mar 26, 2015
Presenter
EUROPEAN NANOELECTRONICS FORUM 2009
17 – 18 November
Noordwijk, The Netherlands
ENIAC project IMPROVEImplementing Manufacturing science solutions to
increase equiPment pROductiVity and fab pErformance
F.Finck
2Presenter
Implementing Manufacturing science solutions to increase equiPment
pROductiVity and fab pErformance
The IMPROVE Eniac Project
Context
3Presenter
• Scaling down CMOS (Moore Law)• Managing High mix and heterogeneity (More than Moore)
Two Technical Challenges for the Future
4Presenter
LG = 10nmLG = 10nm
20nm Length (Development)
25 nm
15nm
15nm Length15nm Length(Research)(Research)
65nm Node2006
45nm Node2007
90nm Node2003
32nm Node2009 22nm Node
2011
10nm Length10nm Length(Research)(Research)
50nm Length(Production)
30nm Length(Production)
30nm
Scaling Down CMOS
What kind of Process Control Systems do we need to develop to be able to manufacture these devices in high
volumes at reduced cost per die?
Source: Intel Ireland Public Relations
Courtesy of Intel
5Presenter
SPC Chart
4750
4800
4850
4900
4950
5000
5050
5100
5150
5200
5250
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31
Lot number
Tre
nch
Dep
th
Metrology Data
UCL
LCL
Etch STI Planer
Hours/days delay
for metrology
SPC
LRC Etch
Wafer
Voltage, power, OES
etc
Metrology
y
Y
Y = f(X)
Y
X=[X1,X2,………. Xn ]
Virtual Metrology Data
Courtesy of Intel
Virtual Metrology
6Presenter
High Mix and Heterogeneity (typ. fab)
• 10 technologies types• 4 to 6 generations of each technology type• > 50 products running concurrently through the
manufacturing fab. • 5000 wafers per Week• 100 reticle changes per week
7Presenter
High Mix and Heterogeneity
• Challenges in Equipment Effectiveness– Increase in non productive time (gating metrology, recipe
qualifications, wait and down time)– Stagnating equipment reliability, availability and utilization– Increasing variations by increased number of equipment
per process step (and vice-versa)– Increasing interaction between process steps– Increasing internal tool complexity
8Presenter
Manufacturing Science Answers
Manage FDC strategy, collect data, perform analysis at equipment level
• Solutions to Process Control Issues– Virtual metrology, dynamic control plan, data mining, data reduction, data /
time synchronization
• Improving Equipment Effectiveness– Predictive Maintenance, remote diagnostics, lots scheduling and resources
planning
9Presenter
Implementing Manufacturing science solutions to increase equiPment
pROductiVity and fab pErformance
The IMPROVE Eniac Project
Project Presentation
10Presenter
ENIAC Annual Work Plan Sub Programme 8
Target Activity 1: Advanced Line Operation (Manufacturing Science)
• SP8-1 Objective:To allow European device makers to increase the productivity and sustainability of the most advanced CMOS and derivative technologies semiconductor fabs
11Presenter
IMPROVE Master Objectives
• To improve processes reproducibility and quality• To improve the effectiveness of production
equipement• To shorten cycles time
=> To IMPROVE Fab Competiveness
12Presenter
Expected Project Results
• Virtual Metrology Implementation– Allow measurement of every wafer in real time– Improve process control from "run to run" to "wafer to
wafer"• Increase device quality and yield
– Reduce standard metrology steps• Cycle time improvement
• Operating costs reduction
13Presenter
Expected Project Results
• Passing from reactive to predictive factory operations in European fabs.– Reduce unscheduled equipment downtime– Increase equipment reliability– Reduce number of scrapped wafers.
• Dynamically optimizing the Control Plan with respect to the real time risk analysis– Reduce unecessary control steps– Reinforce the control on critical steps
14Presenter
How to address these challenges (1)
• Need for an extensive vertical collaboration– SC Manufacturers
• To define problem, provide data, specify and assess solutions
– Academics• To work on physical and statistical
models– Solution Providers
• To prototype harware and software tools for development assessment
Data Acquisition
Modeling
Prototypes
Assessment
15Presenter
How to address these challenges (2)
• Need for an extensive horizontal collaboration – SC Manufacturers
• To be able to address in parallel different processing equipment and silicon structures
• To ensure developped solutions will be adapted to various production environments
– Academics• To provide a cluster of complementary expertise on the
modeling activity
– Solution Providers• To address the different software packages and sensors
needed by the project
16Presenter
Diffusion
How to address these challenges (2)
– SC Manufacturers
– Academics
– Solution Providers
More Moore
PhysicalModeling
200/300mmLines
More thanMoore
Etch Implant Photo-Litho
APC Framework
Data Analysis
Simulation Software
Sensors
Non linear Stats.
NeuralNetworks
BayesianNetworks
RiskAnalysis
•Need for an extensive horizontal collaboration
17Presenter
Consortium
• 6 major European SC manufacturers– ATMEL– INTEL– INFINEON– Austriamicrosystems– Numonyx– ST
• 2 Institutes– Fraunhofer G.– LETI
18Presenter
Consortium
• 10 Solutions Providers– France:PDF Solutions, Probayes– Germany: Camline, ISYST, InReCon– Ireland: Straatum, Lexas Research– Italy: Techno Fittings, AP-Technologies, LAM – Portugal:Critical SoftWare
19Presenter
Consortium
• 12 Academic Labs– France:EMSE-CMPGC, GSCOP, LTM CNRS– Germany: LMU (München), FAPS (Erlangen)– Ireland: DCU (Dublin)– Italy: UNIPV, UNIMI, UNIPD, CNR E, CNR IMM – Austria:FH-WN (Wiener Neustadt)
20Presenter
Key figures
3600 Men Months over 3 years100 full-time researchers
35 Partners over 6 countriesSC ManufacturersSW ProvidersAcademics
21Presenter
IMPROVE WORK PACKAGES
• 3 R&D themes in 3 main Work Packages:– Virtual Metrology (Leader INTEL)– Predictive Equipment Behaviour / Predictive
Maintenance (Leader INFINEON)– Dynamic Risk Assessment & Control Plan
(Leader STMicroelctronics)
22Presenter
IMPROVE WORK PACKAGES
• 3 "ancillary" Work Packages– Survey & Specification (Leader Fraunhofer)– Integration in Manufacturing Decision Systems (leader
Numonyx)– Equipment Forum (Leader Fraunhofer)
23Presenter
Work Packages Structure
24Presenter
Project Progress after 6 months
• Building the cooperation structure– Consolidate work distribution among partners– Define technical and geographical clusters– Implement communication channels (Web site, net
meetings)
Novel approach using combination of technologies to
estimate wafer’s physical dimensions and electrical
performance
25Presenter
First Results in Virtual Metrology
Etch rate estimation from Optical Spectra using statistical approach.
26Presenter
First Results in Predictive Equipment Behaviour
Example of Equipment Behaviour analysis from Ion Implantation
Change of beam line graphite
Equipment Predictive Behaviour System Concept and Interaces
27Presenter
Benefits of the Cooperation for Europe
• The IMPROVE project will be a key enabler for 2 main competitive advantages
1. To directly contribute to the competitiveness of the semiconductor fabrication in Europe with the developped solutions• Better process and equipment control at lower cost
• Better productivity of equipment
• Better cycle time
28Presenter
Benefits of the Cooperation for Europe
2. To contribute to the creation and reinforcement of a European ecosystem in the semiconductor manufacturing area• Leadership in Manufacturing Science for SC
manufacturers, labs and academics– The Virtuous Cycle
• Advanced hardware and software tools in solution providers portofolio– Opportunity to gain new customers and increase
marketshare
• Building of a continuous collaboration network in Manufacturing Science among European actors
29Presenter
Benefits of the Cooperation for EuropeThe Virtuous Cycle
SCManufacturers
Labs &Academics
SolutionProvidersLong term reinforced
competitiveness for all actors
New Technologies Introduction
New Problems
Expertise Development & Recognition
New Concepts to Implement
Enriched Portofolio,New Markets
More Effective Production Lines
New Tools
30Presenter
Thank you for your attention
More information available on IMPROVE public web
site:to be completed