My presentation from IEEE SWTW 2013 - For a full description please see my blog:
http://hightechbizdev.com/2013/06/10/ira-feldman-high-technology-business-development-ieee-semiconductor-wafer-test-workshop-2013/
Advanced Substrates Overview: From IC Package to Board - 2017 Report by Yole ...Yole Developpement
How can advanced substrates and boards bridge the gap created by front-end scaling?
Advanced substrates as a key enabler of future products and markets
In an uncertain, transformative semiconductor market, advanced packaging is one of the key technologies offering stability and a long-term solution. On one hand it can adapt to product diversification, offering more functionality, system integration, and performance, as well as potentially lower manufacturing cost; and on the other hand it can adhere to future scaling requirements. Advanced substrates are the key interconnect component of advanced packaging architectures and are critical in enabling future products and markets. For this reason, Yole has established this stand-alone dedicated advanced substrate activity, focused on exploring the market and technologies of PCBs, package substrates and RDLs. This first report will serve as an overview of advanced substrate technologies, markets, and supply chain, to be supported by subsequent in-depth reports.
Today’s advanced substrates in volume are Flip Chip (FC) substrates, 2.5D/3D TSV assemblies, and thin-film RDLs (Fan-Out WLP, or “FOWLP”) below an L/S resolution of 15/15 um and with transition below L/S < 10/10 um. These advanced substrates are traditionally linked to higher-end logic (CPUs/GPUs, DSPs, etc.) driven by ICs in the latest technology nodes in the computing, networking, mobile, and high-end consumer market segments (gaming, HD/Smart TV). However, due to additional form factor and low power demands, WLP and advanced FC substrates are also widespread in majority of smartphone functions: application processors, baseband, transceivers, filters, amplifiers, WiFi modules, drivers, codecs, power management, etc.
For more information, please visit our website: http://www.i-micronews.com/reports.html
2.5D heterogeneous and 3D wafer-level stacking are reshaping the packaging landscape.
More information on that report at https://www.i-micronews.com/advanced-packaging-report/product/p2-5d-3d-tsv-wafer-level-stacking-technology-market-updates-2019.html
Test Plan Development using Physics of Failure: The DfR Solutions ApproachCheryl Tulkoff
oProduct test plans are critical to the success of a new product or technology
oStressful enough to identify defects
oShow correlation to a realistic environment
oPoF Knowledge can be used to develop test plans and profiles that can be correlated to the field.
oChange control processes and testing should not be overlooked (reliability engineer needs to stay involved in sustaining).
oOn-going reliability testing can be a useful (but admittedly imperfect) tool.
oPoF Modeling is an excellent tool to help tailor & optimize physical testing plans
A brief introduction to the history of semiconductor technology and industry. Also discussed it the limitation of scaling, which drives the technology for the last 5 decades. The evolution of nanowire transistors, 3D memory, and advanced packaging. Also discussed the evolution of industry, fab construction, factory automation and wafer fab economy,
Advanced Substrates Overview: From IC Package to Board - 2017 Report by Yole ...Yole Developpement
How can advanced substrates and boards bridge the gap created by front-end scaling?
Advanced substrates as a key enabler of future products and markets
In an uncertain, transformative semiconductor market, advanced packaging is one of the key technologies offering stability and a long-term solution. On one hand it can adapt to product diversification, offering more functionality, system integration, and performance, as well as potentially lower manufacturing cost; and on the other hand it can adhere to future scaling requirements. Advanced substrates are the key interconnect component of advanced packaging architectures and are critical in enabling future products and markets. For this reason, Yole has established this stand-alone dedicated advanced substrate activity, focused on exploring the market and technologies of PCBs, package substrates and RDLs. This first report will serve as an overview of advanced substrate technologies, markets, and supply chain, to be supported by subsequent in-depth reports.
Today’s advanced substrates in volume are Flip Chip (FC) substrates, 2.5D/3D TSV assemblies, and thin-film RDLs (Fan-Out WLP, or “FOWLP”) below an L/S resolution of 15/15 um and with transition below L/S < 10/10 um. These advanced substrates are traditionally linked to higher-end logic (CPUs/GPUs, DSPs, etc.) driven by ICs in the latest technology nodes in the computing, networking, mobile, and high-end consumer market segments (gaming, HD/Smart TV). However, due to additional form factor and low power demands, WLP and advanced FC substrates are also widespread in majority of smartphone functions: application processors, baseband, transceivers, filters, amplifiers, WiFi modules, drivers, codecs, power management, etc.
For more information, please visit our website: http://www.i-micronews.com/reports.html
2.5D heterogeneous and 3D wafer-level stacking are reshaping the packaging landscape.
More information on that report at https://www.i-micronews.com/advanced-packaging-report/product/p2-5d-3d-tsv-wafer-level-stacking-technology-market-updates-2019.html
Test Plan Development using Physics of Failure: The DfR Solutions ApproachCheryl Tulkoff
oProduct test plans are critical to the success of a new product or technology
oStressful enough to identify defects
oShow correlation to a realistic environment
oPoF Knowledge can be used to develop test plans and profiles that can be correlated to the field.
oChange control processes and testing should not be overlooked (reliability engineer needs to stay involved in sustaining).
oOn-going reliability testing can be a useful (but admittedly imperfect) tool.
oPoF Modeling is an excellent tool to help tailor & optimize physical testing plans
A brief introduction to the history of semiconductor technology and industry. Also discussed it the limitation of scaling, which drives the technology for the last 5 decades. The evolution of nanowire transistors, 3D memory, and advanced packaging. Also discussed the evolution of industry, fab construction, factory automation and wafer fab economy,
RF GaN Market: Applications, Players, Technology and Substrates 2019 report b...Yole Developpement
GaN RF market growth is fed by military and 5G wireless infrastructure applications.
More information on https://www.i-micronews.com/products/rf-gan-market-applications-players-technology-and-substrates-2019/
Cree-Wolfspeed Strategic and Competitive Analysis by Yole DéveloppementYole Developpement
What could happen after Cree’s strategy pivot?
CREE HAS PIVOTED!
In February 2018, Cree announced a strategic pivot on its investor day. The company decided to change its focus and invest primarily in its smallest business, Wolfspeed. This announcement comes after a series of actions:
• It decided to spin out the SiC power and radio frequency (RF) GaN business, branded Wolfspeed in 2015
• It tried to sell Wolfspeed, including the SiC power and GaN RF businesses and its SiC wafer business, to Infineon for $850M in 2016, but was blocked by the Committee on Foreign Investment in the United States.
More information on: https://www.i-micronews.com/category-listing/product/cree-wolfspeed.html
GaN and SiC for power electronics applications 2015 Report by Yole DeveloppementYole Developpement
The SiC market is expected to treble and GaN is expected to explode - if challenges are overcome
In 2014, the SiC chip business was worth more than $133M. As in previous years, power factor correction (PFC) and photovoltaics (PV) are still the leading applications.
SiC diodes represent more than 80% of the market. In 2020, diodes will remain the main contributor across various applications, including electric and hybrid electric vehicles (EV/HEV), PV, PFC, wind, Uninterruptible Power Supplies (UPS) and motor drives.
SiC transistors will grow in parallel with diodes, driven by PV inverters. Challenges must be overcome prior to the adoption of pure SiC solutions for EV power train inverters, which is nevertheless expected by 2020.
Including the growth in both diodes and transistors we expect the total SiC market to more than treble by 2020, reaching $436M...
Testing the Socket - The Benefits of Verifying Socket Functionalitymarmic65
Being able to easily and efficiently measure the pin
CRES has led to improvements in the
understanding of pin reliability, appropriate
cleaning intervals and the effectiveness of cleaning.
The quad flat pack no lead or quad flat non-leaded (QFN) is one of the fastest growing package types in the electronics industry today. While the advantages of QFNs are well documented, concerns arise with its reliability and manufacturability. Acceptance of this package, especially in long-life, severe-environment, high-reliability applications, is currently limited. One of the most common drivers for reliability failures is inappropriate adoption of new technologies, such as the case with QFN. In this presentation, we will review and discuss QFN related reliability concerns and challenges, and propose Physics-of-Failure (PoF) based approaches to allow the confident introduction of QFN components into electronics products.
Epitaxy Growth Equipment for More Than Moore Devices Technology and Market Tr...Yole Developpement
Driven by microLED displays and power devices, epitaxy equipment shipment volumes will multiply more than threefold over the next five years.
More info on: https://www.i-micronews.com/products/epitaxy-growth-equipment-for-more-than-moore-devices-technology-and-market-trends-2020/
Beyond communication, silicon photonics is penetrating consumer and automotive – heading to $1.1B in 2026.
More information: https://www.i-micronews.com/products/silicon-photonics-2021/
Status of Advanced Substrates 2019 report by Yole DéveloppementYole Developpement
Demands from the new digital age are waking up the sleeping substrate giants.
More information on https://www.i-micronews.com/products/status-of-advanced-substrates-2019/
This slide deck takes you through important elements of manula PCB inspection including some definitions, what makes a good inspector , what type of lighting is required to be able to see the important aspects of a PCB and the types of inspection aids. The slide deck ends with some real examples where the user is challenged to make a determination of defect/process indicator/acceptable of an electronics assembly in accordance with the IPC-A-610 and IPC-A-620 standards.
Pluggable transceivers in high volume production. Co-packaged optics in line of sight.
More information on: https://www.i-micronews.com/products/silicon-photonics-2020/
RF GaN Market: Applications, Players, Technology and Substrates 2019 report b...Yole Developpement
GaN RF market growth is fed by military and 5G wireless infrastructure applications.
More information on https://www.i-micronews.com/products/rf-gan-market-applications-players-technology-and-substrates-2019/
Cree-Wolfspeed Strategic and Competitive Analysis by Yole DéveloppementYole Developpement
What could happen after Cree’s strategy pivot?
CREE HAS PIVOTED!
In February 2018, Cree announced a strategic pivot on its investor day. The company decided to change its focus and invest primarily in its smallest business, Wolfspeed. This announcement comes after a series of actions:
• It decided to spin out the SiC power and radio frequency (RF) GaN business, branded Wolfspeed in 2015
• It tried to sell Wolfspeed, including the SiC power and GaN RF businesses and its SiC wafer business, to Infineon for $850M in 2016, but was blocked by the Committee on Foreign Investment in the United States.
More information on: https://www.i-micronews.com/category-listing/product/cree-wolfspeed.html
GaN and SiC for power electronics applications 2015 Report by Yole DeveloppementYole Developpement
The SiC market is expected to treble and GaN is expected to explode - if challenges are overcome
In 2014, the SiC chip business was worth more than $133M. As in previous years, power factor correction (PFC) and photovoltaics (PV) are still the leading applications.
SiC diodes represent more than 80% of the market. In 2020, diodes will remain the main contributor across various applications, including electric and hybrid electric vehicles (EV/HEV), PV, PFC, wind, Uninterruptible Power Supplies (UPS) and motor drives.
SiC transistors will grow in parallel with diodes, driven by PV inverters. Challenges must be overcome prior to the adoption of pure SiC solutions for EV power train inverters, which is nevertheless expected by 2020.
Including the growth in both diodes and transistors we expect the total SiC market to more than treble by 2020, reaching $436M...
Testing the Socket - The Benefits of Verifying Socket Functionalitymarmic65
Being able to easily and efficiently measure the pin
CRES has led to improvements in the
understanding of pin reliability, appropriate
cleaning intervals and the effectiveness of cleaning.
The quad flat pack no lead or quad flat non-leaded (QFN) is one of the fastest growing package types in the electronics industry today. While the advantages of QFNs are well documented, concerns arise with its reliability and manufacturability. Acceptance of this package, especially in long-life, severe-environment, high-reliability applications, is currently limited. One of the most common drivers for reliability failures is inappropriate adoption of new technologies, such as the case with QFN. In this presentation, we will review and discuss QFN related reliability concerns and challenges, and propose Physics-of-Failure (PoF) based approaches to allow the confident introduction of QFN components into electronics products.
Epitaxy Growth Equipment for More Than Moore Devices Technology and Market Tr...Yole Developpement
Driven by microLED displays and power devices, epitaxy equipment shipment volumes will multiply more than threefold over the next five years.
More info on: https://www.i-micronews.com/products/epitaxy-growth-equipment-for-more-than-moore-devices-technology-and-market-trends-2020/
Beyond communication, silicon photonics is penetrating consumer and automotive – heading to $1.1B in 2026.
More information: https://www.i-micronews.com/products/silicon-photonics-2021/
Status of Advanced Substrates 2019 report by Yole DéveloppementYole Developpement
Demands from the new digital age are waking up the sleeping substrate giants.
More information on https://www.i-micronews.com/products/status-of-advanced-substrates-2019/
This slide deck takes you through important elements of manula PCB inspection including some definitions, what makes a good inspector , what type of lighting is required to be able to see the important aspects of a PCB and the types of inspection aids. The slide deck ends with some real examples where the user is challenged to make a determination of defect/process indicator/acceptable of an electronics assembly in accordance with the IPC-A-610 and IPC-A-620 standards.
Pluggable transceivers in high volume production. Co-packaged optics in line of sight.
More information on: https://www.i-micronews.com/products/silicon-photonics-2020/
Gunter Ollmann, Microsoft
As reverse engineering tools and hacking techniques have improved over the years, software engineers have been forced to bury their secrets deeper down the stack – securing keys and intellectual property first in software, then drivers, on to custom firmware and microcode, and eventually as etchings on the very silicon itself.
For the hackers involved, the skills and tooling needed to extract and monetize these secrets come with ever increasing hurdles and cost. Yet, seemingly as a corollary to Moore’s Law, each year the cost of the tooling drops by half, while access (and desire) doubles. Today, with access to multi-million dollar semiconductor labs that can be rented for as little as $200 per hour, skilled adversaries can physically extract the most prized secrets from the integrated circuits (IC) directly.
Understanding your adversary lies at the crux of every defensive strategy. This session reviews the current generation of tools and techniques used by professional hacking entities to extract the magic numbers, proprietary algorithms, and WORN (Write Once, Read Never) secrets from the chips themselves.
As a generation of bug hunters begin to use such tools to extract the microcode and etched algorithms from the IC’s, we’re about to face new classes of bug and vulnerabilities – lying in (possibly) ancient code – that probably can’t be “patched”. How will we secure secrets going forward?
IEEE Semiconductor Wafer Test Workshop SWTW 2014 - International Technology R...Ira Feldman
Please see full abstract on my blog: http://hightechbizdev.com/2014/06/12/ira-feldman-high-technology-business-development-ieee-semiconductor-wafer-test-workshop-2014-presentation/. Co-authored with Dave Armstrong (Advantest) and Marc Loranger (FormFactor).
Physics of Failure Electronics Reliability Assurance SoftwareCheryl Tulkoff
Reliability Assurance Tool
•This powerful software tool uses the principles of PoF to predict the life of CCAs prior to prototypes being built.
•Optimization of the design layout can now take place early in the design cycle which greatly improves the chances of designing it right the first time.
Vlsi Design of Low Transition Low Power Test Pattern Generator Using Fault Co...iosrjce
Now a day’s highly integrated multi layer board with IC’s is virtually impossible to be accessed
physically for testing. The major problem detected during testing a circuit includes test generation and gate to
I/O pin problems. In design of any circuit, consuming low power and less hardware utilization is an important
design parameter. Therefore reliable testing methods are introduced which reduces the cost of the hardware
required and also power consumed by the device. In this project a new fault coverage test pattern generator is
generated using a linear feedback shift register called FC-LFSR which can perform fault analysis and reduces
the total power of the circuit. In this test, it generates three intermediate patterns between the random patterns
which reduces the transitional activities of primary inputs so that the switching activities inside the circuit under
test will be reduced. The test patterns generated are applied to c17 benchmark circuit, whose results with fault
coverage of the circuit being tested. The simulation for this design is performed using Xilinx ISE software using
Verilog hardware description language
Ira Feldman's presentation about cost drivers for the design and fabrication of semiconductor wafer test probe cards. Presented at the IEEE Semiconductor Wafer Test Workshop, June 2011.
Ira Feldman's presentation about cost drivers for the design and fabrication of semiconductor wafer test probe cards. Presented at the IEEE Semiconductor Wafer Test Workshop, June 2011.
IEEE SWTW 2012 Road to 450 mm Semiconductor Wafers - Ira Feldman li2Ira Feldman
Ira Feldman's presentation about the wafer probe impact of the transition to 450 mm semiconductor wafers from IEEE Semiconductor Wafer Test Workshop (SWTW) 2012.
Silicon Valley Test Workshop - 2.5D-3D What - Ira Feldman 111111Ira Feldman
2.5D? 3D? What? Overview of 3D Integrated Circuit Packaging and Test Challenges presented at Silicon Valley Test Workshop (November 11, 2011) by Ira Feldman (www.hightechbizdev.com)
Lessons for MEMS Test Engineers - Ira Feldman 111020Ira Feldman
Semiconductor Wafer Test Technology and Trends: Lessons for MEMS Test Engineers presentation at MEMS Testing and Reliability 3rd Annual Conference (October 20, 2011) by Ira Feldman (www.hightechbizdev.com)
Probe Card Cost Drivers from Architecture to Zero Defects - IEEE Semiconductor Wafer Test Workshop 2011 presentation by Ira Feldman (www.hightechbizdev.com)
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualityInflectra
In this insightful webinar, Inflectra explores how artificial intelligence (AI) is transforming software development and testing. Discover how AI-powered tools are revolutionizing every stage of the software development lifecycle (SDLC), from design and prototyping to testing, deployment, and monitoring.
Learn about:
• The Future of Testing: How AI is shifting testing towards verification, analysis, and higher-level skills, while reducing repetitive tasks.
• Test Automation: How AI-powered test case generation, optimization, and self-healing tests are making testing more efficient and effective.
• Visual Testing: Explore the emerging capabilities of AI in visual testing and how it's set to revolutionize UI verification.
• Inflectra's AI Solutions: See demonstrations of Inflectra's cutting-edge AI tools like the ChatGPT plugin and Azure Open AI platform, designed to streamline your testing process.
Whether you're a developer, tester, or QA professional, this webinar will give you valuable insights into how AI is shaping the future of software delivery.
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias Schneck
As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other?
Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.
"Impact of front-end architecture on development cost", Viktor TurskyiFwdays
I have heard many times that architecture is not important for the front-end. Also, many times I have seen how developers implement features on the front-end just following the standard rules for a framework and think that this is enough to successfully launch the project, and then the project fails. How to prevent this and what approach to choose? I have launched dozens of complex projects and during the talk we will analyze which approaches have worked for me and which have not.
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors.
And...
Speakers:
Akshay Agnihotri, Product Manager
Charlie Greenberg, Host
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
3. Cost of Test ≤ Cost of No Test
• Yield loss (materials & labor)
• Test development cost – test
engineering, non-recurring
engineering/expenses (NRE), etc.
• Test operational cost – operator
labor, test equipment, test
consumables (wafer probe cards,
sockets, load boards), maintenance,
floor space / facility expenses, etc.
• Test equipment / cell depreciation
• Rework cost
• Work in Progress (WIP) inventory
cost
• Over stress or intrinsic device
damage?
• Other damage (eg. probe)?
• Subassembly rework cost. If non-
reworkable, cost of subassembly.
• Test escapes – warranty or
contractual cost, customer
dissatisfaction / brand damage
• Possible infant mortality?
• Greater downstream test complexity
and cost for similar or greater
coverage?
• Loss of device characterization or
process data?
3
6. 6
“Wafer Probing on Fine-Pitch Micro-Bumps for 2.5D- and 3D-SICs”, Erik Jan Marinissen (IMEC), Peter Hanaway (Cascade Microtech), et. al.
7. “Wafer Probing on Fine-Pitch Micro-Bumps for 2.5D- and 3D-SICs”, Erik Jan Marinissen (IMEC), et. al.
8. 8
“Bumps on the Road to 3D ICs”, E. Jan Vardaman (TechSearch International, Inc.),
RTI Technology Venture “3-D Architectures for Semiconductor Integration and Packaging”
December 13, 2012.
10. 10
Xilinx Virtex-7 2000T FPGA (Oct ’11)
4 “Slices”
8 mm x 24 mm
28 nm
50 K micro-
bumps per
slice
65 nm
interposer
100 µm thick
4 metal
layers
Homogenous
2.5D
Ref: [Leibson] [Patterson]
11. 11
Liam Madden (Xilinx). “Heterogeneous 3-D stacking, can we have the best of both
(technology) worlds” International Symposium on Physical Design, March 25, 2013.
[Stacked Silicon Interconnect Technology]
15. 15
Mobile DRAM predecessor to Wide I/O
“A 1.2V 12.8GB/s 2Gb Mobile Wide-I/O DRAM
with 4×128 I/Os Using TSV-Based Stacking” Jung-
Sik Kim, et.al., Samsung Electronics, ISSCC 2011
> 1000 micro-bumps
50 µm pitch array
Al pads (muxed) to
test with existing
probe technology
17. 17
Erik Jan Marinissen (IMEC). “Testing 3D-Stacked ICs“, RTI
Technology Venture “3-D Architectures for Semiconductor
Integration and Packaging” December 12, 2012.
19. Approximate Specifications
Microprocessor Wide I/O DRAM FPGA “slice” Tezzaron
“SuperContact IV”
Die Size 149-295 mm2 24 mm x 8 mm
Bumps
- Signals
- Total
~1/3 of total 872
1,200
> 20,000
50,000 > 2 M
Pitch 90 µm 50 µm x 40 µm 40 µm 1.2 µm
Bumps /
mm2
123 < 20 (8 mm sq.)
500 core
260 694,444
Ref: [Patti]
19
20. By the numbers…
Two scenarios to consider:
1. Defect rate too high, therefore all units have interconnect
failures requiring rework or internal repair mechanism.
2. Defect rate 6 sigma or better, therefore unlikely to see
failures at test.
20
22. 22
FormFactor: NanoPierce Contact
“Challenges and Solutions for Testing of TSV and MicroBump Devices
by Direct Connection”, Ben Eldridge, 3D Test Workshop 2011
Metal
“NanoFiber”
contact
element
23. 23
“A Low-Force MEMS Probe Solution For Fine-Pitch 3D-SIC Wafer Test”, Matthew W. Losey, et. al.,
3D Test Workshop 2011
Advantest: MEMS Probes
100 µm
24. 24
Cascade Microtech: Lithographically Printed
100 µm pitch
~10 gF/tip
35 µm pitch
~1 gF/tip
Scale by K
XYZ/K
Force/K2
Fully-routed 6 x 50 array at 40 x
50 µm pitch
New space transformer
technology
“Probing Strategies for Through-
Silicon Stacking”, Eric Strid, et. al,
3D Test Workshop 2011
25. Many Challenges
• Contact Technology
– Force & damage
• Probe Card Signal Routing
• Tester Resources
• Power Delivery
– At speed & DFT
• Weak IO Drive Current
Ref: [Smith2012]
25
26. 26
Signal Density Pyramid
Ref: [Leibson]
Level Connections Pitch Density
Microbumps
Die to Substrate
200,000 40 µm
260 /
mm2
C4
Die to Package
24,000
180
µm
31 / mm2
BGA
Package to PCB
1,760 1 mm 1 / mm2
27. 27
Typical Probe Card Signal Density
Level Connections Pitch Density
Tester to PCB 20,000 ~ .8 – 2.54 mm .16 – 1.6 / mm2
PCB to
Space Transformer
> 20,000 ~ .8+ mm (PTH)* 1.6 / mm2
Space Transformer to ? > 20,000 90 ~ 180 µm 31 ~ 123 / mm2
? Interposer ? 90 µm 40 µm
Probe Contactor
? to Die
50,000 40 µm 260 / mm2
Microbumps
Die to Substrate
200,000 40 µm 260 / mm2
Ref: [Feldman2011]
* 0.25 mm fan-out possible but with selective lamination / advanced fab technology to
achieve typical ATE board thickness. However, not likely for full array due to signal count.
29. I/O Scan Cell
Outside of Wafer DFT Coverage
29
Core Logic
I/O Scan Cell
TAP
Die 1 - Thinned Si Wafer
Die 2 – Thinned Si Wafer
Inter-die
connectivity (final
driver, receiver,
and interconnect)
not tested during
DFT wafer level
probe.
30. I/O Scan Cell
Improved DFT Coverage
30
Core Logic
I/O Scan Cell
TAP
Die 1 - Thinned Si Wafer
Die 2 – Thinned Si Wafer
Add “feedback”
structures to
boundary scan cell to
check drivers and
receivers at wafer
level to increase
coverage.
Not Covered at DFT
wafer level test
31. Signal Probing @ Wafer Coverage
31
Core Logic
I/O Scan Cell
TAP
Die 1 - Thinned Si Wafer
Due to weak drive current on I/O drivers options include:
1. Add “non-mission mode” high current transistor to drive signal to ATE
2. Add amplification to probe card as close to contact as possible
3. Use drive into load as “signature”
32. Microbump Probe Avoidance?
Examples:
• Wide I/O like DRAM
– No BIST
– Test compression & added test pads
• Si Interposer
– Optical inspection
– Indirect test
Yield loss due to microbump damage concerns?
32
37. 3D Stacked Die Test
• Is Not
– Universal tool to use everywhere in die flow
– Possible for all design technology
– Done “after design release”
– Inexpensive
• Is May Be
– Needed based upon yield
– Cost effective
37
X
38. Test Engineers & Managers
• Need to engage early for DFx – die & system
– DFT coverage
– Special drive and scan cells?
– Repair / rework mechanisms
– Test strategies
• Become experts in cost models
– Failure modes estimated
– ROI analysis on all test activities
– Continuous process monitoring & improvements
38
39. “In God we trust; all
others must bring
data.”
(incorrectly?) attributed to:
W. Edwards Deming & Robert W. Hayden
39
http://en.wikipedia.org/wiki/W._Edwards_Deming
40. Acknowledgments
• Colleagues from the International Technology
Roadmap for Semiconductors (ITRS)
• Advantest
• Cascade Microtech
• FormFactor
• Teradyne
40
41. References #1
• Ben Eldridge (FormFactor). “Challenges and Solutions for Testing of TSV and
MicroBump Devices by Direct Connection”, IEEE 3D Test Workshop 2011.
• Ira Feldman (Feldman Engineering Corp). “Probe Card Cost Drivers from Architecture
to Zero Defects”, IEEE Semiconductor Wafer Test Workshop (SWTW) June 2011.
• Gary Fleeman (Advantest). “Getting to Known Good Stack”, Silicon Valley Test
Workshop, October 2012.
• JEDEC Standard “Wide I/O Single Data Rate” JESD229, December 2011.
• Jung-Sik Kim, et.al., (Samsung Electronics) “A 1.2V 12.8GB/s 2Gb Mobile Wide-I/O
DRAM with 4×128 I/Os Using TSV-Based Stacking”, ISSCC 2011.
• Steve Leibson. http://low-powerdesign.com/sleibson/2011/10/25/generation-
jumping-2-5d-xilinx-virtex-7-2000t-fpga-delivers-1954560-logic-cells-consumes-only-
20w/
• Doug Lefever (Advantest) “Through Silicon Via Testing Known Good Die (KGD) or
Probably Good Die (PGD)”, SEMATECH/ISMI Symposium Japan, September 15-17,
2009.
41
42. References #2
• Matthew W. Losey (Touchdown Technologies/Advantest), et. al. “A Low-Force MEMS
Probe Solution For Fine-Pitch 3D-SIC Wafer Test”, IEEE 3D Test Workshop 2011.
• Liam Madden (Xilinx). “Heterogeneous 3-D stacking, can we have the best of both
(technology) worlds” International Symposium on Physical Design, March 25, 2013.
• Erik Jan Marinissen (IMEC), Peter Hanaway (Cascade Microtech), et. al. “Wafer
Probing on Fine-Pitch Micro-Bumps for 2.5D- and 3D-SICs”. IEEE Semiconductor Wafer
Test Workshop (SWTW) June 2011.
• Erik Jan Marinissen (IMEC). “Testing 3D-Stacked ICs“, RTI Technology Venture “3-D
Architectures for Semiconductor Integration and Packaging” December 12, 2012.
• Kenneth P. Parker, Editor. “3D-IC Defect Investigation. Provisional Report of the IEEE
P1838 Defect Tiger Team”. July 5, 2012.
• Deborah S. Patterson (Amkor Technology). “2.5/3D Packaging Enablement through
Copper Pillar Technology”, Chip Scale Review, May 2012.
• Bob Patti (Tezzaron). “Implementing 2.5-D and 3-D Devices” RTI Technology Venture
“3-D Architectures for Semiconductor Integration and Packaging” December 13, 2012.
42
43. References #3
• Ken Smith, Peter Hanaway, et. al. (Cascade Microtech), “3D-TSV Test Options and
Process Compatibility”, IMAPS Device Packaging Conference, March 10, 2011.
• Ken Smith, Daniel Bock, et. al. (Cascade Microtech), Erik Jan Marinissen (IMEC). “Test
Strategies for Wide IO Memory, 3D-TSV Technology Test Vehicles and Ultra Fine
Pitch”, IEEE 3D Test Workshop 2012.
• Eric Strid (Cascade Microtech), et. al, “Probing Strategies for Through-Silicon
Stacking”, IEEE 3D Test Workshop 2011.
• Mottaqiallah Taouli, Said Hamdioui (TU Deflt), Erik Jan Marinissen (IMEC), Sudipta
Bhawmik (QUALCOMM). “3D-COSTAR: A Cost Model for 3D-SICs” RTI Technology
Venture “3-D Architectures for Semiconductor Integration and Packaging” December
14, 2012.
• E. Jan Vardaman (TechSearch International, Inc.). “Bumps on the Road to 3D ICs” RTI
Technology Venture “3-D Architectures for Semiconductor Integration and Packaging”
December 13, 2012.
• Onnik Yaglioglu, Ben Eldridge (FormFactor). “Direct Connection and Testing of TSV
and Microbump Devices using NanoPierce Contactor for 3D-IC Integration”, 2012 IEEE
30th VLSI Test Symposium (VTS), April 23-26, 2012.
43