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Page 1: Artificial Intelligence Computing for Consumer...Simply recognizing a handwritten digit requires almost 700,000 arithmetic operations per digit, while recognition of a single object

© 2019

From Technologies to Markets

Artificial Intelligence Computing for

Consumer

Market and Technology Report

Sample

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2

Glossary and definition 2

Table of contents 6

Report objectives 7

Report scope 8

Report methodology 9

About the authors 10

Companies cited in this report 11

What we got right, What we got wrong 12

Who should be interested by this report 13

Yole Group related reports 14

Three slides summary 15

Executive Summary 18

Context 63

Market forecasts 80

o Segmentation

o Assumptions

o Computing hardware for AI for consumer applications forecasts

o Computing hardware for imaging AI forecasts

o Stand-alone vision processor forecasts

o Embedded vision processor forecasts

o Computing hardware for audio AI forecasts

o Stand-alone sound processor forecasts

o Embedded sound processor forecasts

o Computing hardware for AI market value forecasts

Artificial Intelligence Computing for Consumer | Sample | www.yole.fr | ©2019

TABLE OF CONTENTS

Part 1 on 1

Market trends 95

o On the road to augmented intelligence

o From Cloud to Edge

o Description of the applications

o Market trends - Smartphones

o Market trends - Drones

o Market trends – Robot home

Ecosystems 146

o Computing hardware for AI performances and consumption

o Imaging AI on the edge main hardware players

o Audio AI on the edge main hardware players

o Stakes, battle for the value chain

o Ecosystem - Smartphones

o Ecosystem - Drones

o Ecosystem – Robot home

o Ecosystem in Europe

Technology trends 207

o Technology description

o Biometry authentication

o Virtual personal assistant

o Photography and AR

o AI technologies for drones

• Conclusion 237

• Annex – Algorithms review 240

• Yole Développement presentation 259

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3

Yohann Tschudi

As a Technology and Market Analyst, Dr. Yohann Tschudi is a member of the Semiconductor and Software division at Yole Développement (Yole) ), part

of Yole Group of Companies. Yohann works everyday with his team to identify, understand, and analyze the role of software and computing parts

within any semiconductor product, from machine code to the most advanced algorithms. Following his thesis at CERN (Geneva, Switzerland), Yohann

developed dedicated software for fluid mechanics and thermodynamics applications. Afterwards, he spent for two years at the University of Miami (FL,

United-States) as an AI scientist. Yohann has a PhD in High-Energy Physics and a master’s degree in Physical Sciences from Claude Bernard University

(Lyon, France).

Contact: [email protected]

John Lorenz

John Lorenz is a Technology and Market Analyst within the Computing & Software division at Yole Développement (Yole), part of Yole Group of

Companies. John is engaged in the development of market and technology monitors for the logic segment of advanced semiconductors, with an initial

focus on processors. Prior to joining Yole, John held various technical and strategic roles at Micron Technology. On the engineering side, his roles

included thin film process development and manufacturing integration on DRAM, NAND, and emerging memory technologies and industrial

engineering / factory physics for the R&D fab. On the strategic side, John ran the memory industry supply & capex model for corporate strategy /

market intelligence, and established the industry front-end costing model within strategic finance. John has a Bachelors of Science degree in Mechanical

Engineering from the University of Illinois Urbana-Champaign (USA), with a focus on MEMS devices.

Contact: [email protected]

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ABOUT THE AUTHORS

Biographies & contacts

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4

1. Provide a scenario for AI within the dynamics of the consumer market, and understand AI’s impact on thesemiconductor industry:

o Hardware for AI - revenue forecast, volume shipments forecast;

o Systems - ASP forecast, revenue forecast, volume shipments forecast;

o Focus on consumer applications with embedded technologies: smartphones, drones, cameras, smart/robot homes;

2. Deliver an in-depth understanding of the ecosystem & players:

o Who are the players? What are the relationships inside this ecosystem? Who will win the “data control” battle?

o Who are the key suppliers to watch, and what technologies do they provide?

3. Offer key technical insight and analysis into future technology trends and challenges:

o Key technology choices

o Technology dynamics

o Emerging technologies and roadmaps

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REPORT OBJECTIVES

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METHODOLOGIES & DEFINITIONS

Market

Volume (in Munits)

ASP (in $)

Revenue (in $M)

Yole’s market forecast model is based on the matching of several sources:

Information

Aggregation

Preexisting

information

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REPORT SCOPE

Cloud computing

Out of the scope

Edge computing

Imaging

Audio

Speech

recognition

Object

detection

Authentication

Scene understanding

Mobile

Camera

Drones

Smart home devices

Personal Assistant

Wearables/Hearables

Vision processor

Audio processor

Embedded Stand alone

Embedded Stand alone

What is AI’s impact on the computing hardware for consumer devices?

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7

Alibaba, Alphabet, Amazon, AMD, Another Brain, Apple, ARM, Asus, ATI, Baidu, CEVA, Cray, Deephi Tech, DeepMind, Facebook, Google, Graphcore, Hisilicon, Hover Camera,

Huawei, IBM, Imagination, Infineon, Instagram, Intel, Kalray, Knowles, LightOn, Mediatek, Microsoft, Motorola, Nokia, Nuance, Nvidia, Oppo, Parrot, Qualcomm,

Samsung, Skydio, Sensetime, Socionext, Sony, STMicroelectronics, Synopsis, Tencent, Texas Instruments, Videantis, Xiaomi, Xilinx, and many more

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COMPANIES CITED IN THIS REPORT

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8

WHO SHOULD BE INTERESTED IN THIS REPORT?

IC manufacturers and vendors, and IP sellers:

o Evaluate the market potential of future technologiesand products for new applicative markets

o Screen potential new suppliers for introducing newdisruptive technologies

o Monitor and benchmark your competitors’advancements

Sensors and AI-related companies:

o Spot new technologies and define diversificationstrategies

o Position your company in the ecosystem

Technology suppliers:

o Understand the strategies of big players and start-ups

Equipment and materials manufacturers:

o Comprehend ecosystem dynamics

o Realize the differentiated value of your products andtechnologies in this market

o Identify new business opportunities and prospects

Electronics manufacturers and OEMs:

o Analyze the benefits of using these new technologies inyour end-system

o Filter and select new suppliers

Financial and strategic investors:

o Grasp the potential of technologies and markets

o Acquaint yourself with key emerging companies andstart-ups

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ON THE ROAD TO AN AUGMENTED INTELLIGENCE?

Robot

>2030

PC Mobile Smart

Imaging

Functionalities:

19953D graphics

cards

2006Deep neural

network with GPU

2000Deep neural

network

2010Siri

2014Alexa

2017First AP with NPU

Trends

1990 2020

Mobile

CameraAudio

HW for audio AI

Assistant

Smart camera

Wearables

Companion robot

Olfactometry

Smelling

Augmentation

Motion sensing

Holographic interaction

Augmentedhuman

Robot home

Era

Decentralized Centralized Specialization

PC

Neural engineGPU Neuromorphic

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• DNNs must be trained on massive tagged datasets in order to develop a model (basically amatrix of feature weights) that can then run on local hardware. When a trained neural networkclassifies or estimates various values, the process is called inference.

• As the required analytics become more complex, the computational requirements explode.Simply recognizing a handwritten digit requires almost 700,000 arithmetic operations per digit,while recognition of a single object requires billions of operations.

• For the last decade, the go-to hardware for DNNs has been multi-core CPUs and GPUs.However, as we have grown smarter regarding the DNN models, it's become clear that newarchitectures are needed.

• For example, matrix multiplications and convolutions are central operations in DNNs. Unlikestandard workloads, the data movements and operations are well understood in advance,rendering unnecessary the hardware CPUs once required for queuing up data and supportinginstructional changes.

• DNNs also simulate neurons, so specialized hardware to support neuron activation is helpful.Moreover, since real-time inference is a common requirement, using 8-bit quantities (and thussaving chip real estate) enables many more arithmetic units for maximized parallel processing.

• These requirements define the architecture of an NPU: directly from algorithm, to transistorarrangement.

THE NEED FOR A NEURAL PROCESSOR UNIT

Understanding the AI accelerator

Why are accelerators needed for edge computing?

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IMAGING-DEDICATED HARDWARE FOR AI

Two different architectures for vision processor

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Standalone chip Unit(s) embedded in a SoC

Allied Vision VPSurveillance

The chip is fully dedicated to processing

algorithms for imaging.In a single system-on-chip (SoC), multiple units combine

to form the vision processor. These units include ISP, CPU,

GPU, memory, and even a dedicated unit for computing

neural networks’ weights and functions.

Algorithms for analyzing images are run in a dedicated

unit and can be assisted by other units that form the

SoC, i.e. GPU, CPU, and memory. The ISP can also be embedded as a unit. These algorithms are generally

computer vision algorithms. However, architectures dedicated to

processing neural networks can be assimilated into a vision processor

unit if the inputs are images.

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12

EMERGENCE OF ARTIFICIAL INTELLIGENCE

Audio, the next segment to be invaded by AI

Next step for AI is audio

• As in imaging with the image processing pipeline, pre-processing and processing functions arealways implemented before running powerful AI algorithms. These functions are run on a low cost(<$1) traditional DSP like a MCU or embedded in an AP/SoC:• Filtering• Sampling

• Noise cancellation and its sub-category, wind cancellation• Echo cancellation• Beam forming

• AI algorithms are used to analyze the sound in order to “understand” and delegate morecomputing performance and a larger amount of memory. In general they are more expensive,with prices ranging from $7 - $50. Some of them require so much effort that there are executedon dedicated hardware in the Cloud.This category includes:• Voice recognition• Speech recognition• Event detection, including voice wake• Contextual awareness

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Filtering

Beamforming

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13

TWO WAYS TO COMPUTE AUDIO AI ON THE EDGE

Two different ways to compute audio AI. Development is ongoing

Artificial Intelligence Computing for Consumer | Sample | www.yole.fr | ©2019

Sound processing unitUnit embedded in the system’s application processor (AP)

Sound processorSpecialized stand-alone chip

AP enables integration of various

functions, including audio, into a

single chip

Audio embedded in AP is

spreading in smartphone

applications

New applications with low

power and higher-level audio

computation (AI) are pushing for

new audio-dedicated processing

units, SPU

New applications for SP include

smart homes, headsets, and HMD“Focus on future interaction” means

between a human and a home robot.

The sound processor is not there to just

understand keywords, but rather a whole

sentence in a defined, closed context.

Context: Robot home

Human: Close the window

Or

Human: Is it possible to get the window closed please?

Windows closes

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14

• Three main applications are analyzed in this report. All are eitherprecursors of a new imaging or audio AI technology, or hold ampleopportunity for such a technology.

• With its so-called “neural engine”, the smartphone is one of thefirst devices to have an embedded unit dedicated to AI.

• Even though demand is decreasing, consumer drones is a lab marketwhere hardware and software technologies can be tested.

• Robotic home is the best market for analyzing the battle involvingdata and all the implemented technologies, in order to acquiremore high-quality information on the consumer.

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APPLICATIONS

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REVIEW OF COMPUTING HARDWARE

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FORECASTS 2014-2024

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LANDSCAPES AND SUPPLY CHAINS

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MERGE AND ACQUISITION ANALYSIS

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TECHNOLOGIES ANALYZED IN THE REPORT

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COMPUTING HARDWARE FOR AI MARKET VALUES

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21

PLAYERS – SEGMENTATION BY TYPE OF IMPLEMENTATION

Embedded Standalone

IP

Non exhaustive list

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THE DATA VALUE CHAIN

SpecializationEdgeDecentralized

Without edge computing HW design

Cloud

With edge computing HW design

Edge

AP designers and

manufacturers

Close to sensor

IP companies

CentralizedSpecialization Edge

Sensor

Raw

dat

a

Pro

cess

ed d

ata

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23

Contact our

Sales Team

for more

information

Neuromorphic technologies for sensing and computing

Image Signal Processor and Vision Processor Market and Technology Trends

2019

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YOLE GROUP RELATED REPORTS

Yole Développement and System Plus Consulting

Artificial Intelligence Computingfor Automotive 2019

System Plus Consulting teardowns

https://www.reverse-costing.com/

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Artificial Intelligence (AI) among consumers is both invisible and yet so present. In our smartphone or our home, this technology enters our daily lives in how we interact with the environment around us. The applications are numerous: biometrics, surveillance, photography, remote control, virtual assistant ... and the impact of artificial intelligence remains immense. The Artificial Intelligence Computing for Consumer 2019 report measures this impact, notably through the market and technology trends in computing hardware dedicated to AI, in other words in mm² of silicon.

In recent years, we are seeing the emergence of edge computing. This trend involves placing the calculation at the system level. However, the constraints are strong: always-on, consumption and performance in particular. With the end of Moore’s law and the need for power demanded by artificial intelligence algorithms, it was necessary to create a new type of dedicated architecture. This unit has different names: deep learning accelerator, neural engine, neural processing unit,

AI-processing unit ... The goal is the same: to allow, without the need of a power-hungry GPU, to parallelize calculations very numerous in deep learning algorithms, and thus bring intelligence directly to the device level, independent of the cloud. The report distinguishes two types of technologies: either the AI is entirely dedicated to the analysis due to a stand-alone chip, or the unit dedicated to this task is embedded in a system-on-chip (SoC) whose objective is not centered on the analysis. To name a few examples, on the one hand, for the stand-alone chip, Intel Movidius is a perfect example. On the other hand, an «application processor», like Qualcomm’ Snapdragon series, which is the central chip of smartphones containing a neural engine are representative of the embedded category.

Yole Développement’s analysts estimate that the total market in 2024 for hardware computing for consumer applications will reach $ 15.6B shared between the stand-alone chip at $ 3.8B and embedded, supported by the smartphone, up to $ 11.8 B.

ARTIFICIAL INTELLIGENCE COMPUTING FOR CONSUMER 2019 Market & Technology Report - October 2019

COMPUTING HARDWARE FOR ARTIFICIAL INTELLIGENCE MARKET IS DYNAMIC, RICH AND DIVERSIFIED

While AI is a feature expected in smartphones, this fantastic technology has spread like wildfire to the smart home ecosystem and is profoundly impacting the semiconductor industry.

(Yole Développement, October 2019)

Computing hardware for artificial intelligence: 2018 - 2024 market forecast

WHAT’S NEW• Deepest analysis of the smart home

ecosystem• Deepest analysis of the smartphone

application processor analysis• Quantification of many more

devices such as smart watches, headsets, personal robotics, smart TVs, and many more

KEY FEATURES• Artificial intelligence (AI)

technologies used in consumer applications

• Edge computing for AI• Types of hardware for smartphones,

drones, and smart home devices with a focus on virtual personal assistant

• Ecosystems, market forecast, and trends

• AI software design and players’ strategies

• Investments, merges and acquisitions analysis

14%

3%

11%

72%

1%

99%

$2.3B

$15.6BCAGR2018-2024 37.5%

2018

2024Stand-alone sound processorEmbedded sound processorStand-alone vision processorEmbedded vision processor

:

FOR EACH TYPE OF COMPUTING HARDWARE, THE ACTORS ARE DIFFERENT AND SPECIALIZED

Even if the IP players propose solutions for the whole ecosystem, it is obvious that there is a strong stake to bring the calculation close to the sensor or centralize it in a multifunction chip. In the first case, we find the historical actors as well as the suppliers of sensors who want to add value to their product, so we

think here of ON Semiconductor, Ambarella, TI, Sony, Knowles, ams. On the other we find more and more OEMs who also want to capture this value by designing their own chip: Apple, Samsung, Huawei (with HI Silicon) and more famous players in this ecosystem such as Intel or Qualcomm. The latter stands out by

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ARTIFICIAL INTELLIGENCE COMPUTING FOR CONSUMER 2019

MM² OF SILICON AND DATA, WHEN ARTIFICIAL INTELLIGENCE CREATES NEW STAKES

The objective of this report is to also determine the evolutions in volume and size of chips related to artificial intelligence. It appears, as shown by the trend at Apple, that these dedicated units are devouring more and more silicon, or, in general, more and more chips including AI-related features are overflowing on the market, which opens up big stakes and offers many opportunities. The goal is to understand here the impact of artificial intelligence on the size of the chip by looking at particular dedicated units or neural engine and their propensity to grow. It should be noted for example that the size of this unit has grown five-fold in 2 years and that Yole Développement’s team

expects a similar evolution in the coming years for the Apple application processor.

Finally, controlling data provides phenomenal firepower in the field of AI. Data is needed to be more precise, more efficient, and more customizable, through better algorithms. Getting the best algorithms leads to greater penetration and acceptance by the public and, obviously, higher revenues. In this sector, revenues, investment, mergers and acquisitions are mastered by the giants GAFAM and BATX. This report, based on teardowns performed by System Plus Consulting, proposes a detailed analysis of the different strategies of these actors particularly in the smart home ecosystem where AI is at its beginning but where stakes are huge.

offering this type of computing for other markets than the smartphone such as virtual personal assistant, drones or smart camera. At the top of the pyramid, the tech giants are also designing

their own hardware, especially at the level of cloud computing where the value is even stronger and the clear objective of the data, today equivalent to a currency, different.

The value chain follows the data flow

(Yole Développement, October 2019)

Non-exhaustive list of companies

AnalyzeHardware >$1000

ProcessHardware $1-$3

ComputeHardware $10-$100

Skiing 99%

RawSensor $0.1-$1

Predicting next chips mm² and node: example of Apple application processors

(Yole Développement, October 2019)

A5X

A6X

A8

A8X

A9

A9X

A10

A11A10X

A12

A12X

60

120

Die

Size

(mm

2 )

Node (nm)

2P Cores 4G Cores 4P Cores 6P Cores 4G Cores 8P Cores

45 32 2028 16 14 10 7 5

*Samsung application processors predictions are also included in the report

A14A13

Estimates8P Cores2P Cores 4G Cores

A7

P-Core= CPU Core

G-Core= Graphic Core

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COMPANIES CITED IN THE REPORT (non exhaustive list)

Alibaba, Alphabet, Amazon, AMD, Another Brain, Apple, ARM, Asus, ATI, Baidu, CEVA, Cray,Deephi Tech, DeepMind, Facebook, Google, Graphcore, Hisilicon, Hover Camera, Huawei, IBM, Imagination, Infineon, Instagram, Intel, Kalray, Knowles, LightOn, Mediatek, Microsoft, Motorola, Nokia, Nuance, Nvidia, ON Semiconductor, Oppo, Parrot, Qualcomm, Samsung, Skydio, Sensetime, Socionext, Sony, STMicroelectronics, Synopsis, Tencent, Texas Instruments, Videantis, Xiaomi, Xilinx, and many more…

MARKET & TECHNOLOGY REPORT

Glossary and definitions 2Table of contents 6Report objectives and scope 7Report methodology 9About the authors 10Companies cited in this report 11What we got right, what we got wrong 12Who should be interested in this report? 13Yole Group’s related reports 14Three-slide summary 15Executive summary 18Context 63Market forecasts 80

> Segmentation> Assumptions> Computing hardware for AI for consumer

applications - Forecasts> Computing hardware for imaging AI

forecasts> Stand-alone vision processor forecasts> Embedded vision processor forecasts> Computing hardware for audio AI forecasts> Stand-alone sound processor forecasts> Embedded sound processor forecasts> Computing hardware for AI - Market value

forecasts

Market trends 95> On the road to augmented intelligence> From cloud to edge> Description of applications> Market trends - Smartphones> Market trends - Drones> Market trends - Robot home

Ecosystems 146> Computing hardware for AI performance

and consumption> Imaging AI on the edge - Main hardware

players> Audio AI on the edge - Main hardware

players> Stakes and battle for the value chain> Ecosystem - Smartphones> Ecosystem - Drones> Ecosystem - Robot home> Ecosystem in Europe

Technology trends 207> Technology description> Biometry authentication> Virtual personal assistant> Photography and AR> AI technologies for drones

Conclusion 237Annex - Algorithms review 240Yole Développement presentation 259

TABLE OF CONTENTS (complete content on i-Micronews.com)

• Image Signal Processor and Vision Processor Market and Technology Trends 2019

• Artificial Intelligence Computing for Automotive 2019

• Neuromorphic Sensing and Computing 2019

Find all our reports on www.i-micronews.com

RELATED REPORTSBenefit from our Bundle & Annual Subscription offers and access our analyses at the best available price and with great advantages

AUTHORSAs a Software & Market Analyst, Yohann Tschudi, PhD is a member of the Semiconductor & Software division at Yole Développement (Yole). Yohann is daily working with his team, to identify, understand and analyze the role of the software and computing parts within any semiconductor products, from the machine code to the highest level of algorithms. After his thesis at CERN (Geneva, Switzerland), Yohann developed a dedicated software for fluid mechanics and thermodynamics applications. Afterwards, he served during 2 years at the University of Miami (FL, United-States) as an AI scientist. Yohann has a PhD in High Energy Physics and a master degree in Physical Sciences from Claude Bernard University (Lyon, France).

REPORT OBJECTIVESProvide a scenario for artificial intelligence (AI) within the dynamics of the consumer market, and understand AI’s impact on the semiconductor industry:• Hardware for AI - revenue forecast, volume shipments forecast• Systems - ASP forecast, revenue forecast, volume shipments forecast• Focus on consumer applications with embedded technologies: smartphones, drones, cameras,

smart/robot homesDeliver an in-depth understanding of the ecosystem & players:• Who are the players? What are the relationships inside this ecosystem? Who will win the “data

control” battle?• Who are the key suppliers to watch, and what technologies do they provide?Offer key technical insight and analysis into future technology trends and challenges:• Key technology choices• Technology dynamics• Emerging technologies and roadmaps

John Lorenz is a Technology and Market Analyst within the Computing & Software division at Yole Développement (Yole). After holding various positions within Micron Technology including engineering, strategic and finance roles, John is daily engaged in the development of market and technology monitors for the logic segment of advanced semiconductors at Yole. John has a Bachelors of Science degree in Mechanical Engineering from the University of Illinois Urbana-Champaign (USA), with a focus on MEMS devices.

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Founded in 1998, Yole Développement (Yole) has grown to become a group of companies providing marketing, technology and strategy consulting, media and corporate finance services, reverse engineering and reverse costing services and well as IP and patent analysis. With a strong focus on emerging applications using silicon and/or micro manufacturing, the Yole group of companies has expanded to include more than 120 collaborators worldwide covering MEMS and image sensors, Compound semiconductors, RF Electronics, Solid-state lighting, Displays, Software, Optoelectronics, Microfluidics & Medical, Advanced Packaging, Manufacturing, Power Electronics, Batteries & Energy Management and Memory.The “More than Moore” market research, technology and strategy consulting company Yole Développement, along with its partners System Plus Consulting, PISEO, KnowMade and Blumorpho, supports industrial companies, investors and R&D organizations worldwide to help them understand markets and follow technology trends to grow their business.

CONSULTING AND ANALYSIS• Market data & research, marketing analysis• Technology analysis• Strategy consulting• Reverse engineering & costing• Patent analysis• Design and characterization of innovative optical systems• Financial services (due diligence, M&A with our partner)More information on www.yole.fr

MEDIA & EVENTS• i-Micronews.com website, application & related e-newsletter• Communication & webcast services• Events: TechDays, forums…More information on www.i-Micronews.com

REPORTS• Market & technology reports• Patent investigation and patent infringement risk analysis• Structure, process and cost analysis and teardowns• Cost simulation toolMore information on www.i-micronews.com/reports

CONTACTSFor more information about : • Consulting & Financial Services: Jean-Christophe Eloy ([email protected])• Reports & Monitors: David Jourdan ([email protected]) & Fayçal Khamassi

([email protected])• Marketing & Communication: Camille Veyrier ([email protected])• Public Relations: Sandrine Leroy ([email protected])

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© 2019

Yole Développement

From Technologies to Market

Source: Wikimedia Commons

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25©2019 | www.yole.fr | About Yole Développement

YOLE DEVELOPPEMENT – FIELDS OF EXPERTISE WITHIN 3 MAIN DOMAINS

Semiconductor & Softwareo Semiconductor Packaging and Substrates

o Semiconductor Manufacturing

o Memory

o Computing and Software

Power & Wireless

o RF Devices & Technologies

o Compound Semiconductors & Emerging

Materials

o Power Electronics

o Batteries & Energy Management

Photonics & Sensingo Photonics

o Lighting

o Imaging

o Sensing & Actuating

o Display

About Yole Développement | www.yole.fr | ©2019

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26©2019 | www.yole.fr | About Yole Développement

4 BUSINESS MODELS

o Consulting and Analysis

• Market data & research,

marketing analysis

• Technology analysis

• Strategy consulting

• Reverse engineering & costing

• Patent analysis

• Design and characterization

of innovative optical systems

• Financial services (due

diligence, M&A with our

partner)

www.yole.fr

o Syndicated reports

• Market & technology reports

• Patent investigation and patent

infringement risk analysis

• Teardowns & reverse costing

analysis

• Cost simulation tool

www.i-Micronews.com/reports o Media

• i-Micronews.com website and

application

• i-Micronews e-newsletter

• Communication & webcast

services

• Events: TechDays, forums,…

www.i-Micronews.com

o Monitors

• Monthly and quarterly update

• Excel database covering supply,

demand, and technology

• Price, market, demand and

production forecasts

• Supplier market shares

www.i-Micronews.com/reports

About Yole Développement | www.yole.fr | ©2019

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27©2019 | www.yole.fr | About Yole Développement

6 COMPANIES TO SERVE YOUR BUSINESS

Due diligence

www.yole.fr

Manufacturing costs analysis

Teardown and reverse engineering

Cost simulation tools

www.systemplus.fr

Market, technology and strategy

consulting

www.yole.fr

IP analysis

Patent assessment

www.knowmade.fr

Innovation and business maker

www.bmorpho.com

Design and characterization of

innovative optical systems

www.piseo.fr

Yole Group of Companies

About Yole Développement | www.yole.fr | ©2019

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28

OUR GLOBAL ACTIVITY

30%of our business

40%of our business 30%

of our business

Greater

China office

Yole Japan

HQ in Lyon

Nantes

Paris

Nice

Vénissieux

Yole Deutschland

Frankfurt

Hsinchu

Tokyo

Yole Korea

Seoul

Palo Alto

Yole Inc.

Cornelius

About Yole Développement | www.yole.fr | ©2019

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29©2019 | www.yole.fr | About Yole Développement

ANALYSIS SERVICES - CONTENT COMPARISON

High

Technology

and Market

Report

Leadership

Meeting

Q&A

Service

Depth of the analysis

Bre

adth

of th

e a

nal

ysis

Meet the

Analyst

Custom

Analysis

High

Low

About Yole Développement | www.yole.fr | ©2019

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30©2019 | www.yole.fr | About Yole Développement

SERVING THE ENTIRE SUPPLY CHAIN

Our analysts provide market analysis,

technology evaluation,

and business plans along the entire

supply chain

Integrators, end-

users and software

developers

Device manufacturers

Suppliers: material,

equipment, OSAT, foundries…

Financial investors, R&D centers

About Yole Développement | www.yole.fr | ©2019

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31©2019 | www.yole.fr | About Yole Développement

SERVING MULTIPLE INDUSTRIAL FIELDS

We workacross

multiples industries to understand

the impact of More-than-

Moore technologies from deviceto system

From A to Z…

Transportation

makers

Mobile phone

and

consumer

electronics

Automotive

Medical

systems

Industrial

and defense

Energy

management

About Yole Développement | www.yole.fr | ©2019

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32

o Over the course of more than 20 years, Yole Développement has grown to become a group of companies. Together with System Plus Consulting and KnowMade, we now

provide marketing, technology and strategy consulting, media and corporate finance services, reverse costing, structure, process and cost analysis services and well as

intellectual property (IP) and patent analysis. Together, our group of companies is collaborating ever closer and therefore will offer, in 2019, a collection of over 125 reports,

10 new monitors and 120 teardowns. Combining respective expertise and methodologies from the three companies, they cover:

o If you are looking for:

• An analysis of your product market and technology

• A review of how your competitors are evolving

• An understanding of your manufacturing and production costs

• An understanding of your industry’s technology roadmap and related IPs

• A clear view supply chain evolution

Our reports and monitors are for you!

o Our team of over 70 analysts, including PhD and MBA qualified industry veterans from Yole Développement, System Plus Consulting and KnowMade, collect information,identify trends, challenges, emerging markets, and competitive environments. They turn that information into results and give you a complete picture of your industry’slandscape. In the past 20 years, we have worked on more than 2,000 projects, interacting with technology professionals and high-level opinion makers from the mainplayers of their industries and realized more than 5,000 interviews per year.

WHAT TO EXPECT IN 2019?In 2019 we will extend our offering with a new ‘monitor’ product which provides more updates on your industry during the year. The Yole Group of Companies is also buildingon and expanding its investigations of the memory industry. Moreover, in parallel, the Yole Group reaffirms its commitment to a new collection of reports mixing software andhardware and is increasing its involvement in displays, radio-frequency (RF) technology, advanced substrates, batteries and compound semiconductors. Last but not least,System Plus Consulting is developing its teardowns service providing 120+ offers related to phones, smart home, wearables and connected devices. Discover our 2019program right now, and ensure you get a true vision of the industry. Stay tuned!

REPORTS COLLECTION

www.i-Micronews.com

• MEMS & Sensors

• RF devices & technologies

• Medical technologies

• Semiconductor Manufacturing

• Advanced packaging

• Memory

• Batteries and energy management

• Power electronics

• Compound semiconductors

• Solid state lighting

• Displays

• Software

• Imaging

• Photonics

About Yole Développement | www.yole.fr | ©2019

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OUR 2019 REPORTS COLLECTION (1/4)

18 fields of excellence combined with six markets to provide a complete picture of your industry landscape

Market –Technology – Strategy – by Yole DéveloppementYole Développement (Yole) offers market reports including quantitative market forecasts,

technology trends, company strategy evaluation and indepth application analyses. Yole will

publish more than 55 reports in 2019, with our partner PISEO contributing to some of

the lighting reports.

Reverse Costing® – Structure, Process and Cost Analysis – by

System Plus ConsultingThe Reverse Costing® report developed by System Plus Consulting provides full

teardowns, including detailed photos, precise measurements, material analyses,

manufacturing process flows, supply chain evaluations, manufacturing cost analyses and

selling price estimations. The reports listed below are comparisons of several analyzed

components from System Plus Consulting. More reports are however available, and over

60 reports will be released in 2019.The complete list is available at www.systemplus.fr.

Patent Reports – by KnowMadeMore than describing the status of the IP situation, these analyses provide a missing link

between patented technologies and market, technological and business trends. They offer

an understanding of the competitive landscape and technology developments from a

patent perspective. They include key insights into key IP players, key patents and future

technology trends. For 2019 KnowMade will release over 15 reports.

The markets targeted are :

• Mobile & Consumer

• Automotive & Transportation

• Medical

• Industrial

• Telecom & Infrastructure

• Defense & Aerospace

• Linked reports are dealing with the same topic to provide

• a more detailed analysis.

About Yole Développement | www.yole.fr | ©2019

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OUR 2019 REPORTS COLLECTION (1/5)18 fields of excellence combined with six markets to provide a complete picture of your industry landscape

MEMS & SENSORS

o MARKET AND TECHNOLOGY REPORT

• Status of the MEMS Industry 2019 - Update

• Status of the Audio Industry 2019 - New

• Uncooled Infrared Imagers and Detectors 2019 – Update

• Consumer Biometrics:Technologies and Market Trends 2018

• MEMS Pressure Sensor Market and Technologies 2018

• Gas & Particle Sensors 2018

o STRUCTURE, PROCESS & COST REPORT

• MEMS & Sensors Comparison 2019

• MEMS Pressure Sensor Comparison 2018

• Particle Sensors Comparison 2019

• Miniaturized Gas Sensors Comparison 2018

o PATENT REPORT

• MEMS Foundry Business Portfolio 2019 - New

• Miniaturized Gas Sensors 2019 - New

PHOTONIC AND OPTOELECTRONICS

o MARKET ANDTECHNOLOGY REPORT

• Silicon Photonics and Photonic Integrated Circuits 2019

• LiDARs for Automotive and Industrial Applications 2019 - Update

o PATENT REPORT

• Silicon Photonics for Data Centers: Optical Transceiver 2019 - New

• LiDAR for Automotive 2018

RF DEVICES AND TECHNOLOGIES

o MARKET ANDTECHNOLOGY REPORT

• RF GaN Market: Applications, Players, Technology,

and Substrates 2019 - Update

• 5G’s Impact on RF Front-End Module and Connectivity

for Cell Phones 2019 – Update

• 5G Impact on Telecom Infrastructure 2019 - New

• Radar and Wireless for Automotive: Market and Technology

Trends 2019 - Update

• Passive & Active Antenna Systems for Telecom

Infrastructure 2019 - New

• RF Standards and Technologies for Connected Objects 2018

o STRUCTURE, PROCESS & COST REPORT

• RF Front-End Module Comparison 2019 - Update

• Automotive Radar RF Chipset Comparison 2018

o PATENT REPORT

• Antenna for 5G Wireless Communications 2019 - New

• RF Front End Modules for Cellphones 2018

• RF Filter for 5G Wireless Communications: Materials and Technologies 2019

• RF GaN 2019 – Patent Landscape Analysis

Update : 2018 version still available About Yole Développement | www.yole.fr | ©2019

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35

OUR 2019 REPORTS COLLECTION (2/5)18 fields of excellence combined with six markets to provide a complete picture of your industry landscape

IMAGING

o MARKET AND TECHNOLOGY REPORT

• Status of the CIS Industry 2019: Technology

and Foundry Business - Update

• Imaging for Automotive 2019 - Update

• Neuromorphic Technologies for Sensing 2019 - Update

• Status of the CCM and WLO Industry 2019 – Update

• 3D Imaging & Sensing 2018

• MachineVision for Industry and Automation 2018

• Sensors for Robotic Vehicles 2018

o STRUCTURE, PROCESS & COST REPORT

• Compact Camera Modules Comparison 2019

• CMOS Image Sensors Comparison 2019

o PATENT REPORT

• Facial & Gesture Recognition Technlogies in Mobile Devices 2019 - New

• Apple iPhone X Proximity Sensor & Flood Illuminator 2018

MEDICAL IMAGING AND BIOPHOTONICS

o MARKET ANDTECHNOLOGY REPORT

• X-Ray Detectors for Medical, Industrial

and Security Applications 2019- New

• Microscopy Life Science Cameras: Market and Technology Analysis 2019

• Ultrasound technologies for Medical, Industrial

and Consumer Applications 2018

o PATENT REPORT

• Optical Coherence Tomography Medical Imaging 2018

MICROFLUIDICS

o MARKET ANDTECHNOLOGY REPORT

• Status of the Microfluidics Industry 2019 - Update

• Next Generation Sequencing & DNA Synthesis - Technology,

Consumables Manufacturing and Market Trends 2019 - New

• Organ-on-a-Chip Market & Technology Landscape 2019 - Update

• Point-of-Need Testing Application of Microfluidic Technologies 2018

• Liquid Biopsy: from Isolation to Downstream Applications 2018

• Chinese Microfluidics Industry 2018

o PATENT REPORT

• Microfluidic Manufacturing Technologies 2019 – New

• Nanopore Sequencing 2019 - New

INKJET AND ACCURATE DISPENSING

o MARKET ANDTECHNOLOGY REPORT

• Inkjet Printheads - Dispensing Technologies

& Market Landscape 2019 - Update

• Emerging Printing Technologies

for Microsystem Manufacturing 2019 - New

• Piezoelectric Devices from Bulk to Thin Film 2019 - New

• Inkjet Functional and Additive Manufacturing for Electronics 2018

o STRUCTURE, PROCESS & COST REPORT

• Piezoelectric Materials from Bulk to Thin Film Comparison 2019

Update : 2018 version still available About Yole Développement | www.yole.fr | ©2019

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36

OUR 2019 REPORTS COLLECTION (3/5)18 fields of excellence combined with six markets to provide a complete picture of your industry landscape

BIOMEMS & MEDICAL MICROSYSTEMS

o MARKET ANDTECHNOLOGY REPORT

• Medical Wearables: Market & Technology Analysis 2019 - New

• Neurotechnologies and Brain Computer Interface 2018

• BioMEMS & Non-Invasive Sensors: Microsystems for Life Sciences

& Healthcare 2018

o PATENT REPORT

• 3D Cell Printing 2019 - New

• Circulating Tumor Cells Isolation 2019 - New

SOFTWARE AND COMPUTING

o MARKET ANDTECHNOLOGY REPORT

• Artificial Intelligence Computing For Automotive 2019 - New

• Hardware and Software for Artificial Intelligence (AI)

in Consumer Applications 2019 - Update

• Image Signal Processor and Vision Processor Market

and Technology Trends 2019

• xPU (Processing Units) for Cryptocurrency, Blockchain, HPC

and Gaming 2019 – New

• Artificial Intelligence for Medical Imaging 2019 - New

o PATENT REPORT

• Artificial Intelligence for Medical Diagnostics - New

MEMORY

o MARKET AND TECHNOLOGY REPORT

• Status of the Memory Industry 2019 - New

• MRAM Technology and Business 2019 - New

• Emerging NonVolatile Memory 2018

o STRUCTURE, PROCESS & COST REPORT

• Memory Comparison 2019

o PATENT REPORT

• Magnetoresistive Random-Access Memory (MRAM) 2019 - New

• 3D Non-Volatile Memory 2018

ADVANCED PACKAGING

o MARKET ANDTECHNOLOGY REPORT

• Fan Out Packaging Technologies and Market Trends 2019 - Update

• 3D TSV Integration and Monolithic Business Update 2019 - Update

• Advanced RF SiP for Cellphones 2019 - Update

• Status of the Advanced Packaging Industry 2019 - Update

• Status of the Advanced Substrates 2019 - Update

• Panel Level Packaging Trends 2019 - Update

• Automotive Packaging Market & Technology Trends 2019 - New

• Trends in Automotive Packaging 2018

• Thin-Film Integrated Passive Devices 2018

o STRUCTURE, PROCESS & COST REPORT

• Advanced RF SiP for Cellphones Comparison 2019

Update : 2018 version still available About Yole Développement | www.yole.fr | ©2019

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OUR 2019 REPORTS COLLECTION (4/5)18 fields of excellence combined with six markets to provide a complete picture of your industry landscape

SEMICONDUCTOR MANUFACTURING

o MARKET ANDTECHNOLOGY REPORT

• Nano-Imprint Technology Trends for Semiconductor

Applications 2019 - New

• Equipment and Materials for Fan Out Packaging 2019 - Update

• Equipment for More than Moore: Thin Film Deposition

& Etching 2019 - New

• Wafer Starts for More Than Moore Applications 2018

• Polymeric Materials at Wafer-Level

for Advanced Packaging 2018

• Bonding and Lithography Equipment Market

for More than Moore Devices 2018

o STRUCTURE, PROCESS & COST REPORT

• Wafer Bonding Comparison 2018

o PATENT REPORT

• Hybrid Bonding for 3D Stack 2019 – New

BIOTECHNOLOGIES

o MARKET AND TECHNOLOGY REPORT

• CRISPR-Cas9 Technology: From Lab to Industries 2018

o PATENT REPORT

• Personalized Medicine 2019 – New

SOLID STATE LIGHTING

o MARKET ANDTECHNOLOGY REPORT

• Status of the Solid State Light Source Industry 2019 - New

• Edge Emitting Lasers (EELS) 2019 - New

• Light Shaping Technologies 2019 - New

• Automotive Advanced Front Lighting Systems 2019 - New

• VCSELs – Market and Technology Trends 2019 - Update

• IR LEDs and Laser Diodes – Technology, Applications,

and Industry Trends 2018

• Automotive Lighting 2018: Technology, Industry and Market Trends

• UV LEDs - Technology, Manufacturing and Application Trends 2018

• LiFi: Technology, Industry and Market Trends 2018

o STRUCTURE, PROCESS & COST REPORT

• VCSEL Comparison 2019

o PATENT REPORT

• VCSELs 2018

DISPLAY

o MARKET ANDTECHNOLOGY REPORT

• Next Generation 3D Displays 2019 - New

• Next Generation Human Machine Interaction (HMI)in Displays 2019 - New

• Micro-and Mini-LED Displays 2019 - Update

• Next Generation TV Panels: New Technologies, Features and

Market Impact 2019

• Displays & Optical Vision Systems for VR, AR & MR 2018

o PATENT REPORT

• MicroLED Displays : Intellectual Property Landscape 2018Update : 2018 version still available About Yole Développement | www.yole.fr | ©2019

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OUR 2019 REPORTS COLLECTION (5/5)18 fields of excellence combined with six markets to provide a complete picture of your industry landscape

POWER ELECTRONICS

o MARKET ANDTECHNOLOGY REPORT

• Power SiC: Materials, Devices and Applications 2019 - Update

• Power Electronics for EV/HEV and e-mobility:

Market, Innovations and Trends 2019 - Update

• Status of the Power Electronics Industry 2019 - Update

• Discrete Power Packaging : Material Market

and Technology Trends 2019 - New

• Status of the Power ICs Industry 2019 - Update

• Status of the Passive Components for the Power Electronics

Industry 2019 - Update

• Status of the Inverter Industry 2019 - Update

• Status of the Power Module Packaging Industry 2019 - Update

• Wireless Charging Market Expectations

and Technology Trends 2018

• Power GaN 2018: Epitaxy, Devices, Applications

and Technology Trends

o STRUCTURE, PROCESS & COST REPORT

• Automotive Power Module Packaging Comparison 2018

• GaN-on-Silicon Transistor Comparison 2019

• SiC Transistor Comparison 2019

o PATENT REPORT

• Power SiC : Materials, Devices and Modules 2019 - New

• Power GaN : Materials, Devices and Modules 2019 – Update

BATTERY & ENERGY MANAGEMENT

o MARKET ANDTECHNOLOGY REPORT

• Status of the Rechargeable Li-ion Battery Industry 2019 - New

• Li-ion Battery Packs for Automotive and Stationary Storage

Applications 2019 - Update

o PATENT REPORT

• Battery Energy Density Increase: Materials

and Emerging Technologies 2019 - New

• Solid-State Batteries 2019 - New

• Status of the Battery Patents 2018

COMPOUND SEMI.

o MARKET ANDTECHNOLOGY REPORT

• Emerging Semiconductor Substrates:

Market & Technology Trends 2019- New

• Status of the Compound Semiconductor Industry 2019 - New

• InP Materials, Devices and Applications 2019 - New

• GaAs Wafer and Epiwafer Market: RF, Photonics,

LED and PV Applications 2018

o PATENT REPORT

• GaN-on-Silicon Substrate: Materials, Devices

and Applications 2019 - Update

Update : 2018 version still available About Yole Développement | www.yole.fr | ©2019

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OUR 2019 MONITORS COLLECTION (1/2)

Get the most updated overview of your market to monitor your strategy

Yole Développement, System Plus Consulting and KnowMade, all part of the Yole Group of Companies, are launching a collection of 10 monitors in 2019. The monitors aim to

provide updated market, technology and patent data as well dedicated quarterly analyses of the evolution in your industry over the previous 12 months. Furthermore, you can

benefit from direct access to the analyst for an on-demand Q&A and discussion session regarding trend analyses, forecasts and breaking news.

Topics covered will be compact camera modules (CCMs), advanced packaging, compound semiconductors, microfluidics, batteries, RF and memory.

MARKET MONITOR byYole Développement

A FULL PACKAGE:The monitors will provide the evolution of the market in units, wafer area and revenues.They will also offer insights into what is driving the business and a close look at what ishappening will also be covered in it.

The following deliverables will be included in the monitors:

• An Excel database with all historical and forecast data

• A PDF slide deck with graphs and comments/analyses covering the expected

evolutions

o ADVANCED PACKAGING – NEWThis monitor will provide the evolution of the advanced packaging platforms. It willcover Fan-Out Wafer Level Packaging (WLP), Fan-Out Panel Level Packaging (PLP),Wafer-Level Chip Scale Packaging (WLCSP), Flip Chip packaging platforms, and 2.5Dand 3D Through Silicon Via (TSV) integration. Frequency: Quarterly, starting from Q32019

o COMPOUND SEMI. – NEWThis monitor will describe how the compound semiconductor industry is evolving. Itwill offer a close look at GaAs, InP, SiC, GaN and other compounds of interestproviding wafer volumes, revenues, application breakdowns and momentum.Frequency: Quarterly, starting from Q3 2019

o CAMERA MODULE – NEWThis monitor will provide the evolution of the imaging industry, with a close look atimage sensor, camera module, lens and VCM. Volumes, revenues and momentum ofcompanies like Sony, Samsung, Omnivision and OnSemi will thus be analysed.Frequency: Quarterly, starting from Q3 2019

o MEMORY – UPDATEFor the memory industry you can have access to a quaterly monitor, as well as anadditional service, a monthly pricing. Both services can be bought seprately:

• DRAM Service: Including a quarterly monitor and monthly pricing.

• NAND Service: Including a quarterly monitor and monthly pricing.

REVERSETECHNOLOGY MONITOR by System Plus Consulting

o SMARTPHONES – NEWTo stay updated on the latest components, packaging and silicon chip choices of the smartphone makers, System Plus Consulting has created its first Smartphone ReverseTechnology monitor. This year, get access to the packaging and silicon content database of at least 20 different flagship smartphones – more than five per quarter. Starting at thebeginning of 2019, the monitor will include an Excel database report for each phone and a quarterly comparison.

About Yole Développement | www.yole.fr | ©2019

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OUR 2019 MONITORS COLLECTION (2/2)

Get the most updated overview of your market to monitor your strategy

PATENT MONITOR by KnowMade

A FULL PACKAGE:Starting at the beginning of the year, the KnowMade monitors include the following deliverables:

• An Excel file including the monthly IP database of:

• New patent applications

• Newly granted patents

• Expired or abandoned patents

• Transfer of IP rights through re-assignment and licensing

• Patent litigation and opposition

• Quarterly report including a PDF slide deck with the key facts & figures of thequarter: IP trends over the three last months, with a close look to key IP players andkey patented technologies.

o GaN for Power & RF ElectronicsWafers and epiwafers, GaN-on-SiC, silicon, sapphire or diamond, semiconductordevices such as transistors, and diodes, devices and applications including converters,rectifiers, switches, amplifiers, filters, and Monolothic Microwave Integrated Circuits(MMICs), packaging, modules and systems.

o GaN for Optoelectronics & PhotonicsWafers and epiwafers, GaN-on-sapphire, SiC or silicon; semiconductor devices suchas LEDs and lasers; and applications including lighting, display, visible communication,photonics, packaging, modules and systems.

o Li-ion BatteriesAnodes made of lithium metal, silicon, and lithium titanate (LTO); cathodes made ofLithium Iron Phosphate (LFP), Nickel-Manganese-Cobalt (NMC), Lithium NickelCobalt Aluminium Oxide (NCA), Lithium Nickel Metal Dioxide (LiNiMO2), LithiumMetal Phosphate (LiMPO4), and Lithium Metal Tetroxide (LiMO4); electrolytesincluding liquid, polymer/gel, and solid inorganics; ceramic and other separators;battery cells including thin film/microbattery, flexible, cylindrical and prismatic; andbattery packs and systems.

o Post Li-ion BatteriesBattery technologies including redox-flow batteries, sodium-ion, lithiumsulfur, lithium-air, and magnesium-ion, and their supply chains, including electrodes, electrolytes,battery cells and battery packs/systems.

o Solid-State BatteriesSupply chain including electrodes, battery cells, battery packs/systems andelectrolytes, including polymer, inorganic and inorganic/polymer, inorganic materials,including argyrodites, LIthium Super Ionic CONductor, (LISICONs), Thio-LISICONs,sulfide glasses, oxide glasses, perovskites, anti-perovskites and garnets.

o RF Acoustic Wave FiltersIncluding Surface Acoustic Wave (SAW), Temperature Compensated (TC)- SAW, BulkAcoustic Wave- Free-standing Bulk Acoustic Resonator (BAWFBAR), BAW-Solidly-Mounted Resonator (BAW-SMR), and Packaging.

o RF Power AmplifiersIncluding Low Noise Amplifiers, Doherty Amplifiers, Packaging, and Millimeter-Wavetechnology.

o RF Front-End Modules

o MicrofluidicsFrom components to chips and systems, including all applications.

About Yole Développement | www.yole.fr | ©2019

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I-MICRONEWS MEDIA

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technological and business information,

i-Micronews Media integrates several tools

able to reach each individual contact within its

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of i-Micronews e-newsletter

#110 attendees on average

#7+ key events planned for 2019

on different topics

#380 registrants per webcast on

average to gain new leads for

your business

Contact: Camille Veyrier ([email protected]), Marketing & Communication Director

About Yole Développement | www.yole.fr | ©2019

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CONTACT INFORMATION

o CONSULTING AND SPECIFIC ANALYSIS, REPORT BUSINESS

• North America:

• Steve LaFerriere, Senior Sales Director for Western US & Canada

Email: [email protected] – + 1 310 600-8267

• Chris Youman, Senior Sales Director for Eastern US & Canada

Email: [email protected] – +1 919 607 9839

• Japan & Rest of Asia:

• Takashi Onozawa, General Manager, Asia Business Development

(India & ROA)

Email: [email protected] - +81 34405-9204

• Miho Ohtake, Account Manager (Japan)

Email: [email protected] - +81 3 4405 9204

• Itsuyo Oshiba, Account Manager (Japan & Singapore)

Email: [email protected] - +81-80-3577-3042

• Korea: Peter Ok, Business Development Director

Email: [email protected] - +82 10 4089 0233

• Greater China: Mavis Wang, Director of Greater China Business

Development

Email: [email protected] - +886 979 336 809

• Europe: Lizzie Levenez, EMEA Business Development Manager

Email: [email protected] - +49 15 123 544 182

• RoW: Jean-Christophe Eloy, CEO & President, Yole Développement

Email [email protected] - +33 4 72 83 01 80

o FINANCIAL SERVICES (in partnership with Woodside Capital

Partners)

• Jean-Christophe Eloy, CEO & President

Email: [email protected] - +33 4 72 83 01 80

• Ivan Donaldson, VP of Financial Market Development

Email: [email protected] - +1 208 850 3914

o CUSTOM PROJECT SERVICES

• Jérome Azémar, Technical Project Development Director

Email: [email protected] - +33 6 27 68 69 33

o GENERAL

• Camille Veyrier, Director, Marketing & Communication

Email: [email protected] - +33 472 83 01 01

• Sandrine Leroy, Director, Public Relations

Email: [email protected] - +33 4 72 83 01 89 / +33 6 33 11 61 55

• Email: [email protected] - +33 4 72 83 01 80

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About Yole Développement | www.yole.fr | ©2019