We are in the big transition from HDD to Flash based SSD drive for intensive data storage industry. This presentation overviews Flash Memory basics, and why it is happening now. This also mentions beyond 3D-NAND Flash memory candidates.
1) The document discusses the transition from 2D to 3D NAND technology and how 3D NAND enables continued cost scaling. It also explores using 3D resistive RAM (ReRAM) technology as a potential storage class memory solution.
2) 3D NAND architecture improves on 2D NAND by addressing issues like cell density and proximity effects between cells. This allows NAND to continue scaling while conventional 2D scaling stops.
3) Using 3D technologies like 3D NAND and 3D ReRAM allows memory and storage to scale through increased layers rather than smaller lithography nodes, reducing cost through greater manufacturing efficiency and wafer scale.
SSD stands for solid state drive, which stores computer data without magnetic disks. SSDs have three main advantages over traditional hard disk drives: lower power usage, faster data access speeds, and greater reliability. While SSDs are more expensive than HDDs and have less storage capacity currently, the price of SSDs is decreasing as the technology advances. SSDs use no moving parts compared to HDDs, making them more durable and less prone to failure over time.
The document discusses solid state drives (SSDs) and how they differ from traditional hard disk drives (HDDs). SSDs use solid state memory like NAND flash instead of spinning disks, so they have no moving parts. This makes SSDs faster, more durable, quieter, and more energy efficient than HDDs. However, SSDs currently have higher costs and lower storage capacities than HDDs. The document covers the history, components, advantages, disadvantages, applications, and performance comparisons of SSDs versus HDDs.
An SSD is a data storage device that uses flash memory instead of a spinning disk, allowing it to have no moving parts. It emulates a traditional hard disk drive to allow compatibility with existing software and interfaces. While SSDs have much faster read speeds than HDDs, their write speeds are slower. However, manufacturers are differentiating their SSD products to improve write performance. Long term, write speeds may decrease as flash memory technology scales down due to degradation in NAND performance from die shrinks and increased bits per cell.
The document provides step-by-step instructions for setting up storage devices and configuring a server to function as a file server for a school. It details how to partition and format hard disk drives to add storage, set permissions to allow file sharing over the network, install Moodle learning management software, and backup and restore data to organize it by subject and school level. The overall process described is how to configure a server with additional storage devices to serve files and host a learning management system for a school computer network.
1) Advanced Format hard disk drives use 4K-byte physical sectors instead of traditional 512-byte sectors to allow for stronger error correction capabilities and better data integrity at higher densities.
2) While Advanced Format provides benefits, it requires operating systems and software to be "Advanced Format aware" to avoid issues with write performance related to sector alignment.
3) To maximize compatibility and performance, users should ensure they are using an Advanced Format optimized operating system like Windows 7 with Service Pack 1 and confirm that other core software is also Advanced Format aware.
Guantes son prendas de vestir que cubren las manos y los dedos. Se usan para mantener las manos calientes o para varios propósitos como la higiene, el trabajo y los deportes. Los guantes modernos se fabrican con una variedad de materiales como cuero, lana, algodón, nailon y lycra.
1) The document discusses the transition from 2D to 3D NAND technology and how 3D NAND enables continued cost scaling. It also explores using 3D resistive RAM (ReRAM) technology as a potential storage class memory solution.
2) 3D NAND architecture improves on 2D NAND by addressing issues like cell density and proximity effects between cells. This allows NAND to continue scaling while conventional 2D scaling stops.
3) Using 3D technologies like 3D NAND and 3D ReRAM allows memory and storage to scale through increased layers rather than smaller lithography nodes, reducing cost through greater manufacturing efficiency and wafer scale.
SSD stands for solid state drive, which stores computer data without magnetic disks. SSDs have three main advantages over traditional hard disk drives: lower power usage, faster data access speeds, and greater reliability. While SSDs are more expensive than HDDs and have less storage capacity currently, the price of SSDs is decreasing as the technology advances. SSDs use no moving parts compared to HDDs, making them more durable and less prone to failure over time.
The document discusses solid state drives (SSDs) and how they differ from traditional hard disk drives (HDDs). SSDs use solid state memory like NAND flash instead of spinning disks, so they have no moving parts. This makes SSDs faster, more durable, quieter, and more energy efficient than HDDs. However, SSDs currently have higher costs and lower storage capacities than HDDs. The document covers the history, components, advantages, disadvantages, applications, and performance comparisons of SSDs versus HDDs.
An SSD is a data storage device that uses flash memory instead of a spinning disk, allowing it to have no moving parts. It emulates a traditional hard disk drive to allow compatibility with existing software and interfaces. While SSDs have much faster read speeds than HDDs, their write speeds are slower. However, manufacturers are differentiating their SSD products to improve write performance. Long term, write speeds may decrease as flash memory technology scales down due to degradation in NAND performance from die shrinks and increased bits per cell.
The document provides step-by-step instructions for setting up storage devices and configuring a server to function as a file server for a school. It details how to partition and format hard disk drives to add storage, set permissions to allow file sharing over the network, install Moodle learning management software, and backup and restore data to organize it by subject and school level. The overall process described is how to configure a server with additional storage devices to serve files and host a learning management system for a school computer network.
1) Advanced Format hard disk drives use 4K-byte physical sectors instead of traditional 512-byte sectors to allow for stronger error correction capabilities and better data integrity at higher densities.
2) While Advanced Format provides benefits, it requires operating systems and software to be "Advanced Format aware" to avoid issues with write performance related to sector alignment.
3) To maximize compatibility and performance, users should ensure they are using an Advanced Format optimized operating system like Windows 7 with Service Pack 1 and confirm that other core software is also Advanced Format aware.
Guantes son prendas de vestir que cubren las manos y los dedos. Se usan para mantener las manos calientes o para varios propósitos como la higiene, el trabajo y los deportes. Los guantes modernos se fabrican con una variedad de materiales como cuero, lana, algodón, nailon y lycra.
In this presentation, Sarthak introduces SMAC and associated trends. Sarthak is interested in data analytics where he is interested in finding patterns based on user searches and also the device used.
Una elefanta llamada L'Àfrica estaba triste porque todo lo veía gris en la selva africana. Decidió viajar por el mundo para encontrar nuevos colores, y recogió el azul del mar, el rojo de las flores, el amarillo de la arena del desierto, y el negro de la noche. La elefanta regresó a casa feliz con muchos colores nuevos y se pintó el cuerpo con ellos.
SSD vs HDD - A Shift In Data Storage by Todd Dinkelmannomathjobs
The document discusses solid state drives (SSDs) and how they compare to traditional hard disk drives (HDDs). It notes that SSDs offer advantages over HDDs in terms of performance, power consumption, reliability, and environmental ruggedness. However, SSD endurance and lifetime are affected by factors like write amplification, wear leveling efficiency, and capacity. Larger SSD capacities and advances in controlling write amplification are extending SSD lifetimes to meet consumer needs.
Opportunità per la gestione dei centri fitness in seguito alla Proposta di Le...Beatrice Masserini
Intervento della Dott.ssa Beatrice Masserini (Studio Cassinis) a ForumClub Bologna 2017, relativo alle opportunità per centri fitness, SSD e ASD in seguito alla Proposta di Legge dell'Onorevole Daniela Sbrollini e alle recenti novità in Italia.
Enterprise SSD: Who is Adopting Them and WhyIT Brand Pulse
This document summarizes the key findings from a presentation on enterprise SSD adoption trends and brand leaders in 2014. Some of the main points include:
- Enterprise IT OEMs are increasingly adopting all-flash storage arrays after initially being hesitant.
- Cloud storage providers are becoming more transparent about the flash-based infrastructure behind their cloud offerings.
- Surveys of IT professionals show that NetApp, Dell, IBM, and EMC are seen as leaders for different types of flash storage solutions.
- Adoption of flash is growing rapidly, with many organizations planning to replace HDDs with SSDs as their primary storage within a few years as prices continue to decline.
IT pro survey data showing SSD adoption, important features and who they perceive as brand leaders in 10 product categories. Also a comparison of the evolution of CD players with SSDs.
(1) The document discusses solid state drives (SSDs) and their suitability for enterprise and cloud storage systems. It covers SSD performance advantages over HDDs, challenges regarding endurance and reliability, and best practices for enterprise SSD usage.
(2) Key topics include choosing between SLC and MLC SSDs, new intelligent SSD controllers that meet enterprise requirements, and using storage tiering software to improve performance.
(3) The document provides an in-depth look at the SSD market and how different segments are suited to various interface types like PCIe, SAS, SATA, and Fibre Channel.
The UniPlex 1000 is a 24-bay NVMe JBOF that connects to hosts via PCIe, supporting up to 64 GB/s throughput and 16 million IOPS. It comes in locked and unlocked versions, with the locked version containing pre-installed drives and the unlocked allowing any drives. The JBOF can expand into an appliance using I/O drawers and storage controllers, and start small with a single JBOF then grow by connecting multiple JBOFs and tiers of storage.
Today Micron announced the production of 8GB DDR4 NVDIMM, the company’s first commercially available solution in the persistent memory category. Persistent memory delivers a unique balance of latency, bandwidth, capacity and cost, delivering ultra-fast DRAM-like access to critical data and allowing system designers to better manage overall costs. With persistent memory, system architects are no longer forced to sacrifice latency and bandwidth when accessing critical data that must be preserved.
Watch the video presentation: http://wp.me/p3RLHQ-eII
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
Intel, Micron unveil “breakthrough” 3D XPoint Memory Tech – A revolutionary b...Syntech
What is 3D XPoint?
The explosion of connected devices and digital services is generating massive amounts of new data. For this data to be useful, it must be stored and analysed very quickly. 3D XPoint™ technology is an entirely new class of non-volatile memory that can help turn immense amounts of data into valuable information in real time. With up to 1,000 times lower latency and exponentially greater endurance than NAND, 3D XPoint technology can deliver game-changing performance for big data applications. Its ability to enable high-speed, high-capacity data storage close to the processor creates new possibilities for system architects and promises to enable entirely new applications.
Flash Roadblock: Latency! - How Storage Interconnects are Slowing Flash Storage Storage Switzerland
Flash storage is the “go to” option in the modern data center to overcome storage I/O bottlenecks. The problem has been how to get full performance for the flash investment. The zero latent nature of flash exposes bottlenecks throughout the I/O chain.
In this webinar you will learn:
• How latency is introduced by each flash interconnect
• What the performance ramifications are of this latency
• How to reach the full performance potential of flash based storage by leveraging the memory bus
• How memory bus based flash changes the game for how flash can be utilized in the data center
Micron provides a summary of its operations in Taiwan and importance of Taiwan for its business. It has a strong presence in Taiwan with manufacturing and R&D sites, employing over 30,000 people globally. Taiwan is important for Micron due to the talented workforce, cost competitiveness, strong ecosystem of foundries and suppliers, and proximity to the large China market. The Inotera transaction will simplify Micron's operations and provide full access to cash flow from this manufacturing joint venture in Taiwan.
1. Fusion IO is considered the gold standard for PCIe SSDs but faces increasing competition.
2. The document discusses trends in the PCIe SSD market including declining prices and the importance of software and flash memory deals.
3. It provides examples of how SSDs can be used for high performance applications like databases and virtualization to address the performance gap between servers and storage.
Micron: Seamless Prediction at the Edge Using TensorFlow on FPGAsMicron Technology
IoT is exploding, with 50 billion sensors predicted by 2020. These sensors create daunting data streams. To businesses, though, the real value comes from learning what patterns lye hidden in these streams. At the edge, power constraints suggest using technologies like FPGAs. However, they have been notoriously difficult to program—until now. Come hear how Micron can deploy deep-learning models created with Tensorflow—with no code change—on power-efficient Micron FPGA systems.
Storage & Controller Trends and Outlook - August 2013JonCarvinzer
1. The document discusses trends in the enterprise storage market, including major players in the SSD and PCIe spaces and how companies are positioned.
2. It predicts that within two years, the number of enterprise PCIe SSD players looking for acquisition or partnership will increase by 50% as consolidation occurs.
3. The key factors that will determine success are software/virtualization IP, access to flash memory manufacturing, and the ability to slow the decline of ASPs and margins amid increased competition.
HAMR, HDMR, DuraWrite, SHIELD, RAISE sind Technologien, mit denen Seagate der stetig wachsenden Datenmenge in Unternehmen entgegen tritt. Im Webinar erfahren Sie direkt vom Hersteller, was sich dahinter verbirgt.
In this presentation, Sarthak introduces SMAC and associated trends. Sarthak is interested in data analytics where he is interested in finding patterns based on user searches and also the device used.
Una elefanta llamada L'Àfrica estaba triste porque todo lo veía gris en la selva africana. Decidió viajar por el mundo para encontrar nuevos colores, y recogió el azul del mar, el rojo de las flores, el amarillo de la arena del desierto, y el negro de la noche. La elefanta regresó a casa feliz con muchos colores nuevos y se pintó el cuerpo con ellos.
SSD vs HDD - A Shift In Data Storage by Todd Dinkelmannomathjobs
The document discusses solid state drives (SSDs) and how they compare to traditional hard disk drives (HDDs). It notes that SSDs offer advantages over HDDs in terms of performance, power consumption, reliability, and environmental ruggedness. However, SSD endurance and lifetime are affected by factors like write amplification, wear leveling efficiency, and capacity. Larger SSD capacities and advances in controlling write amplification are extending SSD lifetimes to meet consumer needs.
Opportunità per la gestione dei centri fitness in seguito alla Proposta di Le...Beatrice Masserini
Intervento della Dott.ssa Beatrice Masserini (Studio Cassinis) a ForumClub Bologna 2017, relativo alle opportunità per centri fitness, SSD e ASD in seguito alla Proposta di Legge dell'Onorevole Daniela Sbrollini e alle recenti novità in Italia.
Enterprise SSD: Who is Adopting Them and WhyIT Brand Pulse
This document summarizes the key findings from a presentation on enterprise SSD adoption trends and brand leaders in 2014. Some of the main points include:
- Enterprise IT OEMs are increasingly adopting all-flash storage arrays after initially being hesitant.
- Cloud storage providers are becoming more transparent about the flash-based infrastructure behind their cloud offerings.
- Surveys of IT professionals show that NetApp, Dell, IBM, and EMC are seen as leaders for different types of flash storage solutions.
- Adoption of flash is growing rapidly, with many organizations planning to replace HDDs with SSDs as their primary storage within a few years as prices continue to decline.
IT pro survey data showing SSD adoption, important features and who they perceive as brand leaders in 10 product categories. Also a comparison of the evolution of CD players with SSDs.
(1) The document discusses solid state drives (SSDs) and their suitability for enterprise and cloud storage systems. It covers SSD performance advantages over HDDs, challenges regarding endurance and reliability, and best practices for enterprise SSD usage.
(2) Key topics include choosing between SLC and MLC SSDs, new intelligent SSD controllers that meet enterprise requirements, and using storage tiering software to improve performance.
(3) The document provides an in-depth look at the SSD market and how different segments are suited to various interface types like PCIe, SAS, SATA, and Fibre Channel.
The UniPlex 1000 is a 24-bay NVMe JBOF that connects to hosts via PCIe, supporting up to 64 GB/s throughput and 16 million IOPS. It comes in locked and unlocked versions, with the locked version containing pre-installed drives and the unlocked allowing any drives. The JBOF can expand into an appliance using I/O drawers and storage controllers, and start small with a single JBOF then grow by connecting multiple JBOFs and tiers of storage.
Today Micron announced the production of 8GB DDR4 NVDIMM, the company’s first commercially available solution in the persistent memory category. Persistent memory delivers a unique balance of latency, bandwidth, capacity and cost, delivering ultra-fast DRAM-like access to critical data and allowing system designers to better manage overall costs. With persistent memory, system architects are no longer forced to sacrifice latency and bandwidth when accessing critical data that must be preserved.
Watch the video presentation: http://wp.me/p3RLHQ-eII
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
Intel, Micron unveil “breakthrough” 3D XPoint Memory Tech – A revolutionary b...Syntech
What is 3D XPoint?
The explosion of connected devices and digital services is generating massive amounts of new data. For this data to be useful, it must be stored and analysed very quickly. 3D XPoint™ technology is an entirely new class of non-volatile memory that can help turn immense amounts of data into valuable information in real time. With up to 1,000 times lower latency and exponentially greater endurance than NAND, 3D XPoint technology can deliver game-changing performance for big data applications. Its ability to enable high-speed, high-capacity data storage close to the processor creates new possibilities for system architects and promises to enable entirely new applications.
Flash Roadblock: Latency! - How Storage Interconnects are Slowing Flash Storage Storage Switzerland
Flash storage is the “go to” option in the modern data center to overcome storage I/O bottlenecks. The problem has been how to get full performance for the flash investment. The zero latent nature of flash exposes bottlenecks throughout the I/O chain.
In this webinar you will learn:
• How latency is introduced by each flash interconnect
• What the performance ramifications are of this latency
• How to reach the full performance potential of flash based storage by leveraging the memory bus
• How memory bus based flash changes the game for how flash can be utilized in the data center
Micron provides a summary of its operations in Taiwan and importance of Taiwan for its business. It has a strong presence in Taiwan with manufacturing and R&D sites, employing over 30,000 people globally. Taiwan is important for Micron due to the talented workforce, cost competitiveness, strong ecosystem of foundries and suppliers, and proximity to the large China market. The Inotera transaction will simplify Micron's operations and provide full access to cash flow from this manufacturing joint venture in Taiwan.
1. Fusion IO is considered the gold standard for PCIe SSDs but faces increasing competition.
2. The document discusses trends in the PCIe SSD market including declining prices and the importance of software and flash memory deals.
3. It provides examples of how SSDs can be used for high performance applications like databases and virtualization to address the performance gap between servers and storage.
Micron: Seamless Prediction at the Edge Using TensorFlow on FPGAsMicron Technology
IoT is exploding, with 50 billion sensors predicted by 2020. These sensors create daunting data streams. To businesses, though, the real value comes from learning what patterns lye hidden in these streams. At the edge, power constraints suggest using technologies like FPGAs. However, they have been notoriously difficult to program—until now. Come hear how Micron can deploy deep-learning models created with Tensorflow—with no code change—on power-efficient Micron FPGA systems.
Storage & Controller Trends and Outlook - August 2013JonCarvinzer
1. The document discusses trends in the enterprise storage market, including major players in the SSD and PCIe spaces and how companies are positioned.
2. It predicts that within two years, the number of enterprise PCIe SSD players looking for acquisition or partnership will increase by 50% as consolidation occurs.
3. The key factors that will determine success are software/virtualization IP, access to flash memory manufacturing, and the ability to slow the decline of ASPs and margins amid increased competition.
HAMR, HDMR, DuraWrite, SHIELD, RAISE sind Technologien, mit denen Seagate der stetig wachsenden Datenmenge in Unternehmen entgegen tritt. Im Webinar erfahren Sie direkt vom Hersteller, was sich dahinter verbirgt.
Industrial IoT Era Memory Cards in Edge ComputingCherylWu22
This presentation discusses the growing need for edge computing and its role in the Industrial Internet of Things (IIoT) era. It highlights how edge gateways can fulfill latency requirements by processing data locally instead of transmitting all data to the cloud. The presentation proposes that SD Express storage solutions may be well-suited for multi-channel edge computing needs, as they provide high bandwidth and low latency storage in a small, removable form factor suitable for integration into edge devices operating in harsh environments.
Keynote presentation from Flash Memory Summit 2016 by Dr. Siva Sivaram.
Learn his perspective on opportunities and challenges in developing a memory cell solution for the Storage Class Memory market, and lessons learned from 3D NAND.
Sigman North Ltd Bright Talk June13th Nigel Wakefield Storage Predictions Vs ...nigelwakefield
Nigel Wakefield reviewed storage predictions he made in 2008 and options for storage array evolution over the next 5 years. His 2008 predictions about FC and IP convergence and modular array design were partially accurate. Option 1 was all-SSD arrays for performance. Option 2 was sub-lun tiering between SSD, SAS, FC and NL drives. Option 3 was hybrid drives or large cache frontend arrays. Participants voted on which future array they preferred. The presentation included a Q&A section.
Physical and cost analysis of Micron’s fifth-generation low-power DRAM memory.
More information: https://www.systemplus.fr/reverse-costing-reports/micron-lpddr5-12gb-mobile-memory/
Panel Discussion: Is Computational Storage a Better Path to Extreme Performance?Storage Switzerland
Vendors are re-writing software and adding custom hardware in an attempt to not bottleneck extremely low latency NVMe Flash and Storage Class Memory technologies. Eventually, they all are at the mercy of physics. Data has to traverse an internal and sometimes and external network so the computing tier can process it. Computational Storage offers an alternative by performing at least some of the processing on the storage device itself, eliminating most of the network activity.
Join Storage Switzerland's Lead Analyst, George Crump as he leads a panel of computational storage experts to include NGD System's Scott Shadley, ScaleFlux's Thad Omura, and Samsung's Pankaj Mehra as preview the Computational Storage Workshop at the Flash Memory Summit on Thursday, August 8th.
In the field of Internet of Things, the power consumption and size of products have always been the focus of the industry. With the emergence and development of various emerging applications, Flash Memory has been put forward very clearly: low power consumption, small size, and rapid response. Zhaoyi has accumulated more than 10 billion Flash Memory in 10 years. Mr. Chen Hui, senior product marketing director of the company, believes that product planning in different application areas should be targeted, and different product definitions are needed to meet the needs of the terminal. He shared with engineers. Flash's six demand directions for the Internet of Things.
For the full video of this presentation, please visit:
https://www.embedded-vision.com/platinum-members/embedded-vision-alliance/embedded-vision-training/videos/pages/feb-2017-member-meeting-samsung
For more information about embedded vision, please visit:
http://www.embedded-vision.com
Jin Kim of Samsung Electronics delivers the presentation "Memory Innovation for Embedded Vision Systems" at the February 2017 Embedded Vision Alliance Member Meeting. Kim explains the memory needs of embedded vision applications, and the latest solutions available to meet those needs.
Samsung presents Ushering in the 3D Memory Era with V- NAND at Flash Memory S...ssimarketing
The document discusses Samsung's new 3D V-NAND flash memory technology.
[1] Planar NAND scaling limitations meant that continued density increases required prohibitively expensive manufacturing processes and posed reliability risks, threatening the ability to satisfy future demands for high-capacity, low-cost storage.
[2] Samsung's new 3D V-NAND technology solves these issues by stacking multiple layers of memory cells vertically. This novel 3D structure eliminates cell interference issues and removes patterning limitations of planar NAND.
[3] Samsung has launched the first V-NAND-based SSDs, which offer significant benefits like higher performance, lower power consumption, and reduced manufacturing costs compared to planar
How Small Business Approaches to Global Market -- How and Why M3L collaborate...M3L Inc.
These slides show you how and why M3L collaborates with Belgium company Image Matters. This is one of M3L company strategy to expand their business into global market.
For the full video of this presentation, please visit:
https://www.embedded-vision.com/platinum-members/embedded-vision-alliance/embedded-vision-training/videos/pages/may-2019-embedded-vision-summit-guttmann
For more information about embedded vision, please visit:
http://www.embedded-vision.com
Moses Guttmann, CTO and founder of Allegro, presents the "Optimizing SSD Object Detection for Low-power Devices" tutorial at the May 2019 Embedded Vision Summit.
Deep learning-based computer vision models have gained traction in applications requiring object detection, thanks to their accuracy and flexibility. For deployment on low-power hardware, single-shot detection (SSD) models are attractive due to their speed when operating on inputs with small spatial dimensions.
The key challenge in creating efficient embedded implementations of SSD is not in the feature extraction module, but rather is due to the non-linear bottleneck in the detection stage, which does not lend itself to parallelization. This hinders the ability to lower the processing time per frame, even with custom hardware.
Guttmann describes in detail a data-centric optimization approach to SSD. The approach drastically lowers the number of priors (“anchors”) needed for the detection, and thus linearly decreases time spent on this costly part of the computation. Thus, specialized processors and custom hardware may be better utilized, yielding higher performance and lower latency regardless of the specific hardware used.
AI-Inspired IOT Chiplets and 3D Heterogeneous IntegrationObject Automation
Ultra low power processor cores and 2.5D/3D heterogeneous chiplet integration are required for emerging IOT applications. Wafer-Level-Substrate demonstrates solid RF performance with sub 1um L/S capability, pad less vias, and active/passive embedding capabilities, enabling multi-die/chiplet and silicon photonic packaging. 3DHI stacking using high bandwidth substrate enables modular testing and provides effective thermal management.
Deploying cost effective cloud data centerWiudo Laos
Steps for Building, Deploying powerful big cloud data center for low cost, low energy, reliable, scalable strategy for frontend-backend Ecommerce and financial services.
Analytics, Big Data and Nonvolatile Memory Architectures – Why you Should Car...StampedeCon
This session will begin with an overview of current non-volatile memory (NVM, aka persistent memory) architectures and its relationship between several levels of memory and storage hierarchy, both near- and far-processor. A discussion on its significant impact on computing analytic workloads now and in the near future will ensue, including use cases and the concept of very large persistent memory surfaces as applied to both analytic computation and storage for big data workflows. The presentation will end with ‘why you should care’ about such technologies which inevitably will completely change the way we think about solving data-intensive problems.
Similar to Hdd to 3D-NAND and Beyond_Oct2016_SatoruAraki (20)
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc
How does your privacy program stack up against your peers? What challenges are privacy teams tackling and prioritizing in 2024?
In the fifth annual Global Privacy Benchmarks Survey, we asked over 1,800 global privacy professionals and business executives to share their perspectives on the current state of privacy inside and outside of their organizations. This year’s report focused on emerging areas of importance for privacy and compliance professionals, including considerations and implications of Artificial Intelligence (AI) technologies, building brand trust, and different approaches for achieving higher privacy competence scores.
See how organizational priorities and strategic approaches to data security and privacy are evolving around the globe.
This webinar will review:
- The top 10 privacy insights from the fifth annual Global Privacy Benchmarks Survey
- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
How to Get CNIC Information System with Paksim Ga.pptxdanishmna97
Pakdata Cf is a groundbreaking system designed to streamline and facilitate access to CNIC information. This innovative platform leverages advanced technology to provide users with efficient and secure access to their CNIC details.
Webinar: Designing a schema for a Data WarehouseFederico Razzoli
Are you new to data warehouses (DWH)? Do you need to check whether your data warehouse follows the best practices for a good design? In both cases, this webinar is for you.
A data warehouse is a central relational database that contains all measurements about a business or an organisation. This data comes from a variety of heterogeneous data sources, which includes databases of any type that back the applications used by the company, data files exported by some applications, or APIs provided by internal or external services.
But designing a data warehouse correctly is a hard task, which requires gathering information about the business processes that need to be analysed in the first place. These processes must be translated into so-called star schemas, which means, denormalised databases where each table represents a dimension or facts.
We will discuss these topics:
- How to gather information about a business;
- Understanding dictionaries and how to identify business entities;
- Dimensions and facts;
- Setting a table granularity;
- Types of facts;
- Types of dimensions;
- Snowflakes and how to avoid them;
- Expanding existing dimensions and facts.
AI 101: An Introduction to the Basics and Impact of Artificial IntelligenceIndexBug
Imagine a world where machines not only perform tasks but also learn, adapt, and make decisions. This is the promise of Artificial Intelligence (AI), a technology that's not just enhancing our lives but revolutionizing entire industries.
In the rapidly evolving landscape of technologies, XML continues to play a vital role in structuring, storing, and transporting data across diverse systems. The recent advancements in artificial intelligence (AI) present new methodologies for enhancing XML development workflows, introducing efficiency, automation, and intelligent capabilities. This presentation will outline the scope and perspective of utilizing AI in XML development. The potential benefits and the possible pitfalls will be highlighted, providing a balanced view of the subject.
We will explore the capabilities of AI in understanding XML markup languages and autonomously creating structured XML content. Additionally, we will examine the capacity of AI to enrich plain text with appropriate XML markup. Practical examples and methodological guidelines will be provided to elucidate how AI can be effectively prompted to interpret and generate accurate XML markup.
Further emphasis will be placed on the role of AI in developing XSLT, or schemas such as XSD and Schematron. We will address the techniques and strategies adopted to create prompts for generating code, explaining code, or refactoring the code, and the results achieved.
The discussion will extend to how AI can be used to transform XML content. In particular, the focus will be on the use of AI XPath extension functions in XSLT, Schematron, Schematron Quick Fixes, or for XML content refactoring.
The presentation aims to deliver a comprehensive overview of AI usage in XML development, providing attendees with the necessary knowledge to make informed decisions. Whether you’re at the early stages of adopting AI or considering integrating it in advanced XML development, this presentation will cover all levels of expertise.
By highlighting the potential advantages and challenges of integrating AI with XML development tools and languages, the presentation seeks to inspire thoughtful conversation around the future of XML development. We’ll not only delve into the technical aspects of AI-powered XML development but also discuss practical implications and possible future directions.
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfMalak Abu Hammad
Discover how MongoDB Atlas and vector search technology can revolutionize your application's search capabilities. This comprehensive presentation covers:
* What is Vector Search?
* Importance and benefits of vector search
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Perfect for developers, AI enthusiasts, and tech leaders. Learn how to leverage MongoDB Atlas to deliver highly relevant, context-aware search results, transforming your data retrieval process. Stay ahead in tech innovation and maximize the potential of your applications.
#MongoDB #VectorSearch #AI #SemanticSearch #TechInnovation #DataScience #LLM #MachineLearning #SearchTechnology
Main news related to the CCS TSI 2023 (2023/1695)Jakub Marek
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The original Czech 🇨🇿 version of the presentation can be found here: https://www.slideshare.net/slideshow/hlavni-novinky-souvisejici-s-ccs-tsi-2023-2023-1695/269688092 .
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Hdd to 3D-NAND and Beyond_Oct2016_SatoruAraki
1. HDD TO FLASH & BEYOND
- TECHNOLOGY / CARRIER CHALLENGES -
OCT 18, 2016
SATORU ARAKI
10/18/2016@ 2016 Satoru Araki, all right reserved 1
2. HDD TO FLASH & BEYOND – EXECUTIVE SUMMARY
ØPOSITIONING IN NEXT NEW TECHNOLOGY WAVES
• Data Storage is one of the Key Module in IoT Big Waves, as well as Sensor,
Wireless, Software, and AI
• FLASH has Promising Future in Huge Volume Expansion, because of 3D
Capacity Scalability & Cost Reduction
• However, Storage-Class Memory is emerging to cover DRAM and FLASH area
Ø FLASH MEMORY CHALLENGES
• 3D NAND Continuous Scalability Expansion: >100 by 2020, >500 Layer by
2030 per ITRS2015
• Cost and Performance
Ø EMERGING STORAGE CLASS MEMORY CHALLENGES
• Current Candidates: 3D XPoint, ReRAM, MRAM, FeRAM
• Cost, Scalability, Performance
• Vertical Structure Integration
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3. AGENDA
Ø RECENT FORECAST/FACT STATEMENT
Ø IOT - POSITIONING IN NEXT NEW TECHNOLOGY WAVES
Ø DATA STORAGE HIERARCHY
Ø FLASH MEMORY BASICS
Ø 3D NAND TECHNOLOGY
Ø COMPETITIVE LANDSCAPE
Ø BEYOND 3D NAND – NON VOLATILE MEMORY
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4. RECENT FORECAST/FACT STATEMENTS
Ø IoT – 50 Billion Devices will be connected to the network
Ø IoT Market Scale – $45B in 2020
Ø FLASH Memory Market Scale – $31B in 2015
Ø Data Generation – 44 Zeta Bytes in 2020
Ø Recent Merge & Acquisition Info & Rumors
• Qualcomm -> NXP, $30B
• Softbank -> ARM, $33B
• Renesas -> Intersil, $3B
• WD -> SanDisk, $15B
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IoT Market
Data Generation
5. 3D-NAND POSITION IN NEXT TECHNOLOGY WAVES – MY VIEW
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Big DataAI
Deep Learning
Cloud
Human
Internet
NAND
Flash
Standardization
Control
IoT Sensor SSD
HDD
LinkedIn Ref Page
Generation
§ Sensor
§ Wireless
Storage
§ Memory
§ HDD
Processing
§ Software
Perception
§ AI Deep Learning
6. DATA STORAGE HIERARCHY
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§ FLASH Memory Replaces Performance and Consumer HDD
§ DRAM on Top of the Hierarchy – Very Expensive
§ Persistent (Storage Class) Memory – Emerging to Invade DRAM
Flash
Memory
Performance HDD
Consumer HDD
Ref. 1
7. DATA STORAGE MEMORY HIERARCHY – HDD TO FLASH
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§ Storage-Class Memory Emerging to Cover DRAM Space
§ New Non-Volatile Memory – ReRAM, Phase Change, MRAM
Ref. 2
8. FLASH MEMORY BASICS
§ Modification from MOS-FET, by Inserting Floating Gate
• Injecting Electrons into Floating Gate by Tunneling Effect
§ Multi-Level bits by Controlling Electrons in FG
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Gate
SiO2
Gate: 0 V Gate: +
Source
(N)
Drain
(N)P-type
+-
Gate
SiO2
Source
(N)
Drain
(N)
P-type
+-
+
N
MOS-FET
PN
+-
CG
++ FG ++
Gate: 0 V Gate: +
Source
(N)
Drain
(N)
P-type
+-
CG
- FG -
Source
(N)
Drain
(N)
P-type
+-
+
FLASH
N
Vgate
Vgate
VTH
Dis
VTH
Dis
“1” “0”
VTH
“Multi”
4 bit (QLC) – 16 level
3 bit (TLC) – 8 level
2 bit (MLC) – 4 level
1 bit (SLC) – 2 level
9. WHY 3D-NAND ?
10/18/2016@ 2016 Satoru Araki, all right reserved 9
§ 3D Multilayer Structure Enables Higher Bit Density/area
Charge Trap
(SONOS)
SiO2
Si9N10
SiO2
Poly-Si
source drain
CG
90deg
flip
SiO2
Poly-Si
Si9N10
SiO2 Poly-Si
1
2
3
N-
1
N
V-Channel
(3D)
...
...
Functional Layers by
Vertical Wall Deposition
Ref. 2
10. 3D-NAND DESIGN VARIATIONS
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Design Pipe shaped-BiCS V-NAND Conventional FG
Extended
Sidewall CG
Dual CG w
Surrounding FG
Separated
Sidewall CG
Design
Type Charge Trap Floating Gate
Who Toshiba/SanDisk Samsung Baseline Tohoku Univ 2010 Hynix 2010 Intel/Micron
Pros
§ Higher Scalability
§ Improved Retention
§ Faster Erase Speed
§ Longer Retention
§ Wider Vt Window
§ Reliable MLC op
§ High Speed P/E
§ Wide Read Margin
Cons § Thicker than FG
§ Thicker than FG
§ CT Complexity
§ Interference
§ Disturbance
§ Interference
§ Disturbance
§ High Direct Coupling
Ref. 1
11. SAMSUNG VS INTEL/MICRON IN 32L
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§ FG type (Intel/Micron) may
have thinner stack, plus
better area efficiency than
CT type (Samsung, SanDisk)
§ Area efficiency also better?
12. FLASH PROCESS ROADMAP– COMPETITION
10/18/2016@ 2016 Satoru Araki, all right reserved 12
§ Samsung leads the
competition as 3D volume
production from 2014
§ Toshiba/SanDisk follows
§ Intel/Micron comes up with
new 3D Xpoint in 2016.
Production unknown
13. 3D-NAND POSITIONING IN MEMORY TREND – ITRS2015
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§ Official Roadmap shows 100 Layers in 2020, and continuously
increase >500 Layers in 2030
§ Max Bit may stay in TLC – 3 bit
14. EMERGING STORAGE CLASS MEMORY – BEYOND FLASH
10/18/2016@ 2016 Satoru Araki, all right reserved 14
§ Storage-Class Memory – New Category to Cover Both DRAM & FLASH
§ Non-Volatile
§ Several Candidates as of now: 3D XPoint, ReRAM, MRAM, FeRAM, etc
Storage-Class
Memory
Ref. 1
Key Requirements:
§ Cost
§ Scalability
§ Performance
15. 3D XPOINT BY INTEL/MICRON
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§ 3D XPoint is a ReRAM with Phase Change Material?
Ref. 6
16. Resistive RAM – NON VOLATILE MEMORY
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§ Pros:
ü Simple Device Structure
ü Faster R/W Speed
§ Cons
ü Critical Layer Patterning
ü New Material Development
Ref. 1
17. BEYOND 3D-NAND, 3D XPOINT
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§ 3D Vertical Structure with ReRAM is the GOAL?
3D NAND Process
+
ReRAM
Future Direction ??
ü >100 Layers Possible ?
ü Simple Cell Structure ?
ü Faster Speed ?
Ref. 2
18. MKW VENTURES AT FLASH MEMORY SUMMIT 2016
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Ref. 5
19. 3D-ReRAM – SanDisk View
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§ 3D Multilayer Structure Enables Higher Bit Density/area
Ref. 2
20. TECHNOLOGY & CARRIER CHALLENGES – WHAT CAN WE BRING?
10/18/2016@ 2016 Satoru Araki, all right reserved 20
Challenges
§ Semiconductor Device Experience
§ Device Know-how
§ Product Kow-how
Transferrable Skills
§ Tunnel Barrier Knowhow
§ Thin Film Deposition, Etching Knowhow
§ Reliability Methodology
Challenges
§ No track record in Semi
§ No direct leadership experience
§ Proven Certificate – PMP, PgMP, CSM
§ Experience in Semi, part timer?
Transferrable Carrier
§ Engineering Management Skills
§ Leadership Traits
§ Project, Prog, Prod Management Skills
TECHNOLOGY CARRIER
21. REFERENCES
1. “3D FLASH MEMORIES”, Ed. Rino Micheloni, Springer ISBN 978-94-017-8510-6
2. Siva Sivaram, Keynote-4: Creating Storage Class Memory: Learning from 3D NAND Flash Memory Summit
2016, Link
3. ITRS2015 Executive Summary, Link
4. TECHINSIGHTS, NAND Flash Memory Roadmap, Link
5. Mark Webb, MKW Ventures, Flash Memory Summit 2016, Link
6. Seshubabu Desu, 4DS Memory Limited, Flash Memory Summit 2016, Link
7. Jim Handy, Objective Analysis, Flash Memory Summit 2016, Link
8. Forbes, Roundup Of Internet of Things Forecasts And Market Estimates, 2015, Link
9. Gartner, Press Release, Processing, Sensing and Communications Semiconductor Device Portion of the IoT Is
Set for Rapid Growth, Link
10. ATKearney, Big Data and the Creative Destruction of Today's Business Models, Link
10/18/2016@ 2016 Satoru Araki, all right reserved 21
22. Visual Management Board
2/09/2017@ 2017 Satoru Araki, all right reserved 22
Near-Term Action Item
Responsible
Team Member
Due Date
Completion
Date
M / S / C
Priority
Comments
Create prototype parts kit Jane M. 4/27/09 M Parts missing
Draft test plan out for review Joe P. 5/1/09 5/8/09 S Complete
Complete circuit simulation Cedrick M. 5/1/09 M Need Resources!!
Order injection-mold tooling Joline Q. 5/5/09 M
Meet with key supplier Harry P. 5/10/09 C
Prepare for customer meeting Dave N. 5/10/09 S
Key Milestone
Responsible
Team Member
Planned
Completion
Date
Actual
Completion
Date
Cost
Status
Schedule
Status
Tech.
Status
Comments
Fabricate Prototype David Copperfield 6/7/09 6/7/09 Complete
Prototype Testing Oliver Twist 4/5/09 First Test Failed
Prototype Validated Tiny Tim 3/14/09 May Require Rework
Production Tooling Charles Darney 4/24/09 Supplier Issues
Test Plan Complete Sydney Carton 4/20/09 Resources Unavailable
Final Drawing Release Lucy Mannette 5/17/09
Fabricate Qual Units Charles Dickens 6/14/2009
Planned Work Project Timeline
Unplanned Work
Parking Lot
Week 1 Week 2
Mon Wed Fri Mon Wed Fri
Out
Out Out
Out
Tom
Dick
Harry
Jane
Sally
Mary
Two-Week Action Plan
Risk Management
0
5
10
15
20
25
Months from Project Start
Project“RiskRating”
25. 3D Flash Challenges – Executive Summary
§ Positioning in Next New Technology Waves
◦ Promising in volume huge expansion, but 3D capacity scalability & cost are crucial
§ Process Challenges
◦ Reducing process variation in etched hole depth profile and size
◦ Tunneling barrier and charge trap layer material and process optimization
§ Device Challenges
◦ Design optimization for Vthreshold shift and reliability improvement
◦ Design scalability >100 layers
§ Tunneling Barrier Challenges
◦ Opportunity to improve design margin by new materials
§ Competitive Landscape
◦ Samsung ahead in 256 Gb (3D 48-layer TLC) – main battle field in 2016/2017
§ Next Actions in Product Engineering
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27. 3D Process Challenges
§ V-Connection Through Hole Etching Uniformity
◦ High Aspect Ratio, 48 à 64, 80 layer extendibility, variation minimization
◦ Hole size, depth profile, wall roughness, etc
§ Tunneling Barrier Uniformity for Hole Wall
◦ Key film interface quality improvement
◦ ALD deposition variation minimization in hole depth
◦ Restriction of the barrier material for ALD
§ Charge Trap Layer Material and Properties
◦ Material selection and process optimization
§ Longer Throughput, Lower Yield by 48 à 64, 80 Layer
§ Higher Hole Density due to Deposition Coverage to the Wall
§ Poly-Si Film Quality Improvement
§ Control Gate Lead Fabrication Process Complexity in 48 à 64, 80 Layer
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28. 3D Device Challenges
§ Flash Vthreshold Shift & Profile Widening due to 3D
◦ Need vertical key layer process quality variation minimization
◦ Need thin film physical quality improvement
§ Device Reliability
◦ Degradation delta in Layer-1 to N in Vertical direction
◦ Variation of 3 bit Read Vthreashold profile tails
◦ Charge Trap stable enough over Floating Gate?
§ Cost Competitiveness
◦ Much longer wf cycle time & lower yield against 2D
◦ Process maturity for volume mfg
§ Performance Yield
§ Scalability
◦ 80 layer will be the 3D max? >100 possible?
◦ 4 bit/cell possible?
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29. Tunneling Barrier Challenges
§ Barrier Deposition Process Uniformity
◦ Top to bottom barrier SiO2 thickness variation à S/N, reliability, yield issue
◦ Etching hole diameter / depth profile uniformity à V variation, reliability, yield issue
§ Material Improvement
◦ Many new materials being proposed but may not suitable for 3D: Gd2TiO5, Gd2O3, ZrO2, HfO2, etc
◦ Restriction for depositing to deep aspect ratio holes
◦ Potential to improve it by metal-CVD + oxidation ß TMR lessons in HDD
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Poly-Si
SiO2 SiO2
Si9N10
SiO2
Poly-Si
Floating Gate
(FG)
Charge Trap
(SONOS)
source drain source drain
CG
CG
SiO2
Poly-Si
Si9N10
SiO2 Poly-Si
1
2
3
N-1
N
90deg
flip
V-Channel
(3D)
. . .
. . .
Type Merit
FG SiO2 control
SONOS SiO2/SiN/SiO2/p-Si Faster prog/erase
High-k
Al2O3, La2O3, ZrO2, HfO2,
Gd2TiO5
Faster Prog/erase speed
MOHOS SiO2/Gd2TiO5/SiO2/p-Si
Faster programming/erase
Larger memory window
Tunneling Barrier
30. Competitive Landscape
§ 3D Implementation
◦ 256 Gbit chip production is the main battle field
◦ Samsung will start shipping in 2016
◦ Toshiba/SanDisk 2016/E, announced Fab2 inv and
construction, 3D ratio 50% 2017, 80% 2018
§ Capacity Champion Data
◦ Samsung:
◦ Micron: 768Gb TLC, 3D w/FG at ISSCC Feb, 2016
§ Cell Design per Deposition Steps in 256Gb
◦ Samsung 96, Toshiba/SanDisk 144, Micron 128 - why?
§ Emerging Tech: ReRAM, MRAM, etc
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J.Choe, Flash Memory Summit 2015, Comparison of
2x/1x nm 2D Planar and 3D V-NAND Architecture
§ 2D Production
◦ 75-80% Node 15nm in all Samsung,
Toshiba/SanDisk, Micron/Intel, SK Hynix
◦ Planned Node 9nm in 2018
31. § 256 Gb is the main battle field
◦ Samsung already in production
◦ Toshiba / SanDisk is about to start production this year
◦ Micron / Intel, SK Hynix behind – catching up aggressively
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Gen Date Capacity 3D-Tech Cell Depo Process Status Production Volume Investment Spec
1st Aug/2013 128 Gb MLC 24 layers 20nm
2nd May/2014 128 Gb MLC/TLC 32 layers V-NAND 20nm in Production
3rd Dec/2016 256 Gb TLC 48 layers V-NAND 96 depo 15/16nm Sampling PM971-NVMe, 512GB/p
540/520 MB/s r/w,
98k/90k r/e IOPS
1st
2nd Apr/2016 128 Gb MLC/TLC 32 layers BiCS
3rd Dec/2016 256 Gb TLC 48 layers BiCS 144 depo 15/16nm Sampling
3D production will start at
2016/E. Fab2 const will start
3/2017
2015:0, 2016: start,
2017:50%, 2018:80%
$8B from each, $15B total to
2018 fiscal/E
2015:0, 2016: start,
2017:50%, 2018:80%
64 Gb MLC 25nm
3rd 2016 256/386 Gb, MLC/TLC 32 layers 128 depo
2nd 3Q/2015 128 Gb MLC 36 layers
3rd 2016 48 layers
Samsung
Micron/
Intel
Toshiba/
SanDisk
SK Hynix
Competitive Landscape – cont’d
32. 3D Product Engineering - Next Actions
§ 3D NAND Product Launch – 1st Priority
§ Deeper Collaboration: Milpitas Design / Eng’g Team and Japan Wf Fab Team
◦ Utilize and fuse each team’s cultural strength
◦ Need a coordinator as a “Connection Pin”. How? – here is a ref link. Let’s discuss it later
§ Competitive Benchmarking for Design / Process Feedback
§ Many more ….. Let’s discuss them later on…
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