recent trends in memory technology reliability · 2016 ieee international electron devices meeting...

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©2017 Micron Technology, Inc. All rights reserved. Information, products, and/or specifications are subject to change without notice. All information is provided on an “AS IS” basis without warranties of any kind. Statements regarding products, including regarding their features, availability, functionality, or compatibility, are provided for informational purposes only and do not modify the warranty, if any, applicable to any product. Drawings may not be to scale. Micron, the Micron logo, and all other Micron trademarks are the property of Micron Technology, Inc. All other trademarks are the property of their respective owners. Recent Trends in Memory Technology Reliability IEEE EDS – SCV Seminar Based on 2017 Int’l Reliability Physics Symp. Memory Year-In-Review August 8, 2017 Bob Gleixner Micron Technology, Inc.

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Page 1: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

©2017 Micron Technology, Inc. All rights reserved. Information, products, and/or specifications are subject to change without notice. All information is provided on an “AS IS” basis without warranties of any kind. Statements regarding products, including regarding their features, availability, functionality, or compatibility, are provided for informational purposes only and do not modify the warranty, if any, applicable to any product. Drawings may not be to scale. Micron, the Micron logo, and all other Micron trademarks are the property of Micron Technology, Inc. All other trademarks are the property of their respective owners.

Recent Trends in Memory Technology Reliability

IEEE EDS – SCV Seminar Based on 2017 Int’l Reliability Physics Symp. Memory Year-In-Review

August 8, 2017

Bob Gleixner

Micron Technology, Inc.

Page 2: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Industry trends in semiconductor memory technology

� NAND flash production is rapidly shifting from planar to 3-D (vertical string)

� DRAM continues to scale (planar) while looking for a path to higher performance (3-D packaging)

� Emerging memories are slowly emerging

Page 3: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Publication trends by memory type

� MRAM trending up while PCM/PRAM is down

2013-2014

2015-2016

% Change

DRAM 725 766 +5

NAND 542 551 +2

RRAM 369 399 +8

PCM+PRAM 227 208 -9

MRAM 251 323 +28

Total 2114 2247 +6

Source: IEEE Xplore keyword search

Page 4: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Agenda

� Focus on the main development directions for each technology

� Review recent device and process technology papers, specifically those that focus on reliability

– Intent is to summarize what is being studied, not provide a “top ten papers” list

� Summarize results for the main technology groups:

– NAND: planar and 3D

– DRAM: silicon and TSV/die stacking

– Emerging memory

Page 5: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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NAND Overview

� Academic and industry/academic partnerships prevalent for planar NAND studies

– Focusing on cell physics

– Practical understanding is very mature, pursuing the “ultimate limit” of understanding

� 3D NAND publications are generally industrial based

– Many are marketing driven

– Some studies of failure modes

Page 6: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Time Dependent Threshold-Voltage Fluctuations in NAND Flash Memories:From Basic Physics to Impact on Array Operation

�Mechanisms of Vth evolution in planar NAND cells are well characterized

GODA ET AL, MICRON AND POLITECHNICO DI MILANO2015 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM)

Usage Time Domains

Cell Distributions

Vth shift mechanisms

Page 7: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Time Dependent Threshold-Voltage Fluctuations in NAND Flash Memories:From Basic Physics to Impact on Array Operation

�While planar NAND nears its scalability limits, 3D NAND shows a path to tighter distributions

GODA ET AL, MICRON AND POLITECHNICO DI MILANO2015 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM)

Tighter Vth distributions for 3D

RTN

De-trap

Page 8: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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First Detection of Single-Electron Charging of theFloating Gate of NAND Flash Memory Cells

�“This letter provides the first direct experimental detection of single-electron charging of the floating gate of a mainstream Flash memory cell”

�Data collected on 16nm planar FG NAND

C. M. COMPAGNONI, ET AL., MICRON AND POLITECHNICO DI MILANOIEEE ELECTRON DEVICE LETTERS, VOL. 36, NO. 2, FEBRUARY 2015

Electrons

Programming pulses

RTN

e-

Page 9: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Cycling-Induced Charge Trapping/Detrapping inFlash Memories - Part I: Experimental Evidence

�A physical picture for the trapping/detrapping processes in FG NAND is proposed to reproduce threshold-voltage instabilities over array lifetime

D. RESNATI, ET AL., POLITECNICO DI MILANO AND MICRONIEEE TRANSACTIONS ON ELECTRON DEVICES, VOL. 63, NO. 12, DECEMBER 2016

Vth shift during bake

Vth shift experiments after pre-bake

Page 10: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Cycling-Induced Charge Trapping/Detrapping inFlash Memories - Part II: Modeling

D. RESNATI, ET AL., POLITECNICO DI MILANO AND MICRONIEEE TRANSACTIONS ON ELECTRON DEVICES, VOL. 63, NO. 12, DECEMBER 2016

�Model assumes 2-step process of structural relaxation + carrier exchange

Model applied to prior data

Page 11: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Three-Dimensional 128 Gb MLC Vertical NAND Flash Memory With 24-WL Stacked Layers and 50 MB/s High-Speed Programming

�3D NAND has become the main focus for product development, providing some relief from the planar cell scaling limitations

KI-TAE PARK ET AL., SAMSUNGIEEE JOURNAL OF SOLID-STATE CIRCUITS, 2015 AND 2016

Charge trap cell w/vertical channel

Tighter Vth w/ less cell coupling

Page 12: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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In depth analysis of post-program VT instability after electrical stress in 3D SONOS memories

� Conclude that Vth instability after stressing is due to e- emitted from defects generated in the TuOx by h+ injection during erase pulses

A. SUBIRATS ET AL., IMECIEEE 8TH INTERNATIONAL MEMORY WORKSHOP (IMW), 2016

Insensitivity to temperature implies #3Early Vth loss is a function of P/E cycles

Sensitive toVwait

Page 13: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Comprehensive evaluation of early retention (fast charge loss within a few seconds)

characteristics in tube-type 3-D NAND Flash Memory

� A fast charge loss within a few seconds, which is referred to as early retention, was observed in word-line stacked 3-D NAND flash memory for the first time

BONGSIK CHOI ET AL., KOOKMIN UNIVERSITY & SK HYNIX2016 SYMPOSIUM ON VLSI TECHNOLOGY

High speed measurements

Sensitivity to program/erase level and sequence

Page 14: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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DRAM

� Planar node evolution faces “standard” scaling challenges (higher fields and currents, smaller noise tolerance)

� Hybrid Memory Cube (HMC) and High Bandwidth Memory (HBM) provide an architecture path to higher performance but add packaging risks

Pawlowski, Hot Chips 23, 2011

www.AMD.com

Page 15: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Flipping Bits in Memory Without Accessing Them:An Experimental Study of DRAM Disturbance Errors

�Row-to-row disturb (aka row hammer) has become a significant reliability risk

YOONGU KIM ET AL.,, INTEL AND CARNEGIE MELLON UNIVERSITY2014 ACM/IEEE 41ST INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE (ISCA)

Increasing errors w/ scaling

Errors increase with refresh interval Errors have a row-proximity pattern

Page 16: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Row-Hammer Mitigation

� Approaches range from silicon to system…

� Efficient scheme to count “hot” row access (enabling victim refresh)

– “Counter-Based Tree Structure for Row Hammering Mitigation in DRAM,” Seyedzadeh et al., IEEE COMPUTER ARCHITECTURE LETTERS, Volume PP, Issue 99, 2016

� Understand possible methods of inducing an attack and identify software solutions

– “A New Approach for Rowhammer Attacks,” Qiao et al., 2016 IEEE International Symposium on Hardware Oriented Security and Trust (HOST)

Page 17: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Suppression of Row Hammer Effect by Doping Profile Modification in Saddle-Fin Array Devices for Sub-30-nm DRAM Technology

�Optimized doping can reduce leakage between aggressor (hammered) and neighboring access devices

CHIA-MING YANG ET AL., CHANG GUNG UNIVERSITY AND INOTERAIEEE TRANSACTIONS ON DEVICE AND MATERIALS RELIABILITY, VOL. 16, NO. 4, DECEMBER 2016

Increase P implant b/w WL devicesReduction in leakage to neighbor

Demonstrated reduction in RH fails

Page 18: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Roles of Residual Stress in Dynamic Refresh Failure of a Buried Recessed-Channel-Array Transistor (B-CAT) in DRAM

�Residual stress caused by grain growth of the metal gate can accelerate negative shift in threshold voltage

SEGEUN PARK ET AL., SAMSUNG AND SUNGKYUNKWAN UNIVERSITYIEEE ELECTRON DEVICE LETTERS, VOL. 37, NO. 7, JULY 2016

Model: Hole trap formation

Vth shift vs. residual stressTiN growth & stress vs. temperature

Page 19: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Impact of local stress in 3D stacking process on memory retention characteristics in thinned DRAM chip

�Underfill shrinkage-induced stress reduces cell retention

S. TANIKAWA ET AL., TOHOKU UNIVERSITY 2016 IEEE INTERNATIONAL RELIABILITY PHYSICS SYMPOSIUM

Underfill shrinkage induces stress

Retention high near bumps

Retention vs. Si thickness & underfill

Raman shift vs. position

Page 20: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Impact of 3D Copper TSV Integration on 32SOI FEOL and BEOL Reliability

�Degraded CHC due to thinning + 3D thermal steps, other mechanisms were matched

M. G. FAROOQ ET AL., IBM2015 IEEE INTERNATIONAL RELIABILITY PHYSICS SYMPOSIUM

4-chip DRAM stack over logic

% Idsat shift vs. 2D/3D+thinning

2D 3D 3D+thin

2D 2D post bake3D

% Idsat shift induced by thermal processing

Page 21: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Emerging Memory� STT MRAM

– Looking for a path to high density � small cell, low Ic, high kbT

� FERAM

– Looking for a path to high density � material w/ high signal + ease of integration

� PCM/PRAM

– Still trying to find a volume product path� MLC, high temperature capability

� RRAM

– Promising for high density, but filament variability / control is critical

� 3D Xpoint

– New technology, initial products are starting to ship

Page 22: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Data Retention Extraction Methodology forperpendicular STT-MRAM

�Bi-stable device with thermally activated switching requires new methods to measure retention / stability

L. TILLIE ET AL., CEA-LETI, SPINTEC, AND SINGULUS TECHNOLOGIES2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM)

STP: Switching Time ProbabilitySFD: Switching Field DensitySCD: Switching Current DensitySPW: Switching Pulse Width

CoFeB + MGO pMTJ

Retention vs. stability

Stability vs. T

Page 23: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Technology for Reliable Spin-Torque MRAM Products

�Results from 256Mb pMTJ show reliability to 100C/10year + solder reflow conditions

J.M. SLAUGHTER ET AL., EVERSPIN AND GLOBALFOUNDRIES2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM)

Write error rate ~5e-6, high stability

Robust cycling endurance, read disturb, and retention

Page 24: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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4Gbit density STT-MRAM using perpendicular MTJrealized with compact cell structure

�DRAM select device + 90nm pitch for high density

S.-W. CHUNG ET AL., SK HYNIX AND TOSHIBA2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM)

Raw Bit error rates ~1e-6

Chip error count after repair + ECC

Page 25: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Ferroelectric HfO2-based materials for next-generation ferroelectric memories

�Provides a potential path for scaling � good signal in thin films and “easy” integration

ZHEN FAN ET AL., NATIONAL UNIVERSITY OF SINGAPOREJOURNAL OF ADVANCED DIELECTRICS VOL. 6, NO. 2 (2016)

Comparison with perovskites

Endurance, 1T-1C device Retention and endurance, MFIS-FET

1010

Page 26: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Multilevel-Cell Phase-Change Memory:A Viable Technology

�Demonstrates a read methodology that is insensitive to resistance drift

A. ATHMANATHAN ET AL., IBMIEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS, MARCH 2016

Resistance drift vs. initial R

Sensing with “eM” metric is drift tolerant

Page 27: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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High Operating Temperature Reliability ofOptimized Ge-rich GST Wall PCM Devices

�Demonstrates automotive range temperature capability

J. KLUGE ET AL., CEA LETI AND STMICROELECTRONICS2016 IEEE 8TH INTERNATIONAL MEMORY WORKSHOP (IMW)

SET speed of ~500nS

High T read disturbRetention to ~100C (2.5eV)Resistance window across T

Page 28: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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ALD-based Confined PCM with a Metallic Liner toward Unlimited Endurance

�Confined cell with metallic liner suppresses segregation and enables very high write endurance

W. KIM ET AL., IBM, ULVAC, AND MACRONIX2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM)

Endurance to 1012

Sb-rich GST

Un-confined cell: Segregation leads to opens

Confined cell: Limited segregation

Page 29: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Reliability Characterization of a CommercialTaOX-based ReRAM

�Panasonic MN101L microcontroller with 64kB embedded ReRAM

JEAN YANG-SCHARLOTTA ET AL., JET PROPULSION LABORATORY, CALTECH, AND NASA2014 IEEE INTERNATIONAL INTEGRATED RELIABILITY WORKSHOP (IIRW)

85C tail-bit retention capability

1T/1R architecture, byte-level access

1.1eV

BER 10-7 to 10-6 after ~1k writes

Page 30: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Challenges for High-Density 16Gb ReRAM with 27nm Technology

�Highlights importance of scaled selector on memory cell reliability

SCOTT SILLS ET AL., MICRON AND SONY2015 SYMPOSIUM ON VLSI TECHNOLOGY

LRS tails and retention limited by Icc of selector Reduced selector strength leads to HRS fails

16Gb BER’s higher due to selector variation

Page 31: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Understanding RRAM endurance, retention and window margin trade-off using experimental results and simulations

�Examined the link between atomic stability and intrinsic parameters

C. NAIL ET AL., CEA LETI, IMEP LAHC CNRS, LTM CNRS, WESTERN DIGITAL2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM)

Max energy dictates the total window + reliability

Migration barrier Ed defines the endurance vs. retention tradeoff

Page 32: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Programming Strategies to Improve Energy Efficiency and Reliability of ReRAM Memory Systems

MANQING MAO ET AL., ARIZONA STATE2015 IEEE WORKSHOP ON SIGNAL PROCESSING SYSTEMS (SIPS)

�Beyond cell capability, array operation can significantly improve the device characteristics

Bias conditions

Bias can optimize window

Write endurance trades off with energy

Page 33: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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3D Xpoint

� Announced by Micron and Intel, positioned as a high-performance NVM – fast read/write and high endurance

� Main features are a cross-bar architecture and a bulk switching mechanism

� Initial products launched by Intel in Spring of 2017

www.micron.com

Page 34: Recent Trends in Memory Technology Reliability · 2016 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM) Max energy dictates the total window + reliability Migration barrier E d

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Closing remarks

� “Evolutionary” memory technologies are going through “revolutionary” transitions

– Changes in materials and process integration require significant re-evaluation of reliability models

– Cannot blindly rely on JEDEC or other standards for stress conditions

� Emerging technology options continuing to expand in breadth and march toward production

– Reliability models (and interactions) must be developed from scratch

� Memory reliability is increasingly dependent upon system-level error management

� Maintaining cost & performance while managing reliability is becoming the critical gate to product deployment