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PCI Express switch over Ethernet or Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02, March, 2017 Deepak Pathania, NEC Corporation

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Page 1: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

PCI Express switch over Ethernet or Distributed IO Systems for Ubiquitous Computing and IoT Solutions

02, March, 2017

Deepak Pathania, NEC Corporation

Page 2: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

2 © NEC Corporation 2017

Evolution of Data for Processing, Storage and Analytics

Traditional Data Big Data

“There were 5 exabytes of information created between the dawn of civilization through 2003, but that much information is now created every 2 days”, Google, 2010

Page 3: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

3 © NEC Corporation 2017

ActionableInformation

Real-timeFeedback

Challenge faced in Real-Time Data Analytics

Big Data of varying characteristics, such as Live feeds, graphics, video, text, etc. comes into cloud computers

This data is to be processed and analyzed in real-time

However, instead of building servers with such accelerators, Cloud vendors still prefer building homogeneous servers due to TCO and efficiency considerations

Real-Time Analytics,

Deep Learning, etc… To accelerate such processing, a large number of accelerators such as GPUs and FPGAs, along with high speed storage are required

Xeon Phi GPU FPGA

Page 4: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

4 © NEC Corporation 2017

What is ExpEther?

IO Expansion Unitwith

PCIe Cards

PCI Express

IO Device

ExpEtherEngine

L2 Switch

StandardEthernet

Server

CPU

Memory

PCI Express

ExpEtherNIC

ExpEtherEngine

A technology that can extend PCI Express bus beyond the confines of a computer chassis via Ethernet without any modification of existing hardware and software

Page 5: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

5 © NEC Corporation 2017

Broad-Scale Single Computer

PCIeSwitch

IODevice

IODevice

CPU CPU

IODeviceIO

DeviceIODevice

IODeviceIO

DeviceIODevice

In the same rack In the next rack

IODeviceIO

Device

In another floor

IODeviceIO

Device

In another building

A PCI express switch is equivalent to Ethernet fabric.

ExpEtherEngines

ExpEtherEngines

ExpEtherEngine

ExpEtherEngines

ExpEtherEngines

EthernetSwitch

EthernetSwitch

EthernetSwitch

EthernetSwitch

ExpEther can build new type of computing environment without physical constraints

Page 6: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

6 © NEC Corporation 2017

Just Like a standard PCIe

IODevice

IODevice

ExpEther Engine is seen as PCIe Switch from CPU Ethernet region is invisible from the CPU

Upstream Port(PCI Bridge)

Downstream Port(PCI Bridge)

Downstream Port(PCI Bridge)

Internal PCI bus

CPU

IODevice

IODevice

PCIe Switch

CPU

EthernetSwitch

ExpEther Engine(PCI Bridge)

ExpEther Engine(PCI Bridge)

ExpEther Engine(PCI Bridge)

Ethernet Fabric(Invisible)

PCI Express

PCI Express

PCI Express

PCI Express

ExpEther is one example of implementation of PCIe Switch

Page 7: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

7 © NEC Corporation 2017

ExpEther Architecture

▌Achieve the “System on Network”

Merge the PCI Express technology into Ethernet technology

▌Connect logically in MAC layer

No impact for upper or lower layer of the PCIe and Ethernet standard for future expansion

Application

OS

PCI Driver

EFI/PCI BIOS

ExpEther Logic

MAC

PHY40G 10G 1G

Application

OS

NDIS Driver

Ethernet Logic

MAC

PHY10M 100M 1G 10G 40G

Ethernet

ExpEther

Software

Hardware

Upper Compatible

No modification for

future expansion of

ExpEther or Ethernet

Page 8: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

8 © NEC Corporation 2017

Ether

Frame

Features of ExpEther

▐ ExpEther Engine is compliant with PCIe and Ethernet Standard

PCI-SIG PCI Express Certified

Can use off-the-shelf L2 Ethernet Switch

CPU

PCI Express

ExpEther

Engine

PCI Express

Ethernet

SwitchExpEther

Engine

ExpEther

Engine

ExpEther

Engine

I/O

Device

I/O

Device

I/O

Device

PC

I Ex

pre

ss

Equivalent to direct connection(Ethernet is invisible from CPU/IO)

1

Ethernet

Fabric

Low Latency(L2 Ether w/o SW stack)

2

I/O Dynamic Reconfiguration(Hot-Plug Scheme)

4

EE PCI Express TLP

No packet loss(Adding reliability to Ethernet)

3

Page 9: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

9 © NEC Corporation 2017

PCIe Timeout Spec and ExpEther

PCIeSwitch

Upstream Port(PCI Bridge)

Downstream Port

(PCI Bridge)

Downstream Port

(PCI Bridge)

I/O

Device

CPU

(RC)

PCI Express

Ethernet

Switch

I/O

Device

I/O

Device

CPU

(RC)

I/O

Device

ExpEtherHost Chip

(PCI Bridge)

ExpEtherIO Chip

(PCI Bridge)

ExpEtherIO Chip

(PCI Bridge)

Internal PCI bus

▐ It is difficult to extend the PCIe to long reach by cable because of DLLP timeout rule DLLP timeout is less than 200 usec (depending on chipset)

TLP timeout is 50 msec, but can be extended to 64 seconds by configuration

▐ ExpEther is unaffected by DLLP timeout It is possible to extend the IO devices to long reach

Specified the DLLP Timeout

in the order of usec

Specified the TLP

Timeout in the

order of msec

No Timeout rule

Page 10: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

10 © NEC Corporation 2017

Dual Path for Throughput and Reliability

▌Two Ethernet connections are established between the Host Chip and I/O Chip

Load balancing for performance

Path redundancy for failure recovery

Dual Port

CPUExpEther

Host Chip

I/O

Device

ExpEther

IO Chip

I/O

Device

ExpEther

IO Chip

Failure Recovery

Quickly detects path

failures and switches paths

Load-balancing

Round-robin data packet

transmission between the

two redundant connections

Ethernet Fabric-I

Ethernet Fabric-II

10G ExpEther NIC

Page 11: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

11 © NEC Corporation 2017

Frame Rate Control

TCP/IP : Rate control is triggered by packet loss (TCP Reno)

NetworkBandwidth

Slow Start AvoidCongestion

TimeAvoid

CongestionAvoid

Congestion

Packet loss causes significant performance degradation because of retransmission.

ExpEther : Rate control is always done by measuring network latency

Probing Avoid Congestion

NetworkBandwidth

Time

Packet loss does not occur basically in ExpEther.

ExpEther engine always measures the frame arrival time of receive side and minutely controls the frame rate to avoid packet loss.

Page 12: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

12 © NEC Corporation 2017

Loss-less ExpEther Frame

▌Ethernet may lose packets, but PCIe does not allow losing any TLP.

▌ExpEther ensures that the packets certainly arrive at end by Ack/Nack scheme in Ethernet.

Seq 6

Sender Receiver

Seq 1Seq 2

Timer reset

Seq 3Seq 4Seq 5

ACK Timer set

ACK Timer

expireBuffer Release

Seq1~Seq 5

Seq 7Seq 8

Timer reset Timer reset Timer reset Timer reset

Timer reset Timer reset Timer reset

ACK Timer set

ACK Timer

expireBuffer Release

Seq6~Seq 8

③④

③④

Timer expire

But there is no frame in buffer..

Re-transmission is not started.

Bridge

Ether network

2ExpEther packet

5 4 3 2 1

ACK packet

Bridge

Retransmission

Page 13: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

13 © NEC Corporation 2017

SAS JBOD

ExpEther Reliability ~ Multi-Path

▌Multi-Path IO (MPIO)

MPIO is one of the technic for achieving high-reliability. If the target IO device supports MPIO, it can support MPIO even under ExpEther.

▌Multi-Path Ethernet

ExpEther supports the high-speed network path failover.

Host

SASHBA#0

SASHBA#1

HostEE

NIC#0

SAS JBOD

SASHBA#0

SASHBA#1

Equivalent

Act Act

MPIO

EtherSwitch

EtherSwitch

EE EE

MPIO

High-SpeedNetwork Failover

Page 14: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

14 © NEC Corporation 2017

Sequence of Network Path Failover (1/2)

▌Both network paths are used as ACT-ACT

EE NIC (Tx side)

RetransferBuffer

Arb

iter

ExpEther Packet

EE (Rx side)

Rcv. Buf.

Rcv. Buf.

OrderingBuffer

EtherSwitch

EtherSwitch

EtherSwitch

EtherSwitch

EtherSwitch

EtherSwitch

123

4

5

6

7

8

10

12

14

1618

20

9

▐ If a path is failed, ExpEther resends lost packets. This failover time is about 10 RTT (several microseconds).

11

13

15

1719

EE NIC (Tx side)

RetransferBuffer

Arb

iter

ExpEther Packet

EE (Rx side)

Rcv. Buf.

Rcv. Buf.

OrderingBuffer

EtherSwitch

EtherSwitch

EtherSwitch

EtherSwitch

EtherSwitch

Lost Packet

13

14

1516

17

Sequence Number Check

Re-receive packets after several microseconds

EtherSwitch

Resending

Page 15: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

15 © NEC Corporation 2017

Sequence of Network Path Failover (2/2)

▌Network path is recovered by some Ethernet recovering scheme like P-Flow linked with EE manager.

EE NIC (Tx side)

RetransferBuffer

Arb

iter

ExpEther Packet

EE (Rx side)

Rcv. Buf.

Rcv. Buf.

OrderingBuffer

EtherSwitch

EtherSwitch

EtherSwitch

EtherSwitch

EtherSwitch

123

456

7

8

9

1011

12

DEVINFO

▐ When ExpEther device receives a management packet indicating the path recovered, it starts reusing both network paths.

EE NIC (Tx side)

RetransferBuffer

Arb

iter

ExpEther Packet

EE (Rx side)

Rcv. Buf.

Rcv. Buf.

OrderingBuffer

EtherSwitch

EtherSwitch

EtherSwitch

EtherSwitch

EtherSwitch

789

101112

14

16

18

2022

24

13

15

Lost Packet

17

19

2123

EtherSwitch

EtherSwitch

New path is enabled

Page 16: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

16 © NEC Corporation 2017

System Configuration by Grouping

Host

B D G I

Host

A J

Host

C E H

Host

F

Group#1 Group#2 Group#3 Group#4

Logical View

Host Host Host1 2 4

A B C D E F G H I J1 1 1 12 23 3 34

ExpEtherManager

PCIeSwitch

PCIeSwitch

PCIeSwitch

PCIeSwitch

Host

Ethernet Fabric

3

Each ExpEther device has a Grouping ID to connect a Host and IO devices logically

The ID is assigned by rotary switch or Manager software The ID can be set from 1 to 4,095 and it is used as VLAN tag

Page 17: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

17 © NEC Corporation 2017

ExpEther Management Scheme Overview

▌Group ID (GID : 1~4,095)

GID range from 1 to 15 is set by physical DIP switch residing on card.

Setting GID to 0 allows Management Software to program a soft GID.

Host Host HostHost

ManagementServer

EE1

EE2

EE3

EE4

EE EE EE EE EE EE EE EE EE EE EE EE EE EE EE EE1 1 1 1 12 2 2 23 3 34 4 4 4

IO IO IO IO IO IO IO IO IO IO IO IO IO IO IO IO

Group ID Configuration

Group ID Configuration

Collecting Various

Information

- ExpEther Manager - Configuration• Group ID Configuration

Monitoring• ExpEther network status• PCIe device status• New ExpEther detection• Failure detection

Management Frame

- Mng. Frame - Special Ether Frame• ExpEther hard wired logic

directly receives and sends the frames for configuration and management

Page 18: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

18 © NEC Corporation 2017

ExpEther Manager Library and SDK

▌Library Structure

REST API

• CLI

• Web Interface

• OpenStack Combination

Java API

• Java GUI

C/C++ API

• Customer Original Application

ExpEther ManagerC/C++ Library

ExpEther ManagerJava Module

Java Sarvlet

> EEM listIO#0 IntelIO#1 BroadcomIO#2 Mellanox

EEM Library / SDK

ExpEther管理ソフト

名前*

E2SV情報

E2IO一覧

説明*

Group ID 0016

名前 説明

E2IO 1

MAC

11:22:33:44:55:10

MAC 11:22:33:44:55:66

左から2番目

生徒B

生徒C

11:22:33:44:55:11

11:22:33:44:55:12

電源

生徒A

11:22:33:44:55:13生徒D

11:22:33:44:55:14生徒E

生徒F 11:22:33:44:55:15

E2SV 1

接続

切断 電源ON 電源OFF リセット

電源連動ON 電源連動OFF

UID-LED ON UID-LED OFF

ファイル(F) ツール(T) ヘルプ(H)

OFF

ON

ON

ON

UID-SW OFF

IO種別

IO-BOX

E2Z

NDAS

NDAS

IO-BOX

IO-BOX

E2IO 2

E2IO 3

E2IO 4

E2IO 5

E2IO 6

エラ

致命

冗長

致命

* : 編集可能です。入力後Enterを押してください。

UID-LED OFF

ACアダプタ 有り 無し

削除

削除

ON

ON

更新 展開

接続済Host ListHost 1

Host 2

E2SV 1

E2SV 2

未接続Host List

Host 3

-

-

+

+

E2SV 3

-

E2IO 1E2IO 2E2IO 3E2IO 4E2IO 5E2IO 6E2IO 7

未接続IO List

+

+

-

Host 4E2SV 4

-

-

E2IO 8

-

-

CLI

Java GUI App.

Original Application

Web Browser

Page 19: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

19 © NEC Corporation 2017

KEY Register/Delete

▌TLP Encryption (TWINE)

40G ExpEther supports TLP encryption

The encryption key is configured by Management Software

▌TWINE is developed by NEC

High-speed and quite small hardware implementation

IO Side

Server

ManagementSoftware

ExpEtherChip

Key Reg.

PCIeDevicePCIe

Host

ExpEtherChip

Key Reg.

CPUPCIe

Non-Volatile Memory

Page 20: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

20 © NEC Corporation 2017

ExpEther Technology Architectural Possibilities

▐ Std-EE : Standard PCIe-over-Ethernet

Foundation of ExpEther

▐ MR-EE : I/O sharing

Multi-hosts are able to share an IO device by using SR-IOV compliant device

▐ P2P-EE: I/O direct connection

Support for the Peer-to-Peer data transfer between I/O devices.

▐ NTB-EE : Remote direct memory access by NTB

Hi-speed data transfer between hosts

Host

Std-EE

I/O I/O

P2P-EE P2P-EE

Ethernet

Switch

Peer-to-Peer

Current Path

Host

NTB-EE

Ethernet

Switch

Host

NTB-EE

Host

NTB-EE

NTB

Ethernet

I/O

Std-EE

I/O

Std-EE

Host

Std-EE

I/O I/O

Std-EE Std-EE

Ethernet

Switch

PCIe-over-Ether

Host

Std-EE

PartitioningPartitioning

Host

Std-EE

SR-IOV

Ethernet

Switch

Host

Std-EE

Host

Std-EE

SR-IOV

MR-EE MR-EE

Resource Sharing

Ethernet

Here Today Future

Page 21: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

21 © NEC Corporation 2017

ExpEther Advantages

Dynamic Resource

Reconfiguration & Sharing

Since ExpEther supports concept of GID/VLAN, IO

resources can be dynamic allocated to different

hosts based on need to application/workload.

No Change in OS or Driver

NVMoE specification asks for changing drivers and

OS, whereas no such change in required in

ExpEther. NVMe are accessible with simple plug-

and-play using ExpEther

No space/length constraint

The length of the Ethernet fabric can be few

meters to several kilometers with ExpEther. So

servers can be somewhere else while IOs

anywhere, which is especially useful for IoT

Reduced Costs

When expanding the systems by adding tens of

hundreds of IO devices, no need to purchase

expensive PCIe switches, ExpEther works on

standard off-the-shelf Ethernet switches

ExpEther

Advantages

Page 22: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

22 © NEC Corporation 2017

Service Acceleration Platform with ExpEther

EE Client

USB/VGA

KVM

CPU/Chipset

CPU/Chipset

Remote IO

GPGPUGPGPU

GPGPUGPGPU

GPGPUGPGPU

GPGPUAcceleratorFPGA

NVMeSSDNVMeSSDNVMeSSDNVMeSSD

ExpEtherEngines

NVMeSSDNVMeSSDNVMeSSDNVMeSSD

ExpEtherEngines

NVMeSSDNVMeSSDNVMeSSDNVMeSSD

ExpEtherEngines

NVMeSSDNVMeSSDNVMeSSDNVMeSSD

ExpEtherEngines

ExpEtherHBA

ExpEtherHBA

ExpEtherEngine

Ethernet

EtherSwitch

ExpEtherEngine

USBCtrl

ExpEtherEngines

ExpEtherEngines

Sensors

EtherSwitch

Accelerator Resource Pool

IO devices can be dynamically allocated to appropriate host according to workload

EtherSwitch

Page 23: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

23 © NEC Corporation 2017

Case : Resource Pool System for HPC (Osaka University)

ServerServerServerServerServerServerServerServerServerServer

SAS JBODSAS JBODSAS JBODSAS Ctrl

GPUsGPUs

TOR SW

ServerServerServerServerServerServerServerServerServerServer

SAS JBODSAS JBODSAS Ctrl

GPUsGPUs

TOR SW

ServerServerServerServerServerServerServerServerServerServer

SAS JBODSAS JBODSAS Ctrl

GPUsGPUs

TOR SW

ServerServerServerServerServerServerServerServerServerServer

PCoIPK2 GRID

GPUsGPUs

TOR SW

ServerServerServerServerServerServerServerServerServerServer

SAS JBODSAS JBODSAS Ctrl

GPUsGPUs

TOR SW

ServerServerServerServerServer

ServerServerServerServer

NICPCIe Flash

GPUsGPUs

TOR SW

Server ServerServer Server

CPU

GPUGPU

GPUGPU

HDDHDD

FlashFlash

Softw

are

Pro

vis

ion

ing

Server System is configured according to user requirement

▌64 servers and 70 IO devices for research in Osaka University

There are GPUs, Flash storages and VDI accelerators as IO device

The IO devices are dynamically connected to the servers through 10G ExpEther in accordance with server’s workload

Page 24: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

24 © NEC Corporation 2017

Case : Easy Extension of Measurement Equipment (PXI)

PCIe Cable

E.g. Different Room

Optical Cable (more than 1 Mile...)Ethernet

Switch

ExpEther Manager Software assigns ID to each ExpEther module

Current PXI products are typically extended by PCIe cable. So the measurement system is fixed and the installation location is very limited.

If ExpEther engine is implemented into PXI chassis, the system can have a large number of PXI modules and dynamically configure the system.

PXI ModulePXI (PCI eXtensions for Instrumentation) is one of several modular electronic instrumentation platforms based on PCIe.

Page 25: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

25 © NEC Corporation 2017

Wide-AreaNetwork

LocalNetwork

Edge Computing

Device Computing

Cloud ComputingL5

L3

L1

IoT Layers

Living at the Edge for going Real-Time with ExpEther

L5 Cloud ~ Analytics

L3 Edge ~ Abstraction/Real-Time Proc.

L1 Device/Sensor ~ Smart Device

Real-TimeFeedback

Rack-Scale or Resource pooling with dynamic reconfiguration allows low-cost, low-power and high performance computing data centers at the cloud level.

ActionableInformation

ExpEther can connect devices directly to the edge and servers using simple everything in hardware approach or no complex software protocol stack for communication which is high-speed and low power. Making devices smarter.

ExpEther helps in bringing analytics to the edge.In combination with low-power and high-performance hardware like FPGA’s one can achieve an idealistic abstraction required for Real-time processing.

DataCollection

Analytics

Abstraction

Page 26: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

26 © NEC Corporation 2017

ExpEther as a back-plane interconnect for Ubiquitous Computing and IoT solutions for Real-Time Analytics

Page 27: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,

27 © NEC Corporation 2017

http://www.expether.org/

You can see more detailed technical and product information in ExpEther web site.

Page 28: PCI Express switch over Ethernet or Distributed IO Systems ...netseminar.stanford.edu/seminars/03_02_17.pdf · Distributed IO Systems for Ubiquitous Computing and IoT Solutions 02,