Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Transpolis - Edge Computing
Search
Frédéric Le Mouël
July 09, 2021
Research
0
83
Transpolis - Edge Computing
Scientific council @ Transpolis
Frédéric Le Mouël
July 09, 2021
Tweet
Share
More Decks by Frédéric Le Mouël
See All by Frédéric Le Mouël
Towards an HPC Continuum: The Convergence of AI, Computational Modelling, and Scalable Infrastructures @ SIGHPC Continuum
flemouel
0
24
AI and Computational Modelling - Their Impact on Research @ Puentes en la Ciencia, EL BONGO European Project kickoff
flemouel
0
7
Advanced Computing Trends @CARLA 2025 - HP(C) as Continuum
flemouel
0
9
Chaire Edge IA - SPIE ICS / INSA Lyon
flemouel
0
81
SRC Workshop - Complexity of Ambient Software
flemouel
0
120
Habilitation Defence - Complexity of Ambient Software 2016
flemouel
0
100
COP@ECOOP 2015 - ConGolo
flemouel
1
200
DynaMid - CITI Laboratory Council
flemouel
0
3.4k
DynaMid - Kickoff Meeting
flemouel
1
200
Other Decks in Research
See All in Research
POI: Proof of Identity
katsyoshi
0
120
SREはサイバネティクスの夢をみるか? / Do SREs Dream of Cybernetics?
yuukit
3
270
論文読み会 SNLP2025 Learning Dynamics of LLM Finetuning. In: ICLR 2025
s_mizuki_nlp
0
350
大規模言語モデルにおけるData-Centric AIと合成データの活用 / Data-Centric AI and Synthetic Data in Large Language Models
tsurubee
1
460
AIスーパーコンピュータにおけるLLM学習処理性能の計測と可観測性 / AI Supercomputer LLM Benchmarking and Observability
yuukit
0
320
Learning to (Learn at Test Time): RNNs with Expressive Hidden States
kurita
1
300
競合や要望に流されない─B2B SaaSでミニマム要件を決めるリアルな取り組み / Don't be swayed by competitors or requests - A real effort to determine minimum requirements for B2B SaaS
kaminashi
0
410
「リアル×スキマ時間」を活用したUXリサーチ 〜新規事業を前に進めるためのUXリサーチプロセスの設計〜
techtekt
PRO
0
210
When Learned Data Structures Meet Computer Vision
matsui_528
1
1.7k
言語モデルの地図:確率分布と情報幾何による類似性の可視化
shimosan
8
2.4k
Combining Deep Learning and Street View Imagery to Map Smallholder Crop Types
satai
3
350
Earth AI: Unlocking Geospatial Insights with Foundation Models and Cross-Modal Reasoning
satai
2
210
Featured
See All Featured
Speed Design
sergeychernyshev
33
1.4k
Writing Fast Ruby
sferik
630
62k
Intergalactic Javascript Robots from Outer Space
tanoku
273
27k
Beyond borders and beyond the search box: How to win the global "messy middle" with AI-driven SEO
davidcarrasco
0
22
From Legacy to Launchpad: Building Startup-Ready Communities
dugsong
0
120
How to optimise 3,500 product descriptions for ecommerce in one day using ChatGPT
katarinadahlin
PRO
0
3.4k
ReactJS: Keep Simple. Everything can be a component!
pedronauck
666
130k
How People are Using Generative and Agentic AI to Supercharge Their Products, Projects, Services and Value Streams Today
helenjbeal
1
83
Into the Great Unknown - MozCon
thekraken
40
2.2k
Efficient Content Optimization with Google Search Console & Apps Script
katarinadahlin
PRO
0
260
A brief & incomplete history of UX Design for the World Wide Web: 1989–2019
jct
1
270
KATA
mclloyd
PRO
33
15k
Transcript
Frédéric Le Mouël (Univ Lyon, INSA Lyon, CITI Lab) Edge
Computing Scienti f i
Cloud Computing: easy! ‣ Data Storag e ‣ Computing Service
s ‣ Easy-to-use APIs ✓ Ef fi cienc y ✓ H & V Elasticit y ✓ Pay-As-You-Go
IoT + Cloud: easy! HTTP REST Proof of Concept !
RPI Proof of Value !
OVH: down 2h30 - electric power
Amazon: down 4h - a typo!
Google: major services down 2h1 5 (Cloud Data fl ow,
AppEngine, Compute Engine, Cloud Storage, Data fl ow, Dataproc, Pub/Sub, BigQuery, Networking)
Amazon: AWS down almost 1 day
OVH: network down 40mn
OVH: datacenter burned (permanent losses)
IoT + Cloud: robust ? HTTP REST SPOF !
IoT + Cloud: robust ? HTTP REST Availability
IoT + Cloud: robust ? HTTP REST Availability
IoT + Cloud: robust ? HTTP REST Fault-tolerant
IoT + Cloud: robust ? HTTP REST Fault-tolerant
IoT + Cloud: robust ? HTTP REST Large-scale
IoT + Cloud: robust ? HTTP REST Ef fi cient
Fog Computing HTTP REST Ef fi cient Latency Antenna BTS
SPOF ! (Initial)
Edge Computing: Cloud at the Edge Fault-tolerant Ef fi cient
Latency
Edge Computing: Network Infrastructure LAN/WAN Internet Core Distributed Architecture
Edge/Fog Computing: Scale
Edge Computing vs ?
Edge Computing: Challenges LAN/WAN Internet Core Big Dat a Social
Networks & IoT Analytic s AI
Edge Computing: Challenges LAN/WAN Internet Core Distributed Computing Data replication
& consistency Service placement Big Dat a Social Networks & IoT Analytic s AI NFV Heterogenous Hardware
Edge Computing: Challenges LAN/WAN Internet Core Tactile Interne t VR
Edge Computing: Challenges LAN/WAN Internet Core Network bandwidth Latency End-to-end
communications Tactile Interne t VR Network slice 10ms -> 1ms
Edge Computing: Challenges LAN/WAN Internet Core IoT: Asset Trackin g
Smart City
Edge Computing: Challenges LAN/WAN Internet Core Security Control & management
Standard IoT: Asset Trackin g Smart City Control Plane Data Plane
Edge Computing: Challenges LAN/WAN Internet Core Transportatio n Smart City
Edge Computing: Challenges LAN/WAN Internet Core Mobility Service handover Transportatio
n Smart City Geographica l Elasticity
Edge Computing: Challenges LAN/WAN Internet Core IT
Edge Computing: Challenges LAN/WAN Internet Core Long-lif e Maintainability Multi-provide
r Pay-As-You-Go IT Multi-tenan t H & V Elasticity
Edge Computing Solutions ?
CITI Laboratory http://www.citi-lab.fr Head: Frédéric Le Mouël (
[email protected]
)