Fog Computing Application of Cyber-Physical Models of IoT ...
Small data. THE FOG. IoT. Iiki2014
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Transcript of Small data. THE FOG. IoT. Iiki2014
IIKI2014BEIJING National Univ.
Prof.Dr.O.Ferrer-Roca
Gaofen-2, China's most advanced satellite
The FOG
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Small & BIG data. THE FOG
The sea of clouds
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Prof. Dr. O. Ferrer-Roca Ing. Ruben TousCS. Rodolfo Milito
3718 m
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R-Innov
3rd
Volcano
SMALL DATA=patient dataOWNER: The patient. Must control of WHAT is shared, with WHOM, for what PURPOSE, for HOW LONG.
ORIGIN: Devices (medical or not) connected to Internet as part of the IoT(Internet of the Things)
ROLE: Provide information to supports data of interest conductive to a HEALTHY LIFE.
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Owerhelmed IIK
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The epidemics of phycians burnout is heartbreaking
Patients insatisfaction
•TIME-SPEND drastically reduced. Lack personal relationships and confidence. ∄ d2p
•EHRs-MACHINE DIAGNOSIS ∄ p2p
•PERVERSE CARE FLOW: Doctors/specialists ∄ d2d communication Machine analysis/exploration Ma/e appointment wait ∅ Ma/e appointment ∅visit one by one specialist 1𝑏𝑦1 appointment ∅prescription (non-coordinated)= cross-effects. ∝×∎
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ECUATION = ∄ d2p, ∄ p2p ,∄ d2d , Ma/e, ∅, Ma/e, ∅, 1𝑏𝑦1, ∅ = ∝×∎
“Flaws” in the EHRs
1. EHRs are not build by doctors
e-Health & Telemedicine no in carrier
2. No AI selflearning nodes in EHRs.
3. Rigid & not adaptable to circunstance.
4. Updating is complex since the majority are not in the Cloud.
5. Erroneous security that destroy the “common sense” of health workers
6. Interfere face-to-face discussion with patients.
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• PATIENT AUTONOMOUS
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PATIENT CONNECTED
with
HEALTH PROVIDER & MDs ???
vs
Luminic contaminationStreaming data
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Sea of clouds prevent thermic aberrations. IIK
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“Milky way” without distorsion
Because THE FOG is there.
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HUMANIZATION OF HEALTH CARE ®
• 1.- PERSONAL RELATIONSHIPS
PHAs = Personal Health Assistant
PHRs = Personal Health Robot
• 2.- INTEGRATED DEVICES- HEALTHY LIFE
• 3.- LOW MEDICATION POSSIBLE- ASSURE ADHERANCE
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A Lot Of Tapping, Not Much Action
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HEALTH 4.0
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Health 4.0 IIK
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https://www.youtube.com/watch?v=BrtGSEwfIJY
SPIRE
• Power and beauty.
• A patent-pending sensor, 7-axes of streaming data, and wireless charging. With years of research, we've packed it all into a tiny sealed stone.
• Spire monitors and analyzes your breathing patterns in real time to show when you are focused, tense, or frazzled.
• Streaming data.
• Real-time data to the cloud (using Bluetooth Low Energy) enable richer and more responsive contextual feedback.
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Small Data in The Fog
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BIG DATA SMALL DATA
Belongs to Government/State Individuals/Patient
Anonymized YES NO
Encrypted NO YES
Processed
in
The Cloud The Fog
Response Months / Years Minutes / On time
Obtained
from
Institutions/EHRs Sensors / At home
/ PHRa
Processed
by
DB tools-DBaaS Parallel C/e-
Agents
Stored By
Govern/Distributed
By Individuals/
PHAs
Useful for Decision
makers
for Individuals
Catch the cloud & bring it closer to you
Pool of Nurses
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YOUR PHA
• Highly qualify
• 24/7 for you
• Know you
• Support @ distance
• Administrative help
• Acompany you
• Coach you
• Help you
• Talk your language
• Visit you with HPRs
PHA
DECISIONS TREES - Protocols School Nurses
• Marchovian trees.
• Bayesian trees.
e-PHAs
• Behind The FOG IIK
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Smart-agents app level FOG
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BACK-END
AGENT
AGENT
SENSOR
AGENT
AGENT
AGENT
SENSOR
SENSOR
AGENT
AGENTACTUATOR
PHA
USER
PROTOCOLS &
POLICIESSTREAM-
PROCESSING
REAL-TIME
PARALLEL
PROCESSING
DISTRUBUTED
COMPUTINGMACHINE
LEARNING
Small
Data
nurses
Fog with fabric switches.
SMALL Data
1. Received in STREAMING.
2. PROCESSED in The FOG on time.
3. NEVER STORED
4. STORED when:a) In the FOG the ePHAs detect an alarm event that is sent to the PHA.
b) If the user wants to store it. Max storage period 1 week.
5. ALARM EVENT PROCESSING:a) The PHA call the HPR to talk face-to-face with the user.
b) The PHA process the data to coach the user in a precise moment.
c) Both.
d) Inform MDs if it is required
e) Start administrative issues or ambulance call/emergency call.
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Global health 2035: a world converging within a generation. The Lancet, Volume 382, Issue 9908, Pages 1898 - 1955, 7 December 2013
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www.teide.net/[email protected]
THANKS.
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http://www.huffingtonpost.es/2014/10/04/animales-simen-johan_n_5913474.html