This document discusses the concepts of small data and the fog in healthcare. It proposes a model where individual patient data (small data) is processed and analyzed locally in the fog instead of being sent to the cloud. This localized processing would allow for real-time responses and personalized care through the use of personal health assistants and robots. The document advocates for this approach as a way to humanize healthcare by strengthening personal relationships and enabling integrated devices to support healthy living.
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Small data. THE FOG. IoT. Iiki2014
1. IIKI2014
BEIJING National Univ.
Prof.Dr.O.Ferrer-Roca
Gaofen-2, China's most advanced satelliteTheFOG
IIKI2014-Beijing-O.Ferrer-Roca
2. Small & BIG data. THE FOG
Thesea of clouds
IIKI2014-Beijing-O.Ferrer-Roca
3. Prof. Dr. O. Ferrer-Roca Ing. Ruben TousCS. Rodolfo Milito
3718 m
IIKI2014-Beijing-O.Ferrer-Roca
R-Innov
3rd Volcano
4. SMALL DATA=patientdata
OWNER: The patient. Must control of WHATis 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.
IIKI2014-Beijing-O.Ferrer-Roca
7. “Flaws” in theEHRs1.EHRs are not build by doctors
e-Health & Telemedicine no in carrier
2.No AI selflearningnodes in EHRs.
3.Rigid & not adaptableto circunstance. 4.Updating is complexsince the majority are not in the Cloud.
5.Erroneous security that destroy the “common sense” of health workers6.Interfere face-to-face discussion with patients.
IIKI2014-Beijing-O.Ferrer-Roca
12. HUMANIZATION OF HEALTH CARE ®
•1.-PERSONAL RELATIONSHIPS
PHAs= Personal Health Assistant
PHRs= Personal Health Robot
•2.-INTEGRATED DEVICES-HEALTHY LIFE
•3.-LOW MEDICATIONPOSSIBLE-ASSURE ADHERANCE
IIKI2014-Beijing-O.Ferrer-Roca
13. A Lot Of Tapping, Not Much Action
IIKI2014-Beijing-O.Ferrer-Roca
16. 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. IIKI2014-Beijing-O.Ferrer-Roca
17. Small Data in The Fog
IIKI2014-Beijing-O.Ferrer-Roca
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
18. Pool of Nurses
IIKI2014-Beijing-O.Ferrer-Roca
YOUR PHA
•Highlyqualify
•24/7 foryou
•Knowyou
•Support@ distance
•Administrativehelp
•Acompanyyou
•Coach you
•Helpyou
•Talkyourlanguage
•VisityouwithHPRs
PHA
DECISIONS TREES -ProtocolsSchoolNurses
•Marchoviantrees.
•Bayesiantrees.
20. Smart-agentsapp level FOG
IIKI2014-Beijing-O.Ferrer-Roca
BACK-END
AGENT
AGENT
SENSOR
AGENT
AGENT
AGENT
SENSOR
SENSOR
AGENT
AGENT
ACTUATOR
PHA
USER
PROTOCOLS & POLICIES
STREAM- PROCESSING
REAL-TIME
PARALLEL PROCESSING
DISTRUBUTED COMPUTING
MACHINE LEARNING
Small
Data
nurses
Fogwithfabricswitches.
21. SMALL Data
1.Receivedin STREAMING.
2.PROCESSED in TheFOG ontime.
3.NEVER STORED
4.STORED when:
a)In theFOG theePHAsdetectanalarmeventthatissentto thePHA.
b)Iftheuserwantsto store it. Max storageperiod1 week.
5.ALARM EVENT PROCESSING:
a)ThePHA calltheHPR to talkface-to-facewiththeuser.
b)ThePHA processthedata to coach theuserin a precise moment.
c)Both.
d)InformMDsifitisrequired
e)Startadministrativeissuesorambulancecall/emergencycall.
IIKI2014-Beijing-O.Ferrer-Roca
22. 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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