IoT Realized - The Connected Car
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Transcript of IoT Realized - The Connected Car
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SPRINGONE2GX WASHINGTON, DC
Unless otherwise indicated, these sl ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
IoT Realized The Connected Car
By Phil Berman, Michael Minella, and Derrick Shields @pivotalphil, @michaelminella
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Michael Minella Twitter: @michaelminella Podcast: http://javaOffHeap.com or @OffHeap Website: http://spring.io Derrick Shields Website: http://pivotal.io
Phil Berman Twitter: @pberman Website: http://pivotal.io
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https://github.com/pivotal/IoT-ConnectedCar
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B A C K T O T H E BEGINNING
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REALLY COOL IoT PROJECT
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COVERED BY AN
NDA
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CONNECTED
CAR
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P R E D I C T T H E DESTINATION
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PREDICT THE RANGE
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PIECES ARE THE
SAME
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I o T I S A B O U T OPERATIONAL EFFECIENCIES
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GE Video?
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1% I S A
BIG DEAL
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W O R L D W I D E 1 BILLION CARS
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2 0 3 5 2 BILLION CARS
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BARRELS PER DAY 120 MILLION
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AS MUCH CARBON AS
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CONNECTED
CAR
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Storage
Ingest Process Analyze Edge
Applications React
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Edge
Applications React
Process Analyze
Storage
Ingest
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HOW DOES THIS
WORK?
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START IN THE
CAR
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ON BOARD DIAGNOSTICS
OBD II
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01 0D !01 0D !18 DA F1 11 03 41 0D 30 !> !
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PHONE PROVIDES CONNECTIVITY
127.0.0.1:9000
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{ ! "vehicle_speed":103, ! "obd_standards":2, ! "intake_manifold_pressure":"", ! "accelerator_throttle_pos_e":14, ! "engine_load":89, ! "maf_airflow":33, ! "latitude":"32.897554", ! "vin":"1HGCM82633A004352", ! "bearing":"343.922580", ! "catalyst_temp":779, ! "relative_throttle_pos":12, ! "fuel_level_input":89, ! "fuel_system_status":[2,0], ! "accelerator_throttle_pos_d":29, ! "acceleration":"0.953", ! "throttle_position":21, ! "barometric_pressure":97, ! "control_module_voltage":13, ! "longitude":"-96.810236", ! "distance_with_mil_on":0, ! "coolant_temp":94, ! "intake_air_temp":34, ! "rpm":1593, ! "short_term_fuel":-2, ! "time_since_engine_start":4054, ! "absolute_throttle_pos_b":38, ! "long_term_fuel":3 !} !
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TCP SOCKET OVER
BLUETOOTH HTTP POST
OVER CELLULAR
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O N T H E SERVER
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EASY 1
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MATURE 2
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NOT DEPENDENT 3
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SPRING CLOUD STREAM
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EVOLUTION OF DATA APPLICATIONS
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MONOLITHS
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EXISTING INTEGRATION AND BATCH
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DATA MICROSERVICES
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CLOUD NATIVE
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DEVELOPED AND TESTED IN ISOLATION
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APPLY MICROSERVICES PATTERNS
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OPERATIONALLY EASY TO
GOVERN
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DATA INTEGRATION AS A SERVICE
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COMPOSTION OF MICROSERVICES
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<?xml version="1.0" encoding="UTF-8"?>
<beans xmlns="http://www.springframework.org/schema/beans"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://www.springframework.org/schema/batch http://www.springframework.org/schema/batch/spring-batch.xsd
http://www.springframework.org/schema/beans http://www.springframework.org/schema/beans/spring-beans.xsd">
<job id="ioSampleJob" xmlns="http://www.springframework.org/schema/batch">
<step id="step1"> <tasklet> <chunk reader="itemReader" processor="itemProcessor" writer="itemWriter"
commit-interval="2" />
</tasklet> </step> </job>
<bean id="itemProcessor" class="org.springframework.batch.sample.domain.trade.internal.CustomerCreditIncreaseProcessor" />
</beans>
ZERO CODING
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OPERATIONAL AND ORCHESTRATION COVERAGE
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WARS AND APP SERVERS
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DECOMPOSE INTO BOOT MICROSERVICES
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SPRING CLOUD STREAMS
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SPRING XD EXTREME DATA
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Processor Sink
Bus
Source
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transformer
Redis
http
filter
hdfs type-transformer
python gemfire
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transformer http filter hdfs
type-transformer
python
Gemfire
REST
Hadoop
Gemfire
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transformer http filter hdfs
type-transformer
python
Gemfire
REST
Hadoop
Gemfire
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/** ! * Perfo
rms the domain t
ransformation in
to an acme motor
s specific domai
n
model. ! * ! * @auth
or gfoster!
* ! */ !public c
lass AcmeMotorEn
richingTransform
er implements Tr
ansformer{ !
! @Bean !public M
essage<?> transf
orm(final Messag
e<?> message) { !
final Object pay
load = message.g
etPayload(); !
Map<String, Obje
ct> = new HashMa
p<>(); !
try { !
if (
payload != null)
{ !
map = mapper.r
eadValue(payload
.toString(),
Map.class);
} ! map.put(“times
tamp”,
System.currentTi
meMillis());
} !
map.put(“guid”
, UUID.randomUUI
D()); !
} !
} catch (fina
l Exception e) {
!
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REALTIME DATA SCIENCE
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1 PREDICT JOURNEY
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2 PREDICT RANGE
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HOW DOES I T
WORK?
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STORE SENSOR
DATA
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OFFLINE BATCH TRAINING
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J O U R N E Y CLUSTERS
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INITIAL PREDICTION
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DRIVING HOME TO WORK
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DRIVING WORK TO HOME
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… !"Predictions": { ! "ClusterPredictions": { ! "0": { ! "EndLocation": [ ! 32.98525175453122, ! -96.70940837440399 ! ], ! "MPG_Journey": 25.60900810315203, ! "Probability": 0.63736 ! }, !… !
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REALTIME EVALUATION
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●
●
●
●
●
●
●
●
●
●
●
0.05
0.10
0.15
0.20
0.25
0 1 2 3 4 5 6 7 8 9 10Minute
Med
ian
Log−
Loss
PERFORMANCE OF CLASSIFICATION
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RANGE PREDICTION
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R E A LT I M E DASHBOARD
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GEMFIRE 1
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REST 2
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YOEMAN 3
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ANGULARJS 4
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SOLUTION AT SCALE
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100,000’s OF CLIENTS
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MILLIONS OF MESSAGES
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PER MINUTE OVER
100 GB
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IoT
ISSUES
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COMPATIBILITY
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CONNECTIVITY
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SECURITY
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A D D I T I O N A L USE CASES
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Q U A L I T Y FEEDBACK
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F L E E T MANAGEMENT
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Spring XD
Data Science Data Warehouse
Gemfire
Greenplum
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A C C I D E N T ASSISTANCE
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IoT PRESENTS UNIQUE CHALLENGES
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IF YOU CAN BRIDGE THE GAPS
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SPRING CLOUD MAKES THE REST EASY
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