SlideShare a Scribd company logo
Secure. Monitor. Analyze.
7 STEPS TO INDUSTRY 4.0
Francesco La Spina
WHO AM I
• Born in Bolzano
• Software Engineer at Endian
Francesco La Spina
THE DIGITALIZATION CHALLENGE
• We want to collect data from
“things” (machines, ICS, devices, etc.)
• We need to connect “things”, people,
applications without compromising IT
security and production processes
• Heterogeneous environments
• connect machines and devices
• secure and remotely access all devices
• orchestrate and manage devices, users, and processes
• collect data from machines and devices
• monitor your infrastructure
• analyze the collected data
• Welcome to Industry 4.0!
1
2
3
4
5
6
7
A SMART FACTORY IN 7 STEPS
CONNECT MACHINES AND DEVICES
How?
IoT security gateways (ruggedized industrial VPN routers):
• Power supply: (redundant) 24V support
• Connections: Ethernet, Wi-Fi, 3G/4G/5G,
Serial (Modbus over serial)
• Digital I/O
• Security features: VPN, Firewall (DPI),
IDSIPS (next step)
• Support of industrial communication
protocols
• Containerization support (Docker):
data collectors, edge computing (last steps)
• DIN rail
1
2
3
4
5
6
7
SECURE AND REMOTELY ACCESS ALL DEVICES
Edge tier
• Security best practices (change default
passwords! :P)
• Implement network segmentation
through gateways
• Encryption through VPN tunnels
(OpenVPN)
• IDS  IPS
Platform (core) tier
• Authentication/Authorization/
Accounting (AAA)
• Multi-factor authentication
• Secure remote access (Apache
Guacamole)
• Network Access Control (NAC)
Internet
Internet
1
2
3
4
5
6
7
CENTRALLY ORCHESTRATE AND MANAGE
USERS, DEVICES, AND PROCESSES
How?
• Manage gateways and endpoints
• Define users’ role and permissions
(who is able to access what, how,
and when ?)
• Define API ACLs
• Manage lifecycle of gateways:
updates, configuration profile
provisioning, and applications
(edge computing)
Endpoints
Field/Support Staff
IT Staff
Automation Staff
Roles /
Permissions
Applications
Machine Settings
Administration
Access to Data
Secure Connectivity
(Core)
4i Edge
Industrial Equipment
OEM Machinery
IoT Cloud
4i Edge
Gateways
(Edge)
1
2
3
4
5
6
7
COLLECT DATA FROM MACHINES
AND DEVICES
How?
• Collect data through gateway
collectors (ex: EdgeX Foundry or
custom)
• Securely stream collected data
through MQTT to a central broker
(ex: EMQ)
• Store data (ex: Telegraf and InfluxDB
open source time series db)
Internet
1
2
3
4
5
6
7
Gain visibility
At this step we are collecting data
from machines, ICS, gateways,
switches, IDS, etc.
• Monitor both OT and IT devices
• Define monitoring rules and
alerts (ex: Kapacitor real time
streaming processing engine)
MONITOR
Internet
Remote Plants Remote SiteAlerts
WWW
1
2
3
4
5
6
7
• Visualize data: build custom real-time
dashboards (ex: Grafana or Kibana)
• Embrace predictive maintenance
• Support management decision making
ANALYZE DATA
1
2
3
4
5
6
7
• Integrate Edge Computing
• Develop innovative, data-driven
business models for Industry 4.0
• Engage additional partners
WELCOME TO INDUSTRY 4.0
1
2
3
4
5
6
7
QUESTIONS?
Francesco La Spina
f.laspina@endian.com
Thanks!

More Related Content

What's hot

InfluxData Architecture for IoT | Noah Crowley | InfluxData
InfluxData Architecture for IoT | Noah Crowley | InfluxDataInfluxData Architecture for IoT | Noah Crowley | InfluxData
InfluxData Architecture for IoT | Noah Crowley | InfluxData
InfluxData
 
Jacob Marble [InfluxData] | Observability with InfluxDB IOx and OpenTelemetry...
Jacob Marble [InfluxData] | Observability with InfluxDB IOx and OpenTelemetry...Jacob Marble [InfluxData] | Observability with InfluxDB IOx and OpenTelemetry...
Jacob Marble [InfluxData] | Observability with InfluxDB IOx and OpenTelemetry...
InfluxData
 
InfluxDB Live Product Training
InfluxDB Live Product TrainingInfluxDB Live Product Training
InfluxDB Live Product Training
InfluxData
 
Setting up InfluxData for IoT
Setting up InfluxData for IoTSetting up InfluxData for IoT
Setting up InfluxData for IoT
InfluxData
 
Lessons Learned: Running InfluxDB Cloud and Other Cloud Services at Scale | T...
Lessons Learned: Running InfluxDB Cloud and Other Cloud Services at Scale | T...Lessons Learned: Running InfluxDB Cloud and Other Cloud Services at Scale | T...
Lessons Learned: Running InfluxDB Cloud and Other Cloud Services at Scale | T...
InfluxData
 
InfluxDB 101 - Concepts and Architecture | Michael DeSa | InfluxData
InfluxDB 101 - Concepts and Architecture | Michael DeSa | InfluxDataInfluxDB 101 - Concepts and Architecture | Michael DeSa | InfluxData
InfluxDB 101 - Concepts and Architecture | Michael DeSa | InfluxData
InfluxData
 
InfluxDB Community Office Hours September 2020
InfluxDB Community Office Hours September 2020 InfluxDB Community Office Hours September 2020
InfluxDB Community Office Hours September 2020
InfluxData
 
Aengus Rooney [Grafana] | What's New with Grafana and InfluxDB | InfluxDays E...
Aengus Rooney [Grafana] | What's New with Grafana and InfluxDB | InfluxDays E...Aengus Rooney [Grafana] | What's New with Grafana and InfluxDB | InfluxDays E...
Aengus Rooney [Grafana] | What's New with Grafana and InfluxDB | InfluxDays E...
InfluxData
 
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar AasenContainer Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
InfluxData
 
Lessons Learned Running InfluxDB Cloud and Other Cloud Services at Scale by T...
Lessons Learned Running InfluxDB Cloud and Other Cloud Services at Scale by T...Lessons Learned Running InfluxDB Cloud and Other Cloud Services at Scale by T...
Lessons Learned Running InfluxDB Cloud and Other Cloud Services at Scale by T...
InfluxData
 
Alan Pope, Sebastian Spaink [InfluxData] | Data Collection 101 | InfluxDays N...
Alan Pope, Sebastian Spaink [InfluxData] | Data Collection 101 | InfluxDays N...Alan Pope, Sebastian Spaink [InfluxData] | Data Collection 101 | InfluxDays N...
Alan Pope, Sebastian Spaink [InfluxData] | Data Collection 101 | InfluxDays N...
InfluxData
 
Using OPC-UA to Extract IIoT Time Series Data from PLC and SCADA Systems
Using OPC-UA to Extract IIoT Time Series Data from PLC and SCADA SystemsUsing OPC-UA to Extract IIoT Time Series Data from PLC and SCADA Systems
Using OPC-UA to Extract IIoT Time Series Data from PLC and SCADA Systems
InfluxData
 
InfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
InfluxEnterprise Architecture Patterns by Tim Hall & Sam DillardInfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
InfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
InfluxData
 
Inside the InfluxDB storage engine
Inside the InfluxDB storage engineInside the InfluxDB storage engine
Inside the InfluxDB storage engine
InfluxData
 
Introduction to InfluxDB 2.0 & Your First Flux Query by Sonia Gupta, Develope...
Introduction to InfluxDB 2.0 & Your First Flux Query by Sonia Gupta, Develope...Introduction to InfluxDB 2.0 & Your First Flux Query by Sonia Gupta, Develope...
Introduction to InfluxDB 2.0 & Your First Flux Query by Sonia Gupta, Develope...
InfluxData
 
How EnerKey Using InfluxDB Saves Customers Millions by Detecting Energy Usage...
How EnerKey Using InfluxDB Saves Customers Millions by Detecting Energy Usage...How EnerKey Using InfluxDB Saves Customers Millions by Detecting Energy Usage...
How EnerKey Using InfluxDB Saves Customers Millions by Detecting Energy Usage...
InfluxData
 
Observability of InfluxDB IOx: Tracing, Metrics and System Tables
Observability of InfluxDB IOx: Tracing, Metrics and System TablesObservability of InfluxDB IOx: Tracing, Metrics and System Tables
Observability of InfluxDB IOx: Tracing, Metrics and System Tables
InfluxData
 
InfluxDB 101 – Concepts and Architecture by Michael DeSa, Software Engineer |...
InfluxDB 101 – Concepts and Architecture by Michael DeSa, Software Engineer |...InfluxDB 101 – Concepts and Architecture by Michael DeSa, Software Engineer |...
InfluxDB 101 – Concepts and Architecture by Michael DeSa, Software Engineer |...
InfluxData
 
Intro to Kapacitor for Alerting and Anomaly Detection
Intro to Kapacitor for Alerting and Anomaly DetectionIntro to Kapacitor for Alerting and Anomaly Detection
Intro to Kapacitor for Alerting and Anomaly Detection
InfluxData
 
How to Improve Performance Testing Using InfluxDB and Apache JMeter
How to Improve Performance Testing Using InfluxDB and Apache JMeterHow to Improve Performance Testing Using InfluxDB and Apache JMeter
How to Improve Performance Testing Using InfluxDB and Apache JMeter
InfluxData
 

What's hot (20)

InfluxData Architecture for IoT | Noah Crowley | InfluxData
InfluxData Architecture for IoT | Noah Crowley | InfluxDataInfluxData Architecture for IoT | Noah Crowley | InfluxData
InfluxData Architecture for IoT | Noah Crowley | InfluxData
 
Jacob Marble [InfluxData] | Observability with InfluxDB IOx and OpenTelemetry...
Jacob Marble [InfluxData] | Observability with InfluxDB IOx and OpenTelemetry...Jacob Marble [InfluxData] | Observability with InfluxDB IOx and OpenTelemetry...
Jacob Marble [InfluxData] | Observability with InfluxDB IOx and OpenTelemetry...
 
InfluxDB Live Product Training
InfluxDB Live Product TrainingInfluxDB Live Product Training
InfluxDB Live Product Training
 
Setting up InfluxData for IoT
Setting up InfluxData for IoTSetting up InfluxData for IoT
Setting up InfluxData for IoT
 
Lessons Learned: Running InfluxDB Cloud and Other Cloud Services at Scale | T...
Lessons Learned: Running InfluxDB Cloud and Other Cloud Services at Scale | T...Lessons Learned: Running InfluxDB Cloud and Other Cloud Services at Scale | T...
Lessons Learned: Running InfluxDB Cloud and Other Cloud Services at Scale | T...
 
InfluxDB 101 - Concepts and Architecture | Michael DeSa | InfluxData
InfluxDB 101 - Concepts and Architecture | Michael DeSa | InfluxDataInfluxDB 101 - Concepts and Architecture | Michael DeSa | InfluxData
InfluxDB 101 - Concepts and Architecture | Michael DeSa | InfluxData
 
InfluxDB Community Office Hours September 2020
InfluxDB Community Office Hours September 2020 InfluxDB Community Office Hours September 2020
InfluxDB Community Office Hours September 2020
 
Aengus Rooney [Grafana] | What's New with Grafana and InfluxDB | InfluxDays E...
Aengus Rooney [Grafana] | What's New with Grafana and InfluxDB | InfluxDays E...Aengus Rooney [Grafana] | What's New with Grafana and InfluxDB | InfluxDays E...
Aengus Rooney [Grafana] | What's New with Grafana and InfluxDB | InfluxDays E...
 
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar AasenContainer Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
 
Lessons Learned Running InfluxDB Cloud and Other Cloud Services at Scale by T...
Lessons Learned Running InfluxDB Cloud and Other Cloud Services at Scale by T...Lessons Learned Running InfluxDB Cloud and Other Cloud Services at Scale by T...
Lessons Learned Running InfluxDB Cloud and Other Cloud Services at Scale by T...
 
Alan Pope, Sebastian Spaink [InfluxData] | Data Collection 101 | InfluxDays N...
Alan Pope, Sebastian Spaink [InfluxData] | Data Collection 101 | InfluxDays N...Alan Pope, Sebastian Spaink [InfluxData] | Data Collection 101 | InfluxDays N...
Alan Pope, Sebastian Spaink [InfluxData] | Data Collection 101 | InfluxDays N...
 
Using OPC-UA to Extract IIoT Time Series Data from PLC and SCADA Systems
Using OPC-UA to Extract IIoT Time Series Data from PLC and SCADA SystemsUsing OPC-UA to Extract IIoT Time Series Data from PLC and SCADA Systems
Using OPC-UA to Extract IIoT Time Series Data from PLC and SCADA Systems
 
InfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
InfluxEnterprise Architecture Patterns by Tim Hall & Sam DillardInfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
InfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
 
Inside the InfluxDB storage engine
Inside the InfluxDB storage engineInside the InfluxDB storage engine
Inside the InfluxDB storage engine
 
Introduction to InfluxDB 2.0 & Your First Flux Query by Sonia Gupta, Develope...
Introduction to InfluxDB 2.0 & Your First Flux Query by Sonia Gupta, Develope...Introduction to InfluxDB 2.0 & Your First Flux Query by Sonia Gupta, Develope...
Introduction to InfluxDB 2.0 & Your First Flux Query by Sonia Gupta, Develope...
 
How EnerKey Using InfluxDB Saves Customers Millions by Detecting Energy Usage...
How EnerKey Using InfluxDB Saves Customers Millions by Detecting Energy Usage...How EnerKey Using InfluxDB Saves Customers Millions by Detecting Energy Usage...
How EnerKey Using InfluxDB Saves Customers Millions by Detecting Energy Usage...
 
Observability of InfluxDB IOx: Tracing, Metrics and System Tables
Observability of InfluxDB IOx: Tracing, Metrics and System TablesObservability of InfluxDB IOx: Tracing, Metrics and System Tables
Observability of InfluxDB IOx: Tracing, Metrics and System Tables
 
InfluxDB 101 – Concepts and Architecture by Michael DeSa, Software Engineer |...
InfluxDB 101 – Concepts and Architecture by Michael DeSa, Software Engineer |...InfluxDB 101 – Concepts and Architecture by Michael DeSa, Software Engineer |...
InfluxDB 101 – Concepts and Architecture by Michael DeSa, Software Engineer |...
 
Intro to Kapacitor for Alerting and Anomaly Detection
Intro to Kapacitor for Alerting and Anomaly DetectionIntro to Kapacitor for Alerting and Anomaly Detection
Intro to Kapacitor for Alerting and Anomaly Detection
 
How to Improve Performance Testing Using InfluxDB and Apache JMeter
How to Improve Performance Testing Using InfluxDB and Apache JMeterHow to Improve Performance Testing Using InfluxDB and Apache JMeter
How to Improve Performance Testing Using InfluxDB and Apache JMeter
 

Similar to SFScon19 - Francesco La Spina -7 Steps to Industry 40

Vibro box sitel midih-presentation oc2
Vibro box sitel midih-presentation oc2Vibro box sitel midih-presentation oc2
Vibro box sitel midih-presentation oc2
MIDIH_EU
 
Internet of Things Architecture / Topology
Internet of Things Architecture / TopologyInternet of Things Architecture / Topology
Internet of Things Architecture / Topology
NEEVEE Technologies
 
Developing Interoperable Components for an Open IoT Foundation
Developing Interoperable Components for an Open IoT Foundation Developing Interoperable Components for an Open IoT Foundation
Developing Interoperable Components for an Open IoT Foundation
Eurotech
 
Nozomi Networks SCADAguardian - Data-Sheet
Nozomi Networks SCADAguardian - Data-SheetNozomi Networks SCADAguardian - Data-Sheet
Nozomi Networks SCADAguardian - Data-Sheet
Nozomi Networks
 
Null mumbai-reversing-IoT-firmware
Null mumbai-reversing-IoT-firmwareNull mumbai-reversing-IoT-firmware
Null mumbai-reversing-IoT-firmware
Nitesh Malviya
 
Octoblu, the IoT platform
Octoblu, the IoT platformOctoblu, the IoT platform
Octoblu, the IoT platform
Ludovic Bouvier
 
SCADA-IoT_Ben-Yee-V2-2018-ENTELEC-PowerPoint.pdf
SCADA-IoT_Ben-Yee-V2-2018-ENTELEC-PowerPoint.pdfSCADA-IoT_Ben-Yee-V2-2018-ENTELEC-PowerPoint.pdf
SCADA-IoT_Ben-Yee-V2-2018-ENTELEC-PowerPoint.pdf
GobinathAECEJRF1101
 
Simplify Internet of Things with an Intelligent Gateway
Simplify Internet of Things with an Intelligent GatewaySimplify Internet of Things with an Intelligent Gateway
Simplify Internet of Things with an Intelligent Gateway
Eurotech
 
IoT Cyber+Physical+Social Engineering Attack Security (v0.1.6 / sep2020)
IoT Cyber+Physical+Social Engineering Attack Security (v0.1.6 / sep2020)IoT Cyber+Physical+Social Engineering Attack Security (v0.1.6 / sep2020)
IoT Cyber+Physical+Social Engineering Attack Security (v0.1.6 / sep2020)
mike parks
 
Java in the Air: A Case Study for Java-based Environment Monitoring Stations
Java in the Air: A Case Study for Java-based Environment Monitoring StationsJava in the Air: A Case Study for Java-based Environment Monitoring Stations
Java in the Air: A Case Study for Java-based Environment Monitoring Stations
Eurotech
 
CyberSecurity Best Practices for the IIoT
CyberSecurity Best Practices for the IIoTCyberSecurity Best Practices for the IIoT
CyberSecurity Best Practices for the IIoT
Creekside Marketing Group, LLC
 
IoT Agent Design Principles
IoT Agent Design PrinciplesIoT Agent Design Principles
IoT Agent Design Principles
ardexateam
 
Group 5 IoT Architecture Layer
Group 5 IoT Architecture LayerGroup 5 IoT Architecture Layer
Group 5 IoT Architecture Layer
Marcus Maneja
 
People Counting: Internet of Things in Motion at JavaOne 2013
People Counting: Internet of Things in Motion at JavaOne 2013People Counting: Internet of Things in Motion at JavaOne 2013
People Counting: Internet of Things in Motion at JavaOne 2013
Eurotech
 
Genian NAC Datasheet
Genian NAC Datasheet Genian NAC Datasheet
Genian NAC Datasheet
GENIANS, INC.
 
IoT-Device-Security-DRAFT-slide-presentation
IoT-Device-Security-DRAFT-slide-presentationIoT-Device-Security-DRAFT-slide-presentation
IoT-Device-Security-DRAFT-slide-presentation
AuliaArifWardana
 
Mark Horowitz - Stanford Engineering - Securing the Internet of Things
Mark Horowitz - Stanford Engineering - Securing the Internet of ThingsMark Horowitz - Stanford Engineering - Securing the Internet of Things
Mark Horowitz - Stanford Engineering - Securing the Internet of Things
Stanford School of Engineering
 
UCT IoT Deployment and Challenges
UCT IoT Deployment and ChallengesUCT IoT Deployment and Challenges
UCT IoT Deployment and Challenges
The IOT Academy
 
IoT security-arrow-roadshow #iotconfua
IoT security-arrow-roadshow #iotconfuaIoT security-arrow-roadshow #iotconfua
IoT security-arrow-roadshow #iotconfua
Andy Shutka
 

Similar to SFScon19 - Francesco La Spina -7 Steps to Industry 40 (20)

Vibro box sitel midih-presentation oc2
Vibro box sitel midih-presentation oc2Vibro box sitel midih-presentation oc2
Vibro box sitel midih-presentation oc2
 
Internet of Things Architecture / Topology
Internet of Things Architecture / TopologyInternet of Things Architecture / Topology
Internet of Things Architecture / Topology
 
Developing Interoperable Components for an Open IoT Foundation
Developing Interoperable Components for an Open IoT Foundation Developing Interoperable Components for an Open IoT Foundation
Developing Interoperable Components for an Open IoT Foundation
 
Nozomi Networks SCADAguardian - Data-Sheet
Nozomi Networks SCADAguardian - Data-SheetNozomi Networks SCADAguardian - Data-Sheet
Nozomi Networks SCADAguardian - Data-Sheet
 
Null mumbai-reversing-IoT-firmware
Null mumbai-reversing-IoT-firmwareNull mumbai-reversing-IoT-firmware
Null mumbai-reversing-IoT-firmware
 
Octoblu, the IoT platform
Octoblu, the IoT platformOctoblu, the IoT platform
Octoblu, the IoT platform
 
SCADA-IoT_Ben-Yee-V2-2018-ENTELEC-PowerPoint.pdf
SCADA-IoT_Ben-Yee-V2-2018-ENTELEC-PowerPoint.pdfSCADA-IoT_Ben-Yee-V2-2018-ENTELEC-PowerPoint.pdf
SCADA-IoT_Ben-Yee-V2-2018-ENTELEC-PowerPoint.pdf
 
Simplify Internet of Things with an Intelligent Gateway
Simplify Internet of Things with an Intelligent GatewaySimplify Internet of Things with an Intelligent Gateway
Simplify Internet of Things with an Intelligent Gateway
 
IoT Cyber+Physical+Social Engineering Attack Security (v0.1.6 / sep2020)
IoT Cyber+Physical+Social Engineering Attack Security (v0.1.6 / sep2020)IoT Cyber+Physical+Social Engineering Attack Security (v0.1.6 / sep2020)
IoT Cyber+Physical+Social Engineering Attack Security (v0.1.6 / sep2020)
 
Io t first(1)
Io t first(1)Io t first(1)
Io t first(1)
 
Java in the Air: A Case Study for Java-based Environment Monitoring Stations
Java in the Air: A Case Study for Java-based Environment Monitoring StationsJava in the Air: A Case Study for Java-based Environment Monitoring Stations
Java in the Air: A Case Study for Java-based Environment Monitoring Stations
 
CyberSecurity Best Practices for the IIoT
CyberSecurity Best Practices for the IIoTCyberSecurity Best Practices for the IIoT
CyberSecurity Best Practices for the IIoT
 
IoT Agent Design Principles
IoT Agent Design PrinciplesIoT Agent Design Principles
IoT Agent Design Principles
 
Group 5 IoT Architecture Layer
Group 5 IoT Architecture LayerGroup 5 IoT Architecture Layer
Group 5 IoT Architecture Layer
 
People Counting: Internet of Things in Motion at JavaOne 2013
People Counting: Internet of Things in Motion at JavaOne 2013People Counting: Internet of Things in Motion at JavaOne 2013
People Counting: Internet of Things in Motion at JavaOne 2013
 
Genian NAC Datasheet
Genian NAC Datasheet Genian NAC Datasheet
Genian NAC Datasheet
 
IoT-Device-Security-DRAFT-slide-presentation
IoT-Device-Security-DRAFT-slide-presentationIoT-Device-Security-DRAFT-slide-presentation
IoT-Device-Security-DRAFT-slide-presentation
 
Mark Horowitz - Stanford Engineering - Securing the Internet of Things
Mark Horowitz - Stanford Engineering - Securing the Internet of ThingsMark Horowitz - Stanford Engineering - Securing the Internet of Things
Mark Horowitz - Stanford Engineering - Securing the Internet of Things
 
UCT IoT Deployment and Challenges
UCT IoT Deployment and ChallengesUCT IoT Deployment and Challenges
UCT IoT Deployment and Challenges
 
IoT security-arrow-roadshow #iotconfua
IoT security-arrow-roadshow #iotconfuaIoT security-arrow-roadshow #iotconfua
IoT security-arrow-roadshow #iotconfua
 

More from South Tyrol Free Software Conference

SFSCON23 - Rufai Omowunmi Balogun - SMODEX – a Python package for understandi...
SFSCON23 - Rufai Omowunmi Balogun - SMODEX – a Python package for understandi...SFSCON23 - Rufai Omowunmi Balogun - SMODEX – a Python package for understandi...
SFSCON23 - Rufai Omowunmi Balogun - SMODEX – a Python package for understandi...
South Tyrol Free Software Conference
 
SFSCON23 - Roberto Innocenti - From the design to reality is here the Communi...
SFSCON23 - Roberto Innocenti - From the design to reality is here the Communi...SFSCON23 - Roberto Innocenti - From the design to reality is here the Communi...
SFSCON23 - Roberto Innocenti - From the design to reality is here the Communi...
South Tyrol Free Software Conference
 
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data HubSFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
South Tyrol Free Software Conference
 
SFSCON23 - Marianna d'Atri Enrico Zanardo - How can Blockchain technologies i...
SFSCON23 - Marianna d'Atri Enrico Zanardo - How can Blockchain technologies i...SFSCON23 - Marianna d'Atri Enrico Zanardo - How can Blockchain technologies i...
SFSCON23 - Marianna d'Atri Enrico Zanardo - How can Blockchain technologies i...
South Tyrol Free Software Conference
 
SFSCON23 - Lucas Lasota - The Future of Connectivity, Open Internet and Human...
SFSCON23 - Lucas Lasota - The Future of Connectivity, Open Internet and Human...SFSCON23 - Lucas Lasota - The Future of Connectivity, Open Internet and Human...
SFSCON23 - Lucas Lasota - The Future of Connectivity, Open Internet and Human...
South Tyrol Free Software Conference
 
SFSCON23 - Giovanni Giannotta - Intelligent Decision Support System for trace...
SFSCON23 - Giovanni Giannotta - Intelligent Decision Support System for trace...SFSCON23 - Giovanni Giannotta - Intelligent Decision Support System for trace...
SFSCON23 - Giovanni Giannotta - Intelligent Decision Support System for trace...
South Tyrol Free Software Conference
 
SFSCON23 - Elena Maines - Embracing CI/CD workflows for building ETL pipelines
SFSCON23 - Elena Maines - Embracing CI/CD workflows for building ETL pipelinesSFSCON23 - Elena Maines - Embracing CI/CD workflows for building ETL pipelines
SFSCON23 - Elena Maines - Embracing CI/CD workflows for building ETL pipelines
South Tyrol Free Software Conference
 
SFSCON23 - Christian Busse - Free Software and Open Science
SFSCON23 - Christian Busse - Free Software and Open ScienceSFSCON23 - Christian Busse - Free Software and Open Science
SFSCON23 - Christian Busse - Free Software and Open Science
South Tyrol Free Software Conference
 
SFSCON23 - Charles H. Schulz - Why open digital infrastructure matters
SFSCON23 - Charles H. Schulz - Why open digital infrastructure mattersSFSCON23 - Charles H. Schulz - Why open digital infrastructure matters
SFSCON23 - Charles H. Schulz - Why open digital infrastructure matters
South Tyrol Free Software Conference
 
SFSCON23 - Andrea Vianello - Achieving FAIRness with EDP-portal
SFSCON23 - Andrea Vianello - Achieving FAIRness with EDP-portalSFSCON23 - Andrea Vianello - Achieving FAIRness with EDP-portal
SFSCON23 - Andrea Vianello - Achieving FAIRness with EDP-portal
South Tyrol Free Software Conference
 
SFSCON23 - Thomas Aichner - How IoT and AI are revolutionizing Mass Customiza...
SFSCON23 - Thomas Aichner - How IoT and AI are revolutionizing Mass Customiza...SFSCON23 - Thomas Aichner - How IoT and AI are revolutionizing Mass Customiza...
SFSCON23 - Thomas Aichner - How IoT and AI are revolutionizing Mass Customiza...
South Tyrol Free Software Conference
 
SFSCON23 - Stefan Mutschlechner - Smart Werke Meran
SFSCON23 - Stefan Mutschlechner - Smart Werke MeranSFSCON23 - Stefan Mutschlechner - Smart Werke Meran
SFSCON23 - Stefan Mutschlechner - Smart Werke Meran
South Tyrol Free Software Conference
 
SFSCON23 - Mirko Boehm - European regulators cast their eyes on maturing OSS ...
SFSCON23 - Mirko Boehm - European regulators cast their eyes on maturing OSS ...SFSCON23 - Mirko Boehm - European regulators cast their eyes on maturing OSS ...
SFSCON23 - Mirko Boehm - European regulators cast their eyes on maturing OSS ...
South Tyrol Free Software Conference
 
SFSCON23 - Marco Pavanelli - Monitoring the fleet of Sasa with free software
SFSCON23 - Marco Pavanelli - Monitoring the fleet of Sasa with free softwareSFSCON23 - Marco Pavanelli - Monitoring the fleet of Sasa with free software
SFSCON23 - Marco Pavanelli - Monitoring the fleet of Sasa with free software
South Tyrol Free Software Conference
 
SFSCON23 - Marco Cortella - KNOWAGE and AICS for 2030 agenda SDG goals monito...
SFSCON23 - Marco Cortella - KNOWAGE and AICS for 2030 agenda SDG goals monito...SFSCON23 - Marco Cortella - KNOWAGE and AICS for 2030 agenda SDG goals monito...
SFSCON23 - Marco Cortella - KNOWAGE and AICS for 2030 agenda SDG goals monito...
South Tyrol Free Software Conference
 
SFSCON23 - Lina Ceballos - Interoperable Europe Act - A real game changer
SFSCON23 - Lina Ceballos - Interoperable Europe Act - A real game changerSFSCON23 - Lina Ceballos - Interoperable Europe Act - A real game changer
SFSCON23 - Lina Ceballos - Interoperable Europe Act - A real game changer
South Tyrol Free Software Conference
 
SFSCON23 - Johannes Näder Linus Sehn - Let’s monitor implementation of Free S...
SFSCON23 - Johannes Näder Linus Sehn - Let’s monitor implementation of Free S...SFSCON23 - Johannes Näder Linus Sehn - Let’s monitor implementation of Free S...
SFSCON23 - Johannes Näder Linus Sehn - Let’s monitor implementation of Free S...
South Tyrol Free Software Conference
 
SFSCON23 - Gabriel Ku Wei Bin - Why Do We Need A Next Generation Internet
SFSCON23 - Gabriel Ku Wei Bin - Why Do We Need A Next Generation InternetSFSCON23 - Gabriel Ku Wei Bin - Why Do We Need A Next Generation Internet
SFSCON23 - Gabriel Ku Wei Bin - Why Do We Need A Next Generation Internet
South Tyrol Free Software Conference
 
SFSCON23 - Edoardo Scepi - The Brand-New Version of IGis Maps
SFSCON23 - Edoardo Scepi - The Brand-New Version of IGis MapsSFSCON23 - Edoardo Scepi - The Brand-New Version of IGis Maps
SFSCON23 - Edoardo Scepi - The Brand-New Version of IGis Maps
South Tyrol Free Software Conference
 
SFSCON23 - Davide Vernassa - Empowering Insights Unveiling the latest innova...
SFSCON23 - Davide Vernassa - Empowering Insights  Unveiling the latest innova...SFSCON23 - Davide Vernassa - Empowering Insights  Unveiling the latest innova...
SFSCON23 - Davide Vernassa - Empowering Insights Unveiling the latest innova...
South Tyrol Free Software Conference
 

More from South Tyrol Free Software Conference (20)

SFSCON23 - Rufai Omowunmi Balogun - SMODEX – a Python package for understandi...
SFSCON23 - Rufai Omowunmi Balogun - SMODEX – a Python package for understandi...SFSCON23 - Rufai Omowunmi Balogun - SMODEX – a Python package for understandi...
SFSCON23 - Rufai Omowunmi Balogun - SMODEX – a Python package for understandi...
 
SFSCON23 - Roberto Innocenti - From the design to reality is here the Communi...
SFSCON23 - Roberto Innocenti - From the design to reality is here the Communi...SFSCON23 - Roberto Innocenti - From the design to reality is here the Communi...
SFSCON23 - Roberto Innocenti - From the design to reality is here the Communi...
 
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data HubSFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
SFSCON23 - Martin Rabanser - Real-time aeroplane tracking and the Open Data Hub
 
SFSCON23 - Marianna d'Atri Enrico Zanardo - How can Blockchain technologies i...
SFSCON23 - Marianna d'Atri Enrico Zanardo - How can Blockchain technologies i...SFSCON23 - Marianna d'Atri Enrico Zanardo - How can Blockchain technologies i...
SFSCON23 - Marianna d'Atri Enrico Zanardo - How can Blockchain technologies i...
 
SFSCON23 - Lucas Lasota - The Future of Connectivity, Open Internet and Human...
SFSCON23 - Lucas Lasota - The Future of Connectivity, Open Internet and Human...SFSCON23 - Lucas Lasota - The Future of Connectivity, Open Internet and Human...
SFSCON23 - Lucas Lasota - The Future of Connectivity, Open Internet and Human...
 
SFSCON23 - Giovanni Giannotta - Intelligent Decision Support System for trace...
SFSCON23 - Giovanni Giannotta - Intelligent Decision Support System for trace...SFSCON23 - Giovanni Giannotta - Intelligent Decision Support System for trace...
SFSCON23 - Giovanni Giannotta - Intelligent Decision Support System for trace...
 
SFSCON23 - Elena Maines - Embracing CI/CD workflows for building ETL pipelines
SFSCON23 - Elena Maines - Embracing CI/CD workflows for building ETL pipelinesSFSCON23 - Elena Maines - Embracing CI/CD workflows for building ETL pipelines
SFSCON23 - Elena Maines - Embracing CI/CD workflows for building ETL pipelines
 
SFSCON23 - Christian Busse - Free Software and Open Science
SFSCON23 - Christian Busse - Free Software and Open ScienceSFSCON23 - Christian Busse - Free Software and Open Science
SFSCON23 - Christian Busse - Free Software and Open Science
 
SFSCON23 - Charles H. Schulz - Why open digital infrastructure matters
SFSCON23 - Charles H. Schulz - Why open digital infrastructure mattersSFSCON23 - Charles H. Schulz - Why open digital infrastructure matters
SFSCON23 - Charles H. Schulz - Why open digital infrastructure matters
 
SFSCON23 - Andrea Vianello - Achieving FAIRness with EDP-portal
SFSCON23 - Andrea Vianello - Achieving FAIRness with EDP-portalSFSCON23 - Andrea Vianello - Achieving FAIRness with EDP-portal
SFSCON23 - Andrea Vianello - Achieving FAIRness with EDP-portal
 
SFSCON23 - Thomas Aichner - How IoT and AI are revolutionizing Mass Customiza...
SFSCON23 - Thomas Aichner - How IoT and AI are revolutionizing Mass Customiza...SFSCON23 - Thomas Aichner - How IoT and AI are revolutionizing Mass Customiza...
SFSCON23 - Thomas Aichner - How IoT and AI are revolutionizing Mass Customiza...
 
SFSCON23 - Stefan Mutschlechner - Smart Werke Meran
SFSCON23 - Stefan Mutschlechner - Smart Werke MeranSFSCON23 - Stefan Mutschlechner - Smart Werke Meran
SFSCON23 - Stefan Mutschlechner - Smart Werke Meran
 
SFSCON23 - Mirko Boehm - European regulators cast their eyes on maturing OSS ...
SFSCON23 - Mirko Boehm - European regulators cast their eyes on maturing OSS ...SFSCON23 - Mirko Boehm - European regulators cast their eyes on maturing OSS ...
SFSCON23 - Mirko Boehm - European regulators cast their eyes on maturing OSS ...
 
SFSCON23 - Marco Pavanelli - Monitoring the fleet of Sasa with free software
SFSCON23 - Marco Pavanelli - Monitoring the fleet of Sasa with free softwareSFSCON23 - Marco Pavanelli - Monitoring the fleet of Sasa with free software
SFSCON23 - Marco Pavanelli - Monitoring the fleet of Sasa with free software
 
SFSCON23 - Marco Cortella - KNOWAGE and AICS for 2030 agenda SDG goals monito...
SFSCON23 - Marco Cortella - KNOWAGE and AICS for 2030 agenda SDG goals monito...SFSCON23 - Marco Cortella - KNOWAGE and AICS for 2030 agenda SDG goals monito...
SFSCON23 - Marco Cortella - KNOWAGE and AICS for 2030 agenda SDG goals monito...
 
SFSCON23 - Lina Ceballos - Interoperable Europe Act - A real game changer
SFSCON23 - Lina Ceballos - Interoperable Europe Act - A real game changerSFSCON23 - Lina Ceballos - Interoperable Europe Act - A real game changer
SFSCON23 - Lina Ceballos - Interoperable Europe Act - A real game changer
 
SFSCON23 - Johannes Näder Linus Sehn - Let’s monitor implementation of Free S...
SFSCON23 - Johannes Näder Linus Sehn - Let’s monitor implementation of Free S...SFSCON23 - Johannes Näder Linus Sehn - Let’s monitor implementation of Free S...
SFSCON23 - Johannes Näder Linus Sehn - Let’s monitor implementation of Free S...
 
SFSCON23 - Gabriel Ku Wei Bin - Why Do We Need A Next Generation Internet
SFSCON23 - Gabriel Ku Wei Bin - Why Do We Need A Next Generation InternetSFSCON23 - Gabriel Ku Wei Bin - Why Do We Need A Next Generation Internet
SFSCON23 - Gabriel Ku Wei Bin - Why Do We Need A Next Generation Internet
 
SFSCON23 - Edoardo Scepi - The Brand-New Version of IGis Maps
SFSCON23 - Edoardo Scepi - The Brand-New Version of IGis MapsSFSCON23 - Edoardo Scepi - The Brand-New Version of IGis Maps
SFSCON23 - Edoardo Scepi - The Brand-New Version of IGis Maps
 
SFSCON23 - Davide Vernassa - Empowering Insights Unveiling the latest innova...
SFSCON23 - Davide Vernassa - Empowering Insights  Unveiling the latest innova...SFSCON23 - Davide Vernassa - Empowering Insights  Unveiling the latest innova...
SFSCON23 - Davide Vernassa - Empowering Insights Unveiling the latest innova...
 

Recently uploaded

PHP Frameworks: I want to break free (IPC Berlin 2024)
PHP Frameworks: I want to break free (IPC Berlin 2024)PHP Frameworks: I want to break free (IPC Berlin 2024)
PHP Frameworks: I want to break free (IPC Berlin 2024)
Ralf Eggert
 
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Product School
 
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdfFIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance
 
Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...
Product School
 
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
UiPathCommunity
 
Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*
Frank van Harmelen
 
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Thierry Lestable
 
The Future of Platform Engineering
The Future of Platform EngineeringThe Future of Platform Engineering
The Future of Platform Engineering
Jemma Hussein Allen
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
Guy Korland
 
When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...
Elena Simperl
 
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
Product School
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
Alan Dix
 
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
BookNet Canada
 
Key Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdfKey Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdf
Cheryl Hung
 
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualitySoftware Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Inflectra
 
Essentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with ParametersEssentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with Parameters
Safe Software
 
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
Jeffrey Haguewood
 
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 previewState of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
Prayukth K V
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance
 
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
Product School
 

Recently uploaded (20)

PHP Frameworks: I want to break free (IPC Berlin 2024)
PHP Frameworks: I want to break free (IPC Berlin 2024)PHP Frameworks: I want to break free (IPC Berlin 2024)
PHP Frameworks: I want to break free (IPC Berlin 2024)
 
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
 
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdfFIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
 
Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...
 
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
 
Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*
 
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
 
The Future of Platform Engineering
The Future of Platform EngineeringThe Future of Platform Engineering
The Future of Platform Engineering
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
 
When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...
 
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
 
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
 
Key Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdfKey Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdf
 
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualitySoftware Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
 
Essentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with ParametersEssentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with Parameters
 
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
 
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 previewState of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
 
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
 

SFScon19 - Francesco La Spina -7 Steps to Industry 40

  • 1. Secure. Monitor. Analyze. 7 STEPS TO INDUSTRY 4.0 Francesco La Spina
  • 2. WHO AM I • Born in Bolzano • Software Engineer at Endian Francesco La Spina
  • 3. THE DIGITALIZATION CHALLENGE • We want to collect data from “things” (machines, ICS, devices, etc.) • We need to connect “things”, people, applications without compromising IT security and production processes • Heterogeneous environments
  • 4. • connect machines and devices • secure and remotely access all devices • orchestrate and manage devices, users, and processes • collect data from machines and devices • monitor your infrastructure • analyze the collected data • Welcome to Industry 4.0! 1 2 3 4 5 6 7 A SMART FACTORY IN 7 STEPS
  • 5. CONNECT MACHINES AND DEVICES How? IoT security gateways (ruggedized industrial VPN routers): • Power supply: (redundant) 24V support • Connections: Ethernet, Wi-Fi, 3G/4G/5G, Serial (Modbus over serial) • Digital I/O • Security features: VPN, Firewall (DPI), IDSIPS (next step) • Support of industrial communication protocols • Containerization support (Docker): data collectors, edge computing (last steps) • DIN rail 1 2 3 4 5 6 7
  • 6. SECURE AND REMOTELY ACCESS ALL DEVICES Edge tier • Security best practices (change default passwords! :P) • Implement network segmentation through gateways • Encryption through VPN tunnels (OpenVPN) • IDS IPS Platform (core) tier • Authentication/Authorization/ Accounting (AAA) • Multi-factor authentication • Secure remote access (Apache Guacamole) • Network Access Control (NAC) Internet Internet 1 2 3 4 5 6 7
  • 7. CENTRALLY ORCHESTRATE AND MANAGE USERS, DEVICES, AND PROCESSES How? • Manage gateways and endpoints • Define users’ role and permissions (who is able to access what, how, and when ?) • Define API ACLs • Manage lifecycle of gateways: updates, configuration profile provisioning, and applications (edge computing) Endpoints Field/Support Staff IT Staff Automation Staff Roles / Permissions Applications Machine Settings Administration Access to Data Secure Connectivity (Core) 4i Edge Industrial Equipment OEM Machinery IoT Cloud 4i Edge Gateways (Edge) 1 2 3 4 5 6 7
  • 8. COLLECT DATA FROM MACHINES AND DEVICES How? • Collect data through gateway collectors (ex: EdgeX Foundry or custom) • Securely stream collected data through MQTT to a central broker (ex: EMQ) • Store data (ex: Telegraf and InfluxDB open source time series db) Internet 1 2 3 4 5 6 7
  • 9. Gain visibility At this step we are collecting data from machines, ICS, gateways, switches, IDS, etc. • Monitor both OT and IT devices • Define monitoring rules and alerts (ex: Kapacitor real time streaming processing engine) MONITOR Internet Remote Plants Remote SiteAlerts WWW 1 2 3 4 5 6 7
  • 10. • Visualize data: build custom real-time dashboards (ex: Grafana or Kibana) • Embrace predictive maintenance • Support management decision making ANALYZE DATA 1 2 3 4 5 6 7
  • 11. • Integrate Edge Computing • Develop innovative, data-driven business models for Industry 4.0 • Engage additional partners WELCOME TO INDUSTRY 4.0 1 2 3 4 5 6 7