INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ

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INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ
Introduzione
all’Internet of Things

            Antonio Vetrò, PhD
         Direttore della Ricerca
    Centro Nexa su Internet & Società
INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ
(e cenni di
economia circolare)
INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ
Internet delle cose

•   Le cose e Internet

•   Zoom in: Funzionamento

•   Zoom out: Contesto
INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ
Le cose
INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ
Quali cose ?
INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ
Quali cose ?
INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
INTRODUZIONE ALL'INTERNET OF THINGS - ANTONIO VETRÒ, PHD DIRETTORE DELLA RICERCA CENTRO NEXA SU INTERNET & SOCIETÀ
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
Quali cose ?

          * tutte le immagini sono di pubblico
                        dominio
“[…]there are now computers in everything. But
   I want to suggest another way of thinking
about it in that everything is now a computer:
   This is not a phone. It’s a computer that
     makes phone calls. A refrigerator is a
  computer that keeps things cold. ATM machine
  is a computer with money inside. Your car is
 not a mechanical device with a computer. It’s
a computer with four wheels and an engine… And
      this is the Internet of Things […]”

 Bruce Schneier at House of Representatives’ Energy &
                  Commerce Committee
Fonte : http://www.dailydot.com/layer8/bruce-schneier-internet-of-things/
Internet delle cose

Una rete di oggetti fisici, dotati di
connessione a Internet e in grado di
raccogliere e scambiare dati
dall’ambiente in cui sono collocati.

Ogni oggetto può essere dotato di
sensori, software, attuatori e capacità
computazionale.
Abilitanti

   Miniaturizzazione
   dell’elettronica

Connettività a internet
Quante cose ?
10
                    Miliardi di “cose”
                 connesse a Internet oggi

Fonte: Plamen Nedeltchev (CISCO), The Internet of Everything is the New
Economy, 2015. http://bit.ly/1mz7v96
26
            Miliardi di “cose”
            connesse a Internet
               entro il 2020

Fonte: http://www.gartner.com/newsroom/id/2684915
50
   Miliardi di “cose”
   connesse a Internet
      entro il 2020

Fonte: Plamen Nedeltchev (CISCO), The Internet of Everything is the New
Economy, 2015. http://bit.ly/1mz7v96
100
    Miliardi di “cose”
   connesse a Internet
      entro il 2020

Fonte: Morgan Stanley, The Internet of Things is now, 2014.
http://bit.ly/2ga1EPb
http://thingful.net/
Le cose e Internet
Mobile data traffic                                      Multiplier
                                2015 (EB/month)
        by region                                            2015-2021

        Asia Pacific                   2,1                        11

    Central Europe and
     Middle East and                   0,8                        13
          Africa

       Western Europe                  0,8                        10

       North America                   1,3                        7

       Latin America                   0,4                        9

Fonte: https://www.ericsson.com/res/docs/2016/ericsson-mobility-report-2016.pdf
1,7 Mb/sec. trasmessi da ogni
persona al giorno, entro il 2020

   Fonte: World Telecommunication Standardization Assembly 2016
1,3 GB/ora prodotti da un’auto oggi

         25 GB/ora se auto ibride

 Fonte: http://www.ibmbigdatahub.com/blog/big-data-wheels
Funzionamento
rnet of Things

 Fonte: Bandyopadhyay, D., & Sen, J. (2011). Internet of things:
. 2 Layered architecture of Internet of Things
 Applications and challenges in technology and standardization. Wireless Personal Communications, 58(1), 49-69.
nternet of Things                                                                       5

ig. 2 Layered architecture of Internet of Things

ata  utilization
  Fonte:          in applications.
         Bandyopadhyay, D., & Sen, J. The  functionalities
                                      (2011).                of the various layers are
                                              Internet of things:
  Applications and challenges in technology and standardization. Wireless Personal Communications,   58(1), 49-69.
iscussed briefly in the following:
nternet of Things                                                                       5

ig. 2 Layered architecture of Internet of Things

       Sensori, sistemi embedded, tag RFID, lettori …
ata  utilization
  Fonte:          in applications.
         Bandyopadhyay, D., & Sen, J. The  functionalities
                                      (2011).                of the various layers are
                                              Internet of things:
  Applications and challenges in technology and standardization. Wireless Personal Communications,   58(1), 49-69.
iscussed briefly in the following:
nternet of Things                                                                       5

                                               identificazione,          raccolta/salvataggio/elaborazione
ig. 2 Layered architecture of Internet of Thingsinformazioni , comunicazione, controllo e attuazione

       Sensori, sistemi embedded, tag RFID, lettori …
ata  utilization
  Fonte:          in applications.
         Bandyopadhyay, D., & Sen, J. The  functionalities
                                      (2011).                of the various layers are
                                              Internet of things:
  Applications and challenges in technology and standardization. Wireless Personal Communications,   58(1), 49-69.
iscussed briefly in the following:
nternet of Things                                                                       5

                                                                           routing, pubblicazione e
                                                                           sottoscrizione servizi,
                                                                           comunicazione tra piattaforme

                                               identificazione,          raccolta/salvataggio/elaborazione
ig. 2 Layered architecture of Internet of Thingsinformazioni , comunicazione, controllo e attuazione

       Sensori, sistemi embedded, tag RFID, lettori …
ata  utilization
  Fonte:          in applications.
         Bandyopadhyay, D., & Sen, J. The  functionalities
                                      (2011).                of the various layers are
                                              Internet of things:
  Applications and challenges in technology and standardization. Wireless Personal Communications,   58(1), 49-69.
iscussed briefly in the following:
nternet of Things                                                                       5

                                                                        Gestione device e comunicazioni,
                                                                        filtraggio dati, aggregazioni dati,
                                                                        analisi semantica, interrogazione
                                                                        dati e servizi

                                                                           routing, pubblicazione e
                                                                           sottoscrizione servizi,
                                                                           comunicazione tra piattaforme

                                               identificazione,          raccolta/salvataggio/elaborazione
ig. 2 Layered architecture of Internet of Thingsinformazioni , comunicazione, controllo e attuazione

       Sensori, sistemi embedded, tag RFID, lettori …
ata  utilization
  Fonte:          in applications.
         Bandyopadhyay, D., & Sen, J. The  functionalities
                                      (2011).                of the various layers are
                                              Internet of things:
  Applications and challenges in technology and standardization. Wireless Personal Communications,   58(1), 49-69.
iscussed briefly in the following:
Applicazioni in settori verticali (domotica, energia, trasporti …)

nternet of Things                                                                       5

                                                                        Gestione device e comunicazioni,
                                                                        filtraggio dati, aggregazioni dati,
                                                                        analisi semantica, interrogazione
                                                                        dati e servizi

                                                                           routing, pubblicazione e
                                                                           sottoscrizione servizi,
                                                                           comunicazione tra piattaforme

                                               identificazione,          raccolta/salvataggio/elaborazione
ig. 2 Layered architecture of Internet of Thingsinformazioni , comunicazione, controllo e attuazione

       Sensori, sistemi embedded, tag RFID, lettori …
ata  utilization
  Fonte:          in applications.
         Bandyopadhyay, D., & Sen, J. The  functionalities
                                      (2011).                of the various layers are
                                              Internet of things:
  Applications and challenges in technology and standardization. Wireless Personal Communications,   58(1), 49-69.
iscussed briefly in the following:
Ambiente
Ambiente
        Sensori

Dati
Ambiente
        Sensori

Dati              Servizi
Ambiente
        Sensori
              Attuatori

Dati                Servizi
Ambiente
        Sensori
              Attuatori

Dati                Servizi
 Sistemi Software
Ambiente
Sistemi     Sensori
Embedded          Attuatori

Dati                    Servizi
    Sistemi Software
+ Internet
Ambiente Y        Ambiente Z

     Ambiente X
Ambiente Y               Ambiente Z
Sistemi             Sistemi
          Dati                 Dati
Servizi              Servizi

          Ambiente X      Sistemi
                                        Dati
                              Servizi

  Sistemi
             Dati   Sistemi
   Servizi                     Dati
                    Servizi
Ambiente Y               Ambiente Z
Sistemi             Sistemi
          Dati                 Dati
Servizi              Servizi

          Ambiente X      Sistemi
                                        Dati
                              Servizi

  Sistemi
             Dati   Sistemi
   Servizi                     Dati
                    Servizi
Application domain X, e.g. eHealth
                                                                  Application domain Y, e.g. Mobility
                                                        t1
                                                             t2                                 t3

                                      Area 1

                                    Area 2
                       Area 3
                                                                           Area 1

                                                                       Area 2

  secure, controlled communication
  unsecure, undetermined communication
                                                                  Area 3
  Participants, users, stakeholders
  closed system interaction with the environment
  Scenario snapshot at point in time t1, t2, t3,...
  Components, systems, functions, controlled services
  Services (ad hoc networked, unsecure)

Fonte:Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda Cyber-
Physical Systems (agendaCPS), p.159. Herbert Utz Verlag.
Interoperabilità

Adattato da :Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda
Cyber-Physical Systems (agendaCPS), p.159. Herbert Utz Verlag.
Interoperabilità

Cose connesse

Adattato da :Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda
Cyber-Physical Systems (agendaCPS), p.159. Herbert Utz Verlag.
— The architecture design for CPS components such                               domain and environment models and architectures ca-
                      as embedded systems needs to adopt a broader per-                             pable of configuring and integrating CPS services and
                      spective that goes beyond an approach based purely                            functions at all levels of the system architecture.
                      on closed systems with fixed goals and predetermined                        — It will be especially important to investigate new require-
                      application environments and requirements. Architec-                          ments and mechanisms for the local and global design

           Interoperabilità
                      ture and interface design needs to be adapted to open                         of services and functional architectures. They will need
                      contexts of use, wide-ranging application and integra-                        to be capable of being employed in different contexts
                      tion requirements and uncertain networking and adap-                          and combined with unknown systems and functions.
                      tation needs.                                                                 Moreover, it will be important for these mechanisms to

                    Figure 5.3: Abstraction, design, integration and interoperability levels of Cyber-Physical Systems.

                     Integrated customer
                     and usage processes

                     User-visible interoperability

                     Service integration in
                     accordance with usage
                     requirements

                     Semantic interoperability

                     Domain-specific architectures
Int.Tecnica          and platforms
                                                                             Mobility                             E-Health                     Factory

                     Technical interoperability

                                                                             CPS middleware, platform, communication infrastructure with basic services

Cose connesse
                                                                                                                                                          159

Adattato da :Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda
Cyber-Physical Systems (agendaCPS), p.159. Herbert Utz Verlag.
— The architecture design for CPS components such                               necessary
                                                                                                    domain and   to environment
                                                                                                                    develop and models
                                                                                                                                   enhanceand  behaviour   patterns,
                                                                                                                                                   architectures ca-
                    — The   architecture
                      as embedded         design
                                      systems     for toCPS
                                               needs           components
                                                           adopt  a broadersuch
                                                                              per-                  domain     and  environment    models    and   architectures
                                                                                                    pable of configuring and integrating CPS services and        ca-
                      as  embedded    systems  needs   to  adopt  a  broader
                      spective that goes beyond an approach based purely      per-                  pable   of configuring
                                                                                                    functions   at all levels and  integrating
                                                                                                                              of the              CPS services and
                                                                                                                                      system architecture.
                      spective
                      on closedthat  goes with
                                 systems   beyond
                                               fixedangoals
                                                        approach    based purely
                                                              and predetermined                   — functions   at all levels
                                                                                                    It will be especially     of the system
                                                                                                                           important           architecture.
                                                                                                                                       to investigate   new require-
                      on  closed systems
                      application         with fixed
                                   environments   andgoals    and predetermined
                                                         requirements.  Architec-                 — It will be
                                                                                                    ments      especially
                                                                                                             and           important
                                                                                                                  mechanisms           to local
                                                                                                                                 for the  investigate   new require-
                                                                                                                                                and global   design
                      application
                      ture and interface design needs to be adaptedArchitec-
                                   environments   and    requirements.                              ments
                                                                                                    of services and functional architectures. They willdesign
                                                                                                             and  mechanisms     for the  local and   global

           Interoperabilità
                                                                         to open                                                                               need
                      ture
                      contexts of use, wide-ranging application and to
                           and  interface design needs    to be adapted      open
                                                                          integra-                  of services   and  functional   architectures.   They
                                                                                                    to be capable of being employed in different contexts will need
                      contexts  of use, wide-ranging
                      tion requirements   and uncertainapplication
                                                           networkingand
                                                                       andintegra-
                                                                            adap-                   to
                                                                                                    andbecombined
                                                                                                            capable ofwithbeing  employed
                                                                                                                              unknown         in different
                                                                                                                                          systems          contexts
                                                                                                                                                    and functions.
                      tion requirements
                      tation needs.       and uncertain    networking  and  adap-                   and   combined
                                                                                                    Moreover,    it willwith  unknownfor
                                                                                                                         be important     systems   and functions.
                                                                                                                                             these mechanisms     to
                      tation needs.                                                                 Moreover, it will be important for these mechanisms to

                    Figure 5.3: Abstraction, design, integration and interoperability levels of Cyber-Physical Systems.
                    Figure 5.3: Abstraction, design, integration and interoperability levels of Cyber-Physical Systems.

                     Integrated customer
                     Integrated customer
                     and usage processes
                     and usage processes

                     User-visible interoperability
                     User-visible interoperability

                     Service integration in

Int. Semantica       Service integration
                     accordance
                     accordance
                                         in
                                 with usage
                     requirementswith usage
                     requirements

                     Semantic interoperability
                     Semantic interoperability

                     Domain-specific architectures
Int.Tecnica          Domain-specific
                     and platforms architectures
                     and platforms
                                                                             Mobility                             E-Health                        Factory
                                                                             Mobility                             E-Health                        Factory
                     Technical interoperability
                     Technical interoperability
                                                                             CPS middleware, platform, communication infrastructure with basic services

Cose connesse
                                                                             CPS middleware, platform, communication infrastructure with basic services

                                                                                                                                                            159
                                                                                                                                                            159
Adattato da :Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda
Cyber-Physical Systems (agendaCPS), p.159. Herbert Utz Verlag.
— The architecture design for CPS components such                               necessary
                                                                                                    domain and   to environment
                                                                                                                    develop and models
                                                                                                                                   enhanceand  behaviour   patterns,
                                                                                                                                                   architectures ca-
                    — The   architecture
                      as embedded         design
                                      systems     for toCPS
                                               needs           components
                                                           adopt  a broadersuch
                                                                              per-                  domain     and  environment    models    and   architectures
                                                                                                    pable of configuring and integrating CPS services and        ca-
                      as  embedded    systems  needs   to  adopt  a  broader
                      spective that goes beyond an approach based purely      per-                  pable   of configuring
                                                                                                    functions   at all levels and  integrating
                                                                                                                              of the              CPS services and
                                                                                                                                      system architecture.
                      spective
                      on closedthat  goes with
                                 systems   beyond
                                               fixedangoals
                                                        approach    based purely
                                                              and predetermined                   — functions   at all levels
                                                                                                    It will be especially     of the system
                                                                                                                           important           architecture.
                                                                                                                                       to investigate   new require-
                      on  closed systems
                      application         with fixed
                                   environments   andgoals    and predetermined
                                                         requirements.  Architec-                 — It will be
                                                                                                    ments      especially
                                                                                                             and           important
                                                                                                                  mechanisms           to local
                                                                                                                                 for the  investigate   new require-
                                                                                                                                                and global   design
                      application
                      ture and interface design needs to be adaptedArchitec-
                                   environments   and    requirements.                              ments
                                                                                                    of services and functional architectures. They willdesign
                                                                                                             and  mechanisms     for the  local and   global

           Interoperabilità
                                                                         to open                                                                               need
                      ture
                      contexts of use, wide-ranging application and to
                           and  interface design needs    to be adapted      open
                                                                          integra-                  of services   and  functional   architectures.   They
                                                                                                    to be capable of being employed in different contexts will need
                      contexts  of use, wide-ranging
                      tion requirements   and uncertainapplication
                                                           networkingand
                                                                       andintegra-
                                                                            adap-                   to
                                                                                                    andbecombined
                                                                                                            capable ofwithbeing  employed
                                                                                                                              unknown         in different
                                                                                                                                          systems          contexts
                                                                                                                                                    and functions.
                      tion requirements
                      tation needs.       and uncertain    networking  and  adap-                   and   combined
                                                                                                    Moreover,    it willwith  unknownfor
                                                                                                                         be important     systems   and functions.
                                                                                                                                             these mechanisms     to
                      tation needs.                                                                 Moreover, it will be important for these mechanisms to

                    Figure 5.3: Abstraction, design, integration and interoperability levels of Cyber-Physical Systems.
                    Figure 5.3: Abstraction, design, integration and interoperability levels of Cyber-Physical Systems.

                     Integrated customer
                     Integrated customer
                     and usage processes
Int. per l’utente    and usage processes

                     User-visible interoperability
                     User-visible interoperability

                     Service integration in

Int. Semantica       Service integration
                     accordance
                     accordance
                                         in
                                 with usage
                     requirementswith usage
                     requirements

                     Semantic interoperability
                     Semantic interoperability

                     Domain-specific architectures
Int.Tecnica          Domain-specific
                     and platforms architectures
                     and platforms
                                                                             Mobility                             E-Health                        Factory
                                                                             Mobility                             E-Health                        Factory
                     Technical interoperability
                     Technical interoperability
                                                                             CPS middleware, platform, communication infrastructure with basic services

Cose connesse
                                                                             CPS middleware, platform, communication infrastructure with basic services

                                                                                                                                                            159
                                                                                                                                                            159
Adattato da :Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda
Cyber-Physical Systems (agendaCPS), p.159. Herbert Utz Verlag.
Protocolli
•   Infrastruttura (ex: 6LowPAN, IPv4/IPv6, RPL)

•   Identificazione (ex: EPC, uCode, IPv6, URIs)

•   Comunicazione (ex: Wifi, Bluetooth, LPWAN)

•   Scoperta servizi (ex: Physical Web, mDNS, DNS-SD)

•   Protocolli dati(ex: MQTT, CoAP, AMQP, Websocket,
    Node)

•   Gestione device (ex: TR-069, OMA-DM)

•   Semantica (ex: JSON-LD, Web Thing Model)

Fonte: http://www.postscapes.com/internet-of-things-protocols/
Standard

David E. Culler
The Internet of Every Thing - steps toward sustainability
CWSN Keynote, Sept. 26, 2011
Contesto
“a fusion of technologies that is blurring the lines
between the physical, digital, and biological spheres”

       fonte: https://www.weforum.org/agenda/2016/01/the-fourth-industrial-revolution-what-it-means-and-how-to-respond
Cyber physical
              systems
“Cyber-physical systems (CPS) are
based on networked embedded
software systems, which connect
computational entities in a
collaborative manner with
physical entities of the real
world to achieve an overall
purpose.”

 Fonte: http://www.bicc-net.de/aktivitaeten/aktivitaet/cyber-physical-systems/
Cyber physical
              systems
“Cyber-physical systems (CPS) are
based on networked embedded
software systems, which connect
computational entities in a
collaborative manner with
physical entities of the real
world to achieve an overall
purpose.”

“Together with available
content and services on the
World Wide Web, they build
networks of systems that
integrate with the physical
environment.”

 Fonte: http://www.bicc-net.de/aktivitaeten/aktivitaet/cyber-physical-systems/
Embedded systems
                  (es.: airbag)

Adattato da:Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda
Cyber-Physical Systems (agendaCPS), p.25. Herbert Utz Verlag.
Networked Embedded systems
                   (es.: veicoli autonomi)

                 Embedded systems
                  (es.: airbag)

Adattato da:Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda
Cyber-Physical Systems (agendaCPS), p.25. Herbert Utz Verlag.
Cyber Physical systems
                          (es.: comando intersezione
                           stradale “intelligente” )

                 Networked Embedded systems
                   (es.: veicoli autonomi)

                 Embedded systems
                  (es.: airbag)

Adattato da:Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda
Cyber-Physical Systems (agendaCPS), p.25. Herbert Utz Verlag.
Internet of Things, Data and Services
                   (es.: “Intelligent Transportation Sytems” )

                            Cyber Physical systems
                          (es.: comando intersezione
                           stradale “intelligente” )

                 Networked Embedded systems
                   (es.: veicoli autonomi)

                 Embedded systems
                  (es.: airbag)

Adattato da:Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda
Cyber-Physical Systems (agendaCPS), p.25. Herbert Utz Verlag.
Le parole e le cose
Le parole e le cose
•   Smart cities

•   Intelligent transportation systems

•   Smart factories

•   Industry 4.0

•   Smart health

•   …
Le parole e le cose
•   Smart cities

•   Intelligent transportation systems

•   Smart factories

•   Industry 4.0

•   Smart health

•   …              ~ cfr Cibernetica
Uno scenario
                      “paradisiaco”

Fonte:Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda Cyber-
Physical Systems (agendaCPS). Herbert Utz Verlag.
Fonte:Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda Cyber-
Physical Systems (agendaCPS), p.39. Herbert Utz Verlag.
lenge is that it is not possible to assume an ideal scenario                Scenario
                  where everyone involved is connected to everyone else and                        (4) While Frau Müller is driving towards the motorway
                                                                                                   along a minor road, other cars connected with her own
                  all the relevant information is exchanged. It is therefore nec-

                  Figure 2.3: Illustration of networking and adaptive real-time coordination of vehicles and smart infrastructure in a dangerous situation

                                                                                                                                                             39

Fonte:Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda Cyber-
Physical Systems (agendaCPS), p.39. Herbert Utz Verlag.
SCH
                                                                                                                ULE

                                 semi-     changeover    autonomous   changeover to            semi-
                     Start    autonomous    to autono-     driving     semi-autono-         autonomous   Destination
                                driving    mous mode                   mous mode              driving

                                                                                             150
                                                                                      120
                                                                             100

Fonte:Geisberger, E., & Broy, M. (Eds.). (2015). Living in a networked world: Integrated research agenda Cyber-
Physical Systems (agendaCPS), p.41. Herbert Utz Verlag.
which then drives fully autonomously on the motorway. This                ing of road users with each other and the associated con-
     ensures a safe and efficient journey in traffic where space               tinuous exchange of information about vehicles’ current po-

     Figure 2.5: Illustration of automatic lane mode change to let an emergency vehicle through

                                                                         150
                                                                  120
                                                          100
               Scenario step 9
               ■ Autonomous driving lane

                                                                                                                             150
                                                                                                                       120
                                                                      Scenario step 10                           100
                                                                      ■ Autonomous driving lane
                                                                      ■ Emergency vehicle lane

42
Uno sguardo
                        all’ambiente

Adattato da: World Economic Forum report: Intelligent Assets, Unlocking the Circular Economy Potential, 2016
Uno sguardo
                        all’ambiente

     Dati dalle cose

     •   Posizione

     •   Condizioni

     •   Disponibilità

Adattato da: World Economic Forum report: Intelligent Assets, Unlocking the Circular Economy Potential, 2016
Uno sguardo
                        all’ambiente

     Dati dalle cose                                      L’uso delle cose

     •   Posizione                                        •   Ciclo di vita

     •   Condizioni                                       •   Tasso di utilizzo

     •   Disponibilità                                    •   Ri-uso

                                                          •   Rigenerazione

Adattato da: World Economic Forum report: Intelligent Assets, Unlocking the Circular Economy Potential, 2016
Uno sguardo
                        all’ambiente

     Dati dalle cose                                      L’uso delle cose

     •   Posizione                                        •   Ciclo di vita

     •   Condizioni                                       •   Tasso di utilizzo

     •   Disponibilità                                    •   Ri-uso

                                                          •   Rigenerazione

Adattato da: World Economic Forum report: Intelligent Assets, Unlocking the Circular Economy Potential, 2016
Uno sguardo
                        all’ambiente

     Dati dalle cose                                      L’uso delle cose

     •   Posizione                                        •   Ciclo di vita

     •   Condizioni                                       •   Tasso di utilizzo

     •   Disponibilità                                    •   Ri-uso

                                                          •   Rigenerazione

Adattato da: World Economic Forum report: Intelligent Assets, Unlocking the Circular Economy Potential, 2016
Uno sguardo
                        all’ambiente

     Dati dalle cose                                      L’uso delle cose

     •   Posizione                                        •   Ciclo di vita

     •   Condizioni                                       •   Tasso di utilizzo

     •   Disponibilità                                    •   Ri-uso

                                                          •   Rigenerazione

Adattato da: World Economic Forum report: Intelligent Assets, Unlocking the Circular Economy Potential, 2016
Uno sguardo
                        all’ambiente

     Dati dalle cose                                      L’uso delle cose

     •   Posizione                                        •   Ciclo di vita

     •   Condizioni                                       •   Tasso di utilizzo

     •   Disponibilità                                    •   Ri-uso

                                                          •   Rigenerazione

Adattato da: World Economic Forum report: Intelligent Assets, Unlocking the Circular Economy Potential, 2016
Economia circolare

Adattato da: World Economic Forum report: Intelligent Assets, Unlocking the Circular Economy Potential, 2016
(Le parole e le cose)

    Economia Circolare
            ~
   Ecologia industriale
IoT abilitante di un’
 economia circolare ?
IoT abilitante di un’
 economia circolare ?

  In che modo?
IoT abilitante di un’
 economia circolare ?

   In che modo?
Con quali rischi ?
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