Ce diaporama a bien été signalé.
Le téléchargement de votre SlideShare est en cours. ×

Internet of Things: state of the art

Publicité
Publicité
Publicité
Publicité
Publicité
Publicité
Publicité
Publicité
Publicité
Publicité
Publicité
Publicité
Prochain SlideShare
Blockchain In Industry 4.0
Blockchain In Industry 4.0
Chargement dans…3
×

Consultez-les par la suite

1 sur 33 Publicité

Internet of Things: state of the art

Télécharger pour lire hors ligne

Internet of Things (IoT) is a buzzword that is widely used in different domains. This talk explains the current state of the art in IoT (from a technological and research perspective), mainly in Europe. The future of IoT is promising and the trends in terms of number of devices and money involved show significant growth. There are still challenges in technical, business and social areas and some of them will be addressed in the talk.

Internet of Things (IoT) is a buzzword that is widely used in different domains. This talk explains the current state of the art in IoT (from a technological and research perspective), mainly in Europe. The future of IoT is promising and the trends in terms of number of devices and money involved show significant growth. There are still challenges in technical, business and social areas and some of them will be addressed in the talk.

Publicité
Publicité

Plus De Contenu Connexe

Diaporamas pour vous (20)

Similaire à Internet of Things: state of the art (20)

Publicité

Plus récents (20)

Internet of Things: state of the art

  1. 1. @MarioKusek mario.kusek@fer.hr University of Zagreb, Faculty of Electrical Engineering and Computing Department of Telecommunications IoT Laboratory Internet of Things: state of the art 4/1/2021 IoT: state of the art 1
  2. 2. 4/1/2021 2 • What is IoT? • Architecture • Standards • Technologies and protocols • Open issues and projects IoT: state of the art Outline
  3. 3. What is ”thing"? 4/1/2021 IoT: state of the art • Object from physical world (physical object with build in sensors and/or actuators) or virtual object • Internet Connected Object (ICO) • Has unique identifier and is connected to the Internet • Communicates and generate data (reading from environment) • Can receive data/commands from network • Can execute commands – actuate (electrical or mechanical) • Can receive data from other ICO, process them and send for processing to cloud 3
  4. 4. Internet of Things (IoT) connected devices installed base worldwide from 2015 to 2025 (in billions) 4/1/2021 IoT: state of the art Source: Statista 4 15.41 17.68 20.35 23.14 26.66 30.73 35.82 42.62 51.11 62.12 75.44 0 10 20 30 40 50 60 70 80 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 Connected devices in billions
  5. 5. Applications (industrial verticals) 4/1/2021 5 IoT: state of the art Smart Home Smart Lighting Smart Appliances Intrusion Detection Smoke/Gas Detectors Energy Management Infotainment Smart City Smart Parking Waste Management Smart Lighting Emergency Response Metering Environment Weather Monitoring Air Pollution Monitoring Noise Pollution Monitoring Forest Fire Detection Retail Inventory Management Smart Vending Machines Smart Payments Logistics Fleet Tracking, Shipment Monitoring Remote Vehicle Diagnostics Route Generation and Scheduling Industry 4.0 (IIOT) Machine Diagnosis Object Tracking Process Automation Agriculture Smart Irrigation Crop Monitoring Treatment recommendation Health Remote patient monitoring Mobile health Telecare
  6. 6. Architecture 4/1/2021 IoT: state of the art User IoT Platform Gateway IoT Application Smart space Cloud User 6
  7. 7. How to integrate „things” and provide user applications? 4/1/2021 IoT: state of the art • IoT platforms integrates „things” and continuously acquire data • Large distributed system • Processing large amount of data (often in real time) • Integrates and saves data from different sources • For application developers offer: • Searching for things (sensors/actuators) • Access to data/actuation • There are more then 400 platforms • Mostly specialised for one area 7
  8. 8. Platform types 4/1/2021 8 IoT: state of the art Local Smart Space Platform Core Platform devices Local user Cloud Cloud front-end Remote user Lightweight adapter Local Smart Space Lightweight gateway Platform devices Local user Cloud Platform Core Cloud front-end Remote user Fully local platform Fully cloud-based platform
  9. 9. Cloud platforms 4/1/2021 9 IoT: state of the art Paid • Amazon AWS IoT: https://aws.amazon.com/iot/ • Microsoft Azure IoT: https://azure.microsoft.com/en- in/services/iot-hub/ • Google IoT cloud: https://cloud.google.com/solutions/iot • Cumulocity: https://www.softwareag.cloud/site/product/cu mulocity-iot.html#/ • Bosch IoT Suite: https://www.bosch-iot- suite.com/ • IBM Watson IoT Platform: https://www.ibm.com/cloud/watson-iot- platform Open source • ThingSpeak: https://thingspeak.com/ (IoT Analytics, MathWorks) • Kaa: https://www.kaaproject.org/ • Ecplise Kapua: https://www.eclipse.org/kapua/ • Eclipse Hono: https://www.eclipse.org/hono/ Have paid versions
  10. 10. Value chain 4/1/2021 10 IoT: state of the art CO C M TX Device provider Infrastructure provider IoT platform provider IoT service integrator IoT user End user IoT connectivity provider Application and service developer Source: Weber, M.; Podnar Žarko, I. A Regulatory View on Smart City Services. Sensors 2019, 19, 415. https://www.mdpi.com/1424- 8220/19/2/415
  11. 11. Global smart systems, services and IoT platform market size from 2017 to 2023, by region (in billion U.S. dollars) 4/1/2021 11 IoT: state of the art 20 27 33 42 52 65 82 23 29 38 49 61 76 94 21 28 38 51 66 86 110 9 12 15 20 26 33 41 0 50 100 150 200 250 300 350 2017* 2018* 2019* 2020* 2021* 2022* 2023* Market size in billion U.S. dollars North America Europe Asia-Pacific Rest-of-world Source: Statista
  12. 12. Standardisation 4/1/2021 IoT: state of the art • Lots of standardisation bodies • Some of the most important standardisation bodies: • IETF – Internet protocols (TCP, UDP, HTTP, CoAP, …) • 3GPP – public mobile network (2G, 3G, 4G, LTE, NB-IoT, LTE-M, 5G, …) • IEEE – wireless communication (WiFi, 802.15.4, …) • OMA – managing programs on devices (OTA) • oneM2M – platform standardisation • OGC – SensorThings API • W3C – Web of Things • … 12
  13. 13. Technologies for connecting things 4/1/2021 13 IoT: state of the art • WiFi • Ethernet (copper) • Fiber • Public mobile network (2G/3G/4G/LTE/LTE-M/NB-IOT/5G) Thing directly connected to IP • IEEE 802.15.4 • ZigBee • Z-Wave • 6LoWPAN • Bluetooth, Bluetooth Low Energy (BLE) • LoRa / LoRaWAN • Sigfox Thing connected to gateway
  14. 14. Protocols 4/1/2021 14 IoT: state of the art • HTTP – Hypertext Transfer Protocol • MQTT – Message Queue Telemetry Transport TCP • CoAP – Constrained Application Protocol • MQTT-SN – MQTT for Sensor Network UDP
  15. 15. Fog computing 4/1/2021 15 IoT: state of the art • Some tasks are moved from cloud to network elements and computing resources near IoT device (original proposal, 2012, Bonomi) • Tasks running on the edge of cloud • Use computing resources between cloud and end IoT devices (cloud- to-thing computing continuum) • Data processing and storage, device management, intelligent decisions, context tracking can be run “near” smart space • Advantage: lower latency, lower amount of data transferred in the network • Standardisation body: Industrial Internet Consortium (IIC), in January 2019 merged with OpenFog Consortium
  16. 16. Edge computing 4/1/2021 16 IoT: state of the art • Similar definition to fog computing – OpenEdge Computing Initiative https://www.openedgecomputing.or g/ • Processing on the network edge by using server near user (device) • Integrates IoT devices with cloud by: • Data filtering • Data preprocessing • Intelligent aggregation • The edge is 1 hop from end IoT device (e.g. gateway, router, local server) • What is the difference between fog and edge? • It depends who you ask
  17. 17. Resource placement 4/1/2021 17 IoT: state of the art cloud-to-thing computing continuum broad range of equipment and networks
  18. 18. Open issues (1) 4/1/2021 18 IoT: state of the art Heterogeneous devices • Data sources • Protocols • Uniform data access Security • Comparing 2016 and 2017  600 times more attacks • Security should be considered on all levels from the beginning • OWASP IoT Privacy • GDPR • Who is owner of data from thing? • Who can see in search specific things? Scalability • Large number of devices • Everything can not be in cloud • Processing near source: • Fog computing • Edge computing
  19. 19. Open Issues (2) 4/1/2021 19 IoT: state of the art • How long is life of mobile phone or computer? • How long is the life of dish washer, house, curtains? • What is guaranty for working and supporting product in ICT domain comparing to non ICT? Long term maintenance • Current business models are in early stage? • What is the value chain? Business models • Data, semantics, measurements, data structure, data format? Interoperability • Where to process data (learning, executing)? • Implementing digital twin (predictions, simulations) AI
  20. 20. IoT Laboratory @ FER – http://www.iot.fer.hr/ 4/1/2021 IoT: state of the art • Projects: • Communication Challenges in Machine-to-Machine Communications, Ericsson Nikola Tesla (2011 – still on going) • Pogled u budućnost 2020, HAKOM, (2011-2018) • Energy Efficient M2M Device Communication, FTW (2012-2015) • OpenIoT - Open Source blueprint for large scale self-organizing cloud environments for IoT applications, FP7 (2013-2015) • Sustav za telemetrijsko mjerenje temperature rotacijskih pogonskih elemenata, PoC5 – HAMAG/BICRO (2014-2015) • ICTGEN: ICT for generic and energy-efficient communication solutions with application in e-/m-health, Europski fond za regionalni razvoj (2014-2016) • HUTS: Human-centric Communications in Smart Networks, HRZZ (2014-2017) • symbIoTe: Symbiosis of smart objects across IoT environments, H2020 (2016-2018) 20
  21. 21. HELM Smart Grid (HSG) 4/1/2021 21 IoT: state of the art • research project funded by European Structural and Investment Funds project leader: Prof. Igor Čavrak, PhD (09/2018 – 09/2021) • Application of LPWAN technologies for smart metering data collection: • NB-IoT, • LoRa • Wireless communication alternative to widely utilized G3-PLC and GPRS communication in smart electricity meters • Efficient data storage and real-time consumption data user interface • Functional requirements: • 2.5 million smart meters • Consumption data transmission each 15 minutes
  22. 22. HELM Smart Grid (HSG) 4/1/2021 22 IoT: state of the art • Current research results • LPWAN communication • LoRa FUOTA (Firmware-Over-The-Air) performance analysis • Autonomus network management (network optimization based on the number of end-devices and gateways) • Data management system • Efficient data reception and user-interface implementation • Utilized third-party technologies: InfluxDB, Apache Kafka, Spring Boot, JWT • Results published in: P. Krivic, E. Guberovic, I. Podnar Zarko, and I. Cavrak. 2020. Evaluation of selected technologies for the implementation of meter data management system. In Proceedings of the 10th International Conference on the Internet of Things (IoT '20). Association for Computing Machinery, New York, NY, USA, Article 19, 1–8. DOI:https://doi.org/10.1145/3410992.3410999
  23. 23. Human-centric smart services in interoperable and decentralised IoT environments (IoT4us) 4/1/2021 23 IoT: state of the art • research project No. 1986 funded by Croatian Science Foundation project leader: Prof. Ivana Podnar Žarko, PhD (2020 -2023) https://iot4us.fer.hr/iot4us/en • IoT connects People with their Environment via many different Things!
  24. 24. IoT4us: Research areas (1/2) 24 Large-scale interoperable IoT solutions next-generation IoT architectures for heterogeneous, dynamic, secure and privacy-preserving IoT environments Edge intelligence for IoT solutions edge/fog computing and optimal use of available resources according to application requirements autonomous and cognitive IoT services in smart spaces to orchestrate context-based and ad hoc interactions between devices and people Distributed Ledger Technology (DLT) for IoT decentralized and scalable architectures to identify viable solutions for DLT usage within a large-scale interoperable IoT ecosystem use case: IoT-enabled peer-to-peer markets for the energy sector 4/1/2021 IoT: state of the art
  25. 25. IoT4us: Research areas (2/2) 25 Novel communication protocols for complex IoT environments efficient data collection and/or dissemination in densely- populated and high-traffic-volume IoT systems adaptive, self-organizing and self-healing communication protocols for complex IoT environments Security & privacy guidelines and policies to protect IoT services according to their category secure IoT devices in heterogeneous environments in terms of data, software, firmware and administration interfaces 4/1/2021 IoT: state of the art
  26. 26. IoT4us: Expected results 1. Setup an interoperable, decentralized and dynamic IoT ecosystem across various IoT platforms (IoT4us ecosystem); 2. Propose and evaluate novel adaptive communication protocols for IoT environments; 3. Design, implement and evaluate human-centric and non- intrusive services based on cognitive principles within the IoT4us ecosystem; 4. Explore and propose novel algorithms and methods for DLT scalability to demonstrate the usability of DLT solutions in the IoT context; 5. Propose a framework for securing heterogeneous IoT 4/1/2021 IoT: state of the art 26
  27. 27. IoT-field: An Ecosystem of Networked Devices and Services for IoT Solutions Applied in Agriculture 4/1/2021 27 IoT: state of the art • research project funded by European Structural and Investment Funds project leader: Prof. Ivana Podnar Žarko, PhD (03/2020 – 02/2023) https://iot-polje.fer.hr/iot-polje/en • Partners: • An Ecosystem of Networked Devices and Services for IoT Solutions Applied in Agriculture
  28. 28. IoT-field: motivation 4/1/2021 28 IoT: state of the art • Assess the impact of climate change on corn crop production • Offer novel IoT solutions (software and hardware) for dense monitoring of microclimate conditions and physiological status of plants • Integrate all available data sources into an interoperable IoT ecosystem for precision agriculture • Offer low-cost solutions for small farms
  29. 29. Project goals 4/1/2021 29 IoT: state of the art • Implement an ecosystem that integrates relevant microclimate and agronomic data to evaluate physiological condition of crops based on chlorophyll fluorescence • Support farmers in making daily decisions and assessing the condition of the crop • Predict corn yield based on measured indicators • Optimize fertilization • Document performed agro-technical and phytomedical measures to control compliance with legal directives using blockchain technology
  30. 30. IoT-field: big data solution 4/1/2021 30 IoT: state of the art Data Data Data Pinova Meteo, in situ measurements Satellite images (multispectral) Get data visualization Visualized data Query Result Chrongraf InfluxDB Grafana Web-application
  31. 31. IoT field: WSN for crop monitoring 4/1/2021 31 IoT: state of the art • Design and deployment of a secure and energy-efficient WSN to monitor environmental parameters and plant status • dense monitoring of microclimate conditions and physiological status of plants • networked sensor for assessing the physiological state of crops based on chlorophyll fluorescence Air temperature  Air moisture  Leaf temperature  Ground temperature  Ground moisture  Global radiation  Maximum wind speed  Wind speed Air pressure  Precipitation  Dew point  chlorophyll fluorescence
  32. 32. Pinova: Agrometeorological platform and IoT network and device development 4/1/2021 32 IoT: state of the art • research project funded by European Structural and Investment Funds project leader: Prof. Mario Kušek, PhD (08/2020 – 08/2023)
  33. 33. Instead of conclusion 4/1/2021 IoT: state of the art http://www.iot.fer.hr/ 33

Notes de l'éditeur

  • Challenging
  • Software solution for analysis and visualization of big data sets for precision agriculture
    InfluxDB is a time series database designed to handle high write and query loads.
    Chronograf is the user interface and administrative component of the InfluxDB 1.x platform.

×