Skip to main content
Erschienen in: The Journal of Supercomputing 4/2023

17.09.2022

IoT-fog-based healthcare 4.0 system using blockchain technology

verfasst von: Israr Ahmad, Saima Abdullah, Adeel Ahmed

Erschienen in: The Journal of Supercomputing | Ausgabe 4/2023

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Real-time tracking and surveillance of patients' health has become ubiquitous in the healthcare sector as a result of the development of fog, cloud computing, and Internet of Things (IoT) technologies. Medical IoT (MIoT) equipment often transfers health data to a pharmaceutical data center, where it is saved, evaluated, and made available to relevant stakeholders or users. Fog layers have been utilized to increase the scalability and flexibility of IoT-based healthcare services, by providing quick response times and low latency. Our proposed solution focuses on an electronic healthcare system that manages both critical and non-critical patients simultaneously. Fog layer is distributed into two halves: critical fog cluster and non-critical fog cluster. Critical patients are handled at critical fog clusters for quick response, while non-critical patients are handled using blockchain technology at non-critical fog cluster, which protects the privacy of patient health records. The suggested solution requires little modification to the current IoT ecosystem while decrease the response time for critical messages and offloading the cloud infrastructure. Reduced storage requirements for cloud data centers benefit users in addition to saving money on construction and operating expenses. In addition, we examined the proposed work for recall, accuracy, precision, and F-score. The results show that the suggested approach is successful in protecting privacy while retaining standard network settings. Moreover, suggested system and benchmark are evaluated in terms of system response time, drop rate, throughput, fog, and cloud utilization. Evaluated results clearly indicate the performance of proposed system is better than benchmark.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Akkaoui R, Hei X, Cheng W (2020) Edgemedichain: a hybrid edge blockchain-based framework for health data exchange. IEEE Access 8(1):113467–113486CrossRef Akkaoui R, Hei X, Cheng W (2020) Edgemedichain: a hybrid edge blockchain-based framework for health data exchange. IEEE Access 8(1):113467–113486CrossRef
2.
Zurück zum Zitat Al-Haija QA, Ishtaiwi A (2022). Multiclass classification of firewall log files using shallow neural network for network security applications. In: Soft computing for security applications, Springer, pp 27–41 Al-Haija QA, Ishtaiwi A (2022). Multiclass classification of firewall log files using shallow neural network for network security applications. In: Soft computing for security applications, Springer, pp 27–41
3.
Zurück zum Zitat Ali A, Almaiah MA, Hajjej F, Pasha MF, Fang OH, Khan R, Teo J, Zakarya M (2022) An industrial IoT-based blockchain-enabled secure searchable encryption approach for healthcare systems using neural network. Sensors 22(2):572–593CrossRef Ali A, Almaiah MA, Hajjej F, Pasha MF, Fang OH, Khan R, Teo J, Zakarya M (2022) An industrial IoT-based blockchain-enabled secure searchable encryption approach for healthcare systems using neural network. Sensors 22(2):572–593CrossRef
4.
Zurück zum Zitat Almaiah MA, Hajjej F, Ali A, Pasha MF, Almomani O (2022) A novel hybrid trustworthy decentralized authentication and data preservation model for digital healthcare IoT Based CPS. Sensors 22(4):1448–1460CrossRef Almaiah MA, Hajjej F, Ali A, Pasha MF, Almomani O (2022) A novel hybrid trustworthy decentralized authentication and data preservation model for digital healthcare IoT Based CPS. Sensors 22(4):1448–1460CrossRef
5.
Zurück zum Zitat Alreshidi EJ (2022) Introducing fog computing (FC) technology to internet of things (IoT) cloud-based anti-theft vehicles solutions. Int J Syst Dyn Appl (IJSDA) 11(3):1–21 Alreshidi EJ (2022) Introducing fog computing (FC) technology to internet of things (IoT) cloud-based anti-theft vehicles solutions. Int J Syst Dyn Appl (IJSDA) 11(3):1–21
6.
Zurück zum Zitat Amir Latif RM, Hussain K, Jhanjhi NZ, Nayyar A, Rizwan O (2020) A remix IDE: smart contract-based framework for the healthcare sector by using blockchain technology. Multimed Tools Appl 1–24 Amir Latif RM, Hussain K, Jhanjhi NZ, Nayyar A, Rizwan O (2020) A remix IDE: smart contract-based framework for the healthcare sector by using blockchain technology. Multimed Tools Appl 1–24
7.
Zurück zum Zitat Badr S, Gomaa I, Abd-Elrahman E (2018) Multi-tier blockchain framework for IoT-EHRs systems. Procedia Comput Sci 141(1):159–166CrossRef Badr S, Gomaa I, Abd-Elrahman E (2018) Multi-tier blockchain framework for IoT-EHRs systems. Procedia Comput Sci 141(1):159–166CrossRef
8.
Zurück zum Zitat Chithaluru P, Stephan T, Kumar M, Nayyar A (2022) An enhanced energy-efficient fuzzy-based cognitive radio scheme for IoT. Neural Comput Appl 4(1):1–23 Chithaluru P, Stephan T, Kumar M, Nayyar A (2022) An enhanced energy-efficient fuzzy-based cognitive radio scheme for IoT. Neural Comput Appl 4(1):1–23
9.
Zurück zum Zitat Chondrogiannis E, Andronikou V, Karanastasis E, Litke A, Varvarigou T (2022) Using blockchain and semantic web technologies for the implementation of smart contracts between individuals and health insurance organizations. Blockchain Res Appl 3(2):100049–100060CrossRef Chondrogiannis E, Andronikou V, Karanastasis E, Litke A, Varvarigou T (2022) Using blockchain and semantic web technologies for the implementation of smart contracts between individuals and health insurance organizations. Blockchain Res Appl 3(2):100049–100060CrossRef
10.
Zurück zum Zitat Crameri KA, Maher L, Van Dam P, Prior S (2022) Personal electronic healthcare records: what influences consumers to engage with their clinical data online? A literature review. Health Inf Manag J 51(1):3–12 Crameri KA, Maher L, Van Dam P, Prior S (2022) Personal electronic healthcare records: what influences consumers to engage with their clinical data online? A literature review. Health Inf Manag J 51(1):3–12
11.
Zurück zum Zitat Das J, Ghosh S, Mukherjee A, Ghosh SK, Buyya R (2022) RESCUE: enabling green healthcare services using integrated IoT‐edge‐fog‐cloud computing environments. Softw Pract Exp Das J, Ghosh S, Mukherjee A, Ghosh SK, Buyya R (2022) RESCUE: enabling green healthcare services using integrated IoT‐edge‐fog‐cloud computing environments. Softw Pract Exp
12.
Zurück zum Zitat Das S, Namasudra S (2022) A novel hybrid encryption method to secure healthcare data in IoT-enabled healthcare infrastructure. Comput Electr Eng 101:107991CrossRef Das S, Namasudra S (2022) A novel hybrid encryption method to secure healthcare data in IoT-enabled healthcare infrastructure. Comput Electr Eng 101:107991CrossRef
13.
Zurück zum Zitat Famá F, Faria JN, Portugal D (2022) An IoT-based interoperable architecture for wireless biomonitoring of patients with sensor patches. Internet Things 19:100547CrossRef Famá F, Faria JN, Portugal D (2022) An IoT-based interoperable architecture for wireless biomonitoring of patients with sensor patches. Internet Things 19:100547CrossRef
14.
Zurück zum Zitat Ganesh B, Rajakumar T, Malathi M, Manikandan N, Nagaraj J, Santhakumar A, Elangovan A, Malik YS (2021) Epidemiology and pathobiology of SARS-CoV-2 (COVID-19) in comparison with SARS, MERS: An updated overview of current knowledge and future perspectives. Clin Epidemiol Glob Health 10:100694CrossRef Ganesh B, Rajakumar T, Malathi M, Manikandan N, Nagaraj J, Santhakumar A, Elangovan A, Malik YS (2021) Epidemiology and pathobiology of SARS-CoV-2 (COVID-19) in comparison with SARS, MERS: An updated overview of current knowledge and future perspectives. Clin Epidemiol Glob Health 10:100694CrossRef
15.
Zurück zum Zitat Goel AK, Bakshi R, Agrawal KK (2022) Web 3.0 and decentralized applications. Mater Proc 10(1):8 Goel AK, Bakshi R, Agrawal KK (2022) Web 3.0 and decentralized applications. Mater Proc 10(1):8
16.
Zurück zum Zitat Golec M, Ozturac R, Pooranian Z, Gill SS, Buyya R (2021) iFaaSBus: a security and privacy based lightweight framework for serverless computing using IoT and machine learning. IEEE Trans Ind Inform Golec M, Ozturac R, Pooranian Z, Gill SS, Buyya R (2021) iFaaSBus: a security and privacy based lightweight framework for serverless computing using IoT and machine learning. IEEE Trans Ind Inform
17.
Zurück zum Zitat Hannah S, Deepa AJ, Chooralil VS, BrillySangeetha S, Yuvaraj N, Arshath Raja R, Suresh C, Vignesh R, Srihari K, Alene A (2022) Blockchain-based deep learning to process IoT data acquisition in cognitive data. BioMed Res Int Hannah S, Deepa AJ, Chooralil VS, BrillySangeetha S, Yuvaraj N, Arshath Raja R, Suresh C, Vignesh R, Srihari K, Alene A (2022) Blockchain-based deep learning to process IoT data acquisition in cognitive data. BioMed Res Int
18.
Zurück zum Zitat Krishnamoorthy S, Dua A, Gupta, S (2021) Role of emerging technologies in future IoT-driven Healthcare 4.0 technologies: A survey, current challenges and future directions. J Ambient Intell Humaniz Comput 1–47 Krishnamoorthy S, Dua A, Gupta, S (2021) Role of emerging technologies in future IoT-driven Healthcare 4.0 technologies: A survey, current challenges and future directions. J Ambient Intell Humaniz Comput 1–47
19.
Zurück zum Zitat Latif A, Arfianto AZ, Poetro JE, Phong TN, Helmy ET (2021) Temperature monitoring system for baby incubator based on visual basic. J Robot Control (JRC) 2(1):47–50 Latif A, Arfianto AZ, Poetro JE, Phong TN, Helmy ET (2021) Temperature monitoring system for baby incubator based on visual basic. J Robot Control (JRC) 2(1):47–50
20.
Zurück zum Zitat Lepore D, Dolui K, Tomashchuk O, Shim H, Puri C, Li Y, Chen N, Spigarelli F (2022) Interdisciplinary research unlocking innovative solutions in healthcare. Technovation 102511–102541. Lepore D, Dolui K, Tomashchuk O, Shim H, Puri C, Li Y, Chen N, Spigarelli F (2022) Interdisciplinary research unlocking innovative solutions in healthcare. Technovation 102511–102541.
21.
Zurück zum Zitat Madhu G, Govardhan A, Ravi V, Kautish S, Srinivas BS, Chaudhary T, Kumar M (2022) DSCN-net: a deep Siamese capsule neural network model for automatic diagnosis of malaria parasites detection. Multimed Tools Appl 12(1):1–23 Madhu G, Govardhan A, Ravi V, Kautish S, Srinivas BS, Chaudhary T, Kumar M (2022) DSCN-net: a deep Siamese capsule neural network model for automatic diagnosis of malaria parasites detection. Multimed Tools Appl 12(1):1–23
22.
Zurück zum Zitat Massey WA, Ekwedike E, Hampshire RC, Pender JJ (2022) A transient symmetry analysis for the M/M/1/k queue. Queueing Syst 1–43 Massey WA, Ekwedike E, Hampshire RC, Pender JJ (2022) A transient symmetry analysis for the M/M/1/k queue. Queueing Syst 1–43
23.
Zurück zum Zitat Mnif E, Mouakhar K, Jarboui A (2021) Blockchain technology awareness on social media: Insights from twitter analytics. J High Technol Manag Res 32(2):100416–100433CrossRef Mnif E, Mouakhar K, Jarboui A (2021) Blockchain technology awareness on social media: Insights from twitter analytics. J High Technol Manag Res 32(2):100416–100433CrossRef
24.
Zurück zum Zitat Pagano P, Antonelli S, Tardo A (2022) C-ports: a proposal for a comprehensive standardization and implementation plan of digital services offered by the “Port of the Future.” Comput Ind 134(1):103556–103576CrossRef Pagano P, Antonelli S, Tardo A (2022) C-ports: a proposal for a comprehensive standardization and implementation plan of digital services offered by the “Port of the Future.” Comput Ind 134(1):103556–103576CrossRef
25.
Zurück zum Zitat Pitt J (2022) The digital transformation and modern indentured servitude. IEEE Technol Soc Mag 41(2):6–9CrossRef Pitt J (2022) The digital transformation and modern indentured servitude. IEEE Technol Soc Mag 41(2):6–9CrossRef
26.
Zurück zum Zitat Rahmadika S, Astillo PV, Choudhary G, Duguma DG, Sharma V, You I (2022) Blockchain-based privacy preservation scheme for misbehavior detection in lightweight IoMT devices. IEEE J Biomed Health Inform Rahmadika S, Astillo PV, Choudhary G, Duguma DG, Sharma V, You I (2022) Blockchain-based privacy preservation scheme for misbehavior detection in lightweight IoMT devices. IEEE J Biomed Health Inform
27.
Zurück zum Zitat Rajguru K, Tarpe P, Aswar V, Bawane K, Sorte S, Agrawal R (2022) Design and implementation of iot based sleep monitoring system for insomniac people. In: 2022 Second International Conference on Artificial Intelligence and Smart Energy (ICAIS), pp 1215–1221 Rajguru K, Tarpe P, Aswar V, Bawane K, Sorte S, Agrawal R (2022) Design and implementation of iot based sleep monitoring system for insomniac people. In: 2022 Second International Conference on Artificial Intelligence and Smart Energy (ICAIS), pp 1215–1221
28.
Zurück zum Zitat Rani S, Kataria A, Chauhan M, Rattan P, Kumar R, Sivaraman AK (2022) Security and privacy challenges in the deployment of cyber-physical systems in smart city applications: state-of-art work. Mater Today Proc Rani S, Kataria A, Chauhan M, Rattan P, Kumar R, Sivaraman AK (2022) Security and privacy challenges in the deployment of cyber-physical systems in smart city applications: state-of-art work. Mater Today Proc
29.
Zurück zum Zitat Ray PP, Chowhan B, Kumar N, Almogren A (2021) Biothr: electronic health record servicing scheme in IoT-blockchain ecosystem. IEEE Internet Things J 8(13):10857–10872CrossRef Ray PP, Chowhan B, Kumar N, Almogren A (2021) Biothr: electronic health record servicing scheme in IoT-blockchain ecosystem. IEEE Internet Things J 8(13):10857–10872CrossRef
30.
Zurück zum Zitat Roy SK, Devaraj R, Sarkar A (2022) SAFLA: scheduling multiple real-time periodic task graphs on heterogeneous systems. IEEE Trans Comput Roy SK, Devaraj R, Sarkar A (2022) SAFLA: scheduling multiple real-time periodic task graphs on heterogeneous systems. IEEE Trans Comput
31.
Zurück zum Zitat Safari S, Ansari M, Khdr H, Gohari-Nazari P, Yari-Karin S, Yeganeh-Khaksar A, Hessabi S, Ejlali A, Henkel J (2022) A survey of fault-tolerance techniques for embedded systems from the perspective of power, energy, and thermal issues. IEEE Access 10:12229–12251CrossRef Safari S, Ansari M, Khdr H, Gohari-Nazari P, Yari-Karin S, Yeganeh-Khaksar A, Hessabi S, Ejlali A, Henkel J (2022) A survey of fault-tolerance techniques for embedded systems from the perspective of power, energy, and thermal issues. IEEE Access 10:12229–12251CrossRef
32.
Zurück zum Zitat Shen B, Guo J, Yang Y (2019) MedChain: efficient healthcare data sharing via blockchain. Appl Sci 9(6):1207CrossRef Shen B, Guo J, Yang Y (2019) MedChain: efficient healthcare data sharing via blockchain. Appl Sci 9(6):1207CrossRef
33.
Zurück zum Zitat Silva CA, Aquino GS, Melo SRM, Egídio DJB (2019) A fog computing-based architecture for medical records management. Wirel Commun Mob Comput Silva CA, Aquino GS, Melo SRM, Egídio DJB (2019) A fog computing-based architecture for medical records management. Wirel Commun Mob Comput
34.
Zurück zum Zitat Silva FA, Nguyen TA, Fé I, Brito C, Min D, Lee JW (2021) Performance evaluation of an internet of healthcare things for medical monitoring using M/M/c/K queuing models. IEEE Access 9:55271–55283CrossRef Silva FA, Nguyen TA, Fé I, Brito C, Min D, Lee JW (2021) Performance evaluation of an internet of healthcare things for medical monitoring using M/M/c/K queuing models. IEEE Access 9:55271–55283CrossRef
35.
Zurück zum Zitat Singh K, Bura D (2021) Internet-of-Things (IoT): distinct algorithms for sensor connectivity with comparative study between node MCU and arduino UNO. NVEO-Nat Volatiles Essent Oils J NVEO 4313–4324 Singh K, Bura D (2021) Internet-of-Things (IoT): distinct algorithms for sensor connectivity with comparative study between node MCU and arduino UNO. NVEO-Nat Volatiles Essent Oils J NVEO 4313–4324
36.
Zurück zum Zitat Sutikno T, Purnama HS, Pamungkas A, Fadlil A, Alsofyani IM, Jopri MH (2021) Internet of things-based photovoltaics parameter monitoring system using NodeMCU ESP8266. Int J Electr Comput Eng 11(6):2088–8708 Sutikno T, Purnama HS, Pamungkas A, Fadlil A, Alsofyani IM, Jopri MH (2021) Internet of things-based photovoltaics parameter monitoring system using NodeMCU ESP8266. Int J Electr Comput Eng 11(6):2088–8708
37.
Zurück zum Zitat Tripathi G, Ahad MA, Paiva S (2020) S2HS-A blockchain based approach for smart healthcare system. Healthcare 8(1):100391CrossRef Tripathi G, Ahad MA, Paiva S (2020) S2HS-A blockchain based approach for smart healthcare system. Healthcare 8(1):100391CrossRef
38.
Zurück zum Zitat Tuli S, Mahmud R, Tuli S, Buyya R (2019) Fogbus: a blockchain-based lightweight framework for edge and fog computing. J Syst Soft 154(1):22–36CrossRef Tuli S, Mahmud R, Tuli S, Buyya R (2019) Fogbus: a blockchain-based lightweight framework for edge and fog computing. J Syst Soft 154(1):22–36CrossRef
39.
Zurück zum Zitat Vora J, Nayyar A, Tanwar S, Tyagi S, Kumar N, Obaidat MS, Rodrigues JJPC (2018) BHEEM: a blockchain-based framework for securing electronic health records. In: 2018 IEEE Globecom Workshops (GC Wkshps)1–6 Vora J, Nayyar A, Tanwar S, Tyagi S, Kumar N, Obaidat MS, Rodrigues JJPC (2018) BHEEM: a blockchain-based framework for securing electronic health records. In: 2018 IEEE Globecom Workshops (GC Wkshps)1–6
40.
Zurück zum Zitat Zhang C, Chen Y (2020) A review of research relevant to the emerging industry trends: Industry 4.0, IoT, blockchain, and business analytics. J Ind Integr Manag 5(01):165–180CrossRef Zhang C, Chen Y (2020) A review of research relevant to the emerging industry trends: Industry 4.0, IoT, blockchain, and business analytics. J Ind Integr Manag 5(01):165–180CrossRef
41.
Zurück zum Zitat Zhang Z, Zeng Y, Liu H, Zhao C, Wang F, Chen Y (2022) Smart DC: an AI and digital twin-based energy-saving solution for data centers. In: NOMS 2022–2022 IEEE/IFIP Network Operations and Management Symposium, 1–6 Zhang Z, Zeng Y, Liu H, Zhao C, Wang F, Chen Y (2022) Smart DC: an AI and digital twin-based energy-saving solution for data centers. In: NOMS 2022–2022 IEEE/IFIP Network Operations and Management Symposium, 1–6
Metadaten
Titel
IoT-fog-based healthcare 4.0 system using blockchain technology
verfasst von
Israr Ahmad
Saima Abdullah
Adeel Ahmed
Publikationsdatum
17.09.2022
Verlag
Springer US
Erschienen in
The Journal of Supercomputing / Ausgabe 4/2023
Print ISSN: 0920-8542
Elektronische ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-022-04788-7

Weitere Artikel der Ausgabe 4/2023

The Journal of Supercomputing 4/2023 Zur Ausgabe

Premium Partner