Manuscript Number : IJSRST5231040

Attribute - Based Access Control for AWS Internet of Things- A Review

Authors(2) :-Pragya Bharti, Jeetendra Singh Yadav

The rapid proliferation of Internet of Things (IoT) devices has presented significant security challenges, necessitating effective access control mechanisms. Attribute-Based Access Control (ABAC) has emerged as a promising approach for managing access to IoT resources in a flexible and fine-grained manner. This review paper provides a comprehensive analysis of ABAC for AWS Internet of Things, evaluating its implementation, effectiveness, and integration with other security features. The paper begins by outlining the fundamental principles and advantages of ABAC over traditional access control models. It then delves into the specific implementation of ABAC within the context of AWS IoT services, exploring the key components and mechanisms involved. Notably, the role of attributes, such as user attributes, resource attributes, and environmental attributes, in defining access policies is highlighted. Furthermore, the review investigates the integration of ABAC with other security features of AWS IoT, including Identity and Access Management (IAM), Security Groups, and AWS IoT Policies. It examines the interactions and dependencies between these components, providing insights into how ABAC can be effectively combined with existing security measures to enhance overall IoT security. The scalability, performance, and manageability aspects of ABAC for AWS IoT are also evaluated. The challenges and considerations in deploying ABAC in large-scale IoT environments are discussed, along with recommendations for optimizing performance and usability Additionally, the review identifies current research trends and future directions in ABAC for AWS IoT. Emphasis is placed on the need for standardized protocols, interoperability, and advanced analytics techniques to enable more sophisticated access control mechanisms for the expanding IoT ecosystem.

Authors and Affiliations

Pragya Bharti
M. Tech Research Scholar, Computer Science Engineering, Bhabha Engineering Research Institute Bhopal Bhabha University Bhopal, Madhya Pradesh, India
Jeetendra Singh Yadav
Assistant Professor, Computer Science Engineering, Bhabha Engineering Research Institute Bhopal Bhabha University Bhopal, Madhya Pradesh, India

Attribute-Based Access Control, ABAC, AWS Internet of Things, IoT security, access control models.

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  2. A. Gupta, N. Dhanda and K. K. Gupta, "Ingest and Visualize CSV Files using AWS Platform For Transition from Unstructured to Structured Data," 2023 11th International Conference on Emerging Trends in Engineering & Technology - Signal and Information Processing (ICETET - SIP), Nagpur, India, 2023, pp. 1-6. doi: 10.1109/ICETET-SIP58143.2023.10151634
  3. N. Ivanovic, B. Nast, A. Reiz and K. Sandkuhl, "Technologies for a Diagnostic Technique for HVAC Systems Using IoT and Cloud-Based Architecture," 2023 International Interdisciplinary PhD Workshop (IIPhDW), Wismar, Germany, 2023, pp. 1-6. doi: 10.1109/IIPhDW54739.2023.10124398
  4. B. S. Jebaraj, S. Sekar, S. S, P. S, J. Yu and G. T, "IoT-based Automatic LPG Refilling and Leakage Detection System," 2023 International Conference on Innovative Data Communication Technologies and Application (ICIDCA), Uttarakhand, India, 2023, pp. 858-862. doi: 10.1109/ICIDCA56705.2023.10099790
  5. H. Singh and S. K. Mand, "Difficulties and Potential Ulnerabilities in the IOT Architecture," 2023 International Conference on Artificial Intelligence and Smart Communication (AISC), Greater Noida, India, 2023, pp. 374-377. doi: 10.1109/AISC56616.2023.10085640
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  7. J. A. Beltran, P. Mudholkar, M. Mudholkar, V. Tripathi, C. Valderrama-Zapata and M. Lourense, "Security Issues and Challenges in Internet of Things (IoT) System," 2022 5th International Conference on Contemporary Computing and Informatics (IC3I), Uttar Pradesh, India, 2022, pp. 57-60 doi: 10.1109/IC3I56241.2022.10072600
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  9. L. Raju, V. Gurunath, R. Darran and S. V, "IOT based Energy Management System using STM32 and AWS IOT," 2022 IEEE 2nd International Symposium on Sustainable Energy, Signal Processing and Cyber Security (iSSSC), Gunupur, Odisha, India, 2022, pp. 1-5. doi: 10.1109/iSSSC56467.2022.10051258
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  12. D. Pérez, M. Rivera, F. Fuentes-Peñailillo, A. Díaz, R. Pérez and J. Villar, "Traceability System for an Agricultural Supply Network based on Blockchain," 2022 IEEE International Conference on Automation/XXV Congress of the Chilean Association of Automatic Control (ICA-ACCA), Curicó, Chile, 2022, pp. 1-6. doi: 10.1109/ICA-ACCA56767.2022.10006240
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  15. Irfan, R. Mardiati and M. R. Effendi, "Early Warning System of Flood Disaster Using JSN-SR04 and Rainfall Sensor Based on Internet of Things," 2022 8th International Conference on Wireless and Telematics (ICWT), Yogyakarta, Indonesia, 2022, pp. 1-7.doi: 10.1109/ICWT55831.2022.9935139
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  20. K. Zen, S. Mohanan, S. Tarmizi, N. Annuar and N. U. Sama, "Latency Analysis of Cloud Infrastructure for Time-Critical IoT Use Cases," 2022 Applied Informatics International Conference (AiIC), Serdang, Malaysia, 2022, pp. 111-116. doi: 10.1109/AiIC54368.2022.9914601
  21. S. Vaddadi, V. Srinivas, N. A. Reddy, G. H, R. D and A. Devipriya, "Factory Inventory Automation using Industry 4.0 Technologies," 2022 IEEE IAS Global Conference on Emerging Technologies (GlobConET), Arad, Romania, 2022, pp. 734-738. doi: 10.1109/GlobConET53749.2022.9872416
  22. A. Azizan, N. M. Din, D. R. M. Dzaki, A. D. I. A. Kadir and N. Shafie, "Implementation of an IoT Cloud-based Elderly Care Health Monitoring Dashboard," 2022 4th International Conference on Smart Sensors and Application (ICSSA), Kuala Lumpur, Malaysia, 2022, pp. 150-154. doi: 10.1109/ICSSA54161.2022.9870939
  23. K. Harris, W. Henry and R. Dill, "A Network-based IoT Covert Channel," 2022 4th International Conference on Computer Communication and the Internet (ICCCI), Chiba, Japan, 2022, pp. 91-99. doi: 10.1109/ICCCI55554.2022.9850247
  24. S. Vaheed, P. Nayak, P. S. Rajput, T. U. Snehit, Y. S. Kiran and L. Kumar, "Building IoT-Assisted Indoor Air Quality Pollution Monitoring System," 2022 7th International Conference on Communication and Electronics Systems (ICCES), Coimbatore, India, 2022, pp. 484-489. doi: 10.1109/ICCES54183.2022.9835822
  25. Bhatt, S., Pham, T.K., Gupta, M., Benson, J., Park, J., & Sandhu, R.S. (2021). Attribute-Based Access Control for AWS Internet of Things and Secure Industries of the Future. IEEE Access, 9, 107200-107223.

Publication Details

Published in : Volume 10 | Issue 1 | January-February 2023
Date of Publication : 2023-02-20
License:  This work is licensed under a Creative Commons Attribution 4.0 International License.
Page(s) : 690-704
Manuscript Number : IJSRST5231040
Publisher : Technoscience Academy

Print ISSN : 2395-6011, Online ISSN : 2395-602X

Cite This Article :

Pragya Bharti, Jeetendra Singh Yadav, " Attribute - Based Access Control for AWS Internet of Things- A Review ", International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X, Volume 10, Issue 1, pp.690-704, January-February-2023.
Journal URL : https://ijsrst.com/IJSRST5231040
Citation Detection and Elimination     |      | |
  • A. Gupta, N. Dhanda and K. K. Gupta, "Ingest and Visualize CSV Files using AWS Platform For Transition from Unstructured to Structured Data," 2023 11th International Conference on Emerging Trends in Engineering & Technology - Signal and Information Processing (ICETET - SIP), Nagpur, India, 2023, pp. 1-6. doi: 10.1109/ICETET-SIP58143.2023.10151634
  • N. Ivanovic, B. Nast, A. Reiz and K. Sandkuhl, "Technologies for a Diagnostic Technique for HVAC Systems Using IoT and Cloud-Based Architecture," 2023 International Interdisciplinary PhD Workshop (IIPhDW), Wismar, Germany, 2023, pp. 1-6. doi: 10.1109/IIPhDW54739.2023.10124398
  • B. S. Jebaraj, S. Sekar, S. S, P. S, J. Yu and G. T, "IoT-based Automatic LPG Refilling and Leakage Detection System," 2023 International Conference on Innovative Data Communication Technologies and Application (ICIDCA), Uttarakhand, India, 2023, pp. 858-862. doi: 10.1109/ICIDCA56705.2023.10099790
  • H. Singh and S. K. Mand, "Difficulties and Potential Ulnerabilities in the IOT Architecture," 2023 International Conference on Artificial Intelligence and Smart Communication (AISC), Greater Noida, India, 2023, pp. 374-377. doi: 10.1109/AISC56616.2023.10085640
  • D. D. N. Nguyen, K. Sood, Y. Xiang, L. Gao, L. Chi and S. Yu, "Towards IoT Node Authentication Mechanism in Next Generation Networks," in IEEE Internet of Things Journal doi: 10.1109/JIOT.2023.3262822
  • J. A. Beltran, P. Mudholkar, M. Mudholkar, V. Tripathi, C. Valderrama-Zapata and M. Lourense, "Security Issues and Challenges in Internet of Things (IoT) System," 2022 5th International Conference on Contemporary Computing and Informatics (IC3I), Uttar Pradesh, India, 2022, pp. 57-60 doi: 10.1109/IC3I56241.2022.10072600
  • L. Praharaj, S. Ameer, M. Gupta and R. Sandhu, "Attributes Aware Relationship-based Access Control for Smart IoT Systems," 2022 IEEE 8th International Conference on Collaboration and Internet Computing (CIC), Atlanta, GA, USA, 2022, pp. 72-81. doi: 10.1109/CIC56439.2022.00021
  • L. Raju, V. Gurunath, R. Darran and S. V, "IOT based Energy Management System using STM32 and AWS IOT," 2022 IEEE 2nd International Symposium on Sustainable Energy, Signal Processing and Cyber Security (iSSSC), Gunupur, Odisha, India, 2022, pp. 1-5. doi: 10.1109/iSSSC56467.2022.10051258
  • S. Hanumanthakari, S. K. Pullela, S. N. Bhukya, K. Vijayalakshmi, S. R. Ahmad and N. Kumar, "IoT based Patients Monitoring System in Healthcare Service," 2022 International Conference on Automation, Computing and Renewable Systems (ICACRS), Pudukkottai, India, 2022, pp. 1324-1329. doi: 10.1109/ICACRS55517.2022.10029295
  • A. A. B. Amarasinghe G, G. M. H. Gamagedara S, P. K.K, H. D. A. Subawickrama E, K. Y. Abeywardena and K. Yapa, "SUPPLYDECK – A Blockchain-Based Pharmaceutical Supply Chain Management," 2022 4th International Conference on Advancements in Computing (ICAC), Colombo, Sri Lanka, 2022, pp. 84-89. doi: 10.1109/ICAC57685.2022.10025093
  • D. Pérez, M. Rivera, F. Fuentes-Peñailillo, A. Díaz, R. Pérez and J. Villar, "Traceability System for an Agricultural Supply Network based on Blockchain," 2022 IEEE International Conference on Automation/XXV Congress of the Chilean Association of Automatic Control (ICA-ACCA), Curicó, Chile, 2022, pp. 1-6. doi: 10.1109/ICA-ACCA56767.2022.10006240
  • C. Qu, "Realization of the Network Distributed Platform AWS System in the Transmission Structure Assistance Technology," 2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC), Dharan, Nepal, 2022, pp. 279-282. doi: 10.1109/I-SMAC55078.2022.9987338
  • P. Assumpção, C. Oliveira, P. Ortiz, W. Melo and L. Carmo, "A Secure Cloud-based Architecture for monitoring Cyber-Physical Critical Infrastructures," 2022 6th Cyber Security in Networking Conference (CSNet), Rio de Janeiro, Brazil, 2022, pp. 1-7. doi: 10.1109/CSNet56116.2022.9955607
  • Irfan, R. Mardiati and M. R. Effendi, "Early Warning System of Flood Disaster Using JSN-SR04 and Rainfall Sensor Based on Internet of Things," 2022 8th International Conference on Wireless and Telematics (ICWT), Yogyakarta, Indonesia, 2022, pp. 1-7.doi: 10.1109/ICWT55831.2022.9935139
  • S. A. Tsaabitah, M. O. Hasanuddin, K. H. Burhan, A. D. Permana and W. Trusaji, "Data Communication using MQTT for Black Soldier Fly Larvae Monitoring System," 2022 8th International Conference on Wireless and Telematics (ICWT), Yogyakarta, Indonesia, 2022, pp. 1-5. doi: 10.1109/ICWT55831.2022.9935472
  • E. J. Mohamad et al., "Smart Farming IoT Based Management during Post Covid-19," 2022 2nd International Conference on Emerging Smart Technologies and Applications (eSmarTA), Ibb, Yemen, 2022, pp. 1-7. doi: 10.1109/eSmarTA56775.2022.9935480
  • S. Ameer, J. Benson and R. sandhu, "Hybrid Approaches (ABAC and RBAC) Toward Secure Access Control in Smart Home IoT," in IEEE Transactions on Dependable and Secure Computing, 2022. doi: 10.1109/TDSC.2022.3216297
  • E. Drutter, M. Miličević, A. K. Skelin and M. Bonković, "Augmented Reality Based Sensor Data Visualization for Plant Growth Monitoring," 2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM), Split, Croatia, 2022, pp. 1-7.doi: 10.23919/SoftCOM55329.2022.9911471
  • K. Zen, S. Mohanan, S. Tarmizi, N. Annuar and N. U. Sama, "Latency Analysis of Cloud Infrastructure for Time-Critical IoT Use Cases," 2022 Applied Informatics International Conference (AiIC), Serdang, Malaysia, 2022, pp. 111-116. doi: 10.1109/AiIC54368.2022.9914601
  • S. Vaddadi, V. Srinivas, N. A. Reddy, G. H, R. D and A. Devipriya, "Factory Inventory Automation using Industry 4.0 Technologies," 2022 IEEE IAS Global Conference on Emerging Technologies (GlobConET), Arad, Romania, 2022, pp. 734-738. doi: 10.1109/GlobConET53749.2022.9872416
  • A. Azizan, N. M. Din, D. R. M. Dzaki, A. D. I. A. Kadir and N. Shafie, "Implementation of an IoT Cloud-based Elderly Care Health Monitoring Dashboard," 2022 4th International Conference on Smart Sensors and Application (ICSSA), Kuala Lumpur, Malaysia, 2022, pp. 150-154. doi: 10.1109/ICSSA54161.2022.9870939
  • K. Harris, W. Henry and R. Dill, "A Network-based IoT Covert Channel," 2022 4th International Conference on Computer Communication and the Internet (ICCCI), Chiba, Japan, 2022, pp. 91-99. doi: 10.1109/ICCCI55554.2022.9850247
  • S. Vaheed, P. Nayak, P. S. Rajput, T. U. Snehit, Y. S. Kiran and L. Kumar, "Building IoT-Assisted Indoor Air Quality Pollution Monitoring System," 2022 7th International Conference on Communication and Electronics Systems (ICCES), Coimbatore, India, 2022, pp. 484-489. doi: 10.1109/ICCES54183.2022.9835822
  • Bhatt, S., Pham, T.K., Gupta, M., Benson, J., Park, J., & Sandhu, R.S. (2021). Attribute-Based Access Control for AWS Internet of Things and Secure Industries of the Future. IEEE Access, 9, 107200-107223.
    • " target="_blank"> BibTeX     |
  • A. Gupta, N. Dhanda and K. K. Gupta, "Ingest and Visualize CSV Files using AWS Platform For Transition from Unstructured to Structured Data," 2023 11th International Conference on Emerging Trends in Engineering & Technology - Signal and Information Processing (ICETET - SIP), Nagpur, India, 2023, pp. 1-6. doi: 10.1109/ICETET-SIP58143.2023.10151634
  • N. Ivanovic, B. Nast, A. Reiz and K. Sandkuhl, "Technologies for a Diagnostic Technique for HVAC Systems Using IoT and Cloud-Based Architecture," 2023 International Interdisciplinary PhD Workshop (IIPhDW), Wismar, Germany, 2023, pp. 1-6. doi: 10.1109/IIPhDW54739.2023.10124398
  • B. S. Jebaraj, S. Sekar, S. S, P. S, J. Yu and G. T, "IoT-based Automatic LPG Refilling and Leakage Detection System," 2023 International Conference on Innovative Data Communication Technologies and Application (ICIDCA), Uttarakhand, India, 2023, pp. 858-862. doi: 10.1109/ICIDCA56705.2023.10099790
  • H. Singh and S. K. Mand, "Difficulties and Potential Ulnerabilities in the IOT Architecture," 2023 International Conference on Artificial Intelligence and Smart Communication (AISC), Greater Noida, India, 2023, pp. 374-377. doi: 10.1109/AISC56616.2023.10085640
  • D. D. N. Nguyen, K. Sood, Y. Xiang, L. Gao, L. Chi and S. Yu, "Towards IoT Node Authentication Mechanism in Next Generation Networks," in IEEE Internet of Things Journal doi: 10.1109/JIOT.2023.3262822
  • J. A. Beltran, P. Mudholkar, M. Mudholkar, V. Tripathi, C. Valderrama-Zapata and M. Lourense, "Security Issues and Challenges in Internet of Things (IoT) System," 2022 5th International Conference on Contemporary Computing and Informatics (IC3I), Uttar Pradesh, India, 2022, pp. 57-60 doi: 10.1109/IC3I56241.2022.10072600
  • L. Praharaj, S. Ameer, M. Gupta and R. Sandhu, "Attributes Aware Relationship-based Access Control for Smart IoT Systems," 2022 IEEE 8th International Conference on Collaboration and Internet Computing (CIC), Atlanta, GA, USA, 2022, pp. 72-81. doi: 10.1109/CIC56439.2022.00021
  • L. Raju, V. Gurunath, R. Darran and S. V, "IOT based Energy Management System using STM32 and AWS IOT," 2022 IEEE 2nd International Symposium on Sustainable Energy, Signal Processing and Cyber Security (iSSSC), Gunupur, Odisha, India, 2022, pp. 1-5. doi: 10.1109/iSSSC56467.2022.10051258
  • S. Hanumanthakari, S. K. Pullela, S. N. Bhukya, K. Vijayalakshmi, S. R. Ahmad and N. Kumar, "IoT based Patients Monitoring System in Healthcare Service," 2022 International Conference on Automation, Computing and Renewable Systems (ICACRS), Pudukkottai, India, 2022, pp. 1324-1329. doi: 10.1109/ICACRS55517.2022.10029295
  • A. A. B. Amarasinghe G, G. M. H. Gamagedara S, P. K.K, H. D. A. Subawickrama E, K. Y. Abeywardena and K. Yapa, "SUPPLYDECK – A Blockchain-Based Pharmaceutical Supply Chain Management," 2022 4th International Conference on Advancements in Computing (ICAC), Colombo, Sri Lanka, 2022, pp. 84-89. doi: 10.1109/ICAC57685.2022.10025093
  • D. Pérez, M. Rivera, F. Fuentes-Peñailillo, A. Díaz, R. Pérez and J. Villar, "Traceability System for an Agricultural Supply Network based on Blockchain," 2022 IEEE International Conference on Automation/XXV Congress of the Chilean Association of Automatic Control (ICA-ACCA), Curicó, Chile, 2022, pp. 1-6. doi: 10.1109/ICA-ACCA56767.2022.10006240
  • C. Qu, "Realization of the Network Distributed Platform AWS System in the Transmission Structure Assistance Technology," 2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC), Dharan, Nepal, 2022, pp. 279-282. doi: 10.1109/I-SMAC55078.2022.9987338
  • P. Assumpção, C. Oliveira, P. Ortiz, W. Melo and L. Carmo, "A Secure Cloud-based Architecture for monitoring Cyber-Physical Critical Infrastructures," 2022 6th Cyber Security in Networking Conference (CSNet), Rio de Janeiro, Brazil, 2022, pp. 1-7. doi: 10.1109/CSNet56116.2022.9955607
  • Irfan, R. Mardiati and M. R. Effendi, "Early Warning System of Flood Disaster Using JSN-SR04 and Rainfall Sensor Based on Internet of Things," 2022 8th International Conference on Wireless and Telematics (ICWT), Yogyakarta, Indonesia, 2022, pp. 1-7.doi: 10.1109/ICWT55831.2022.9935139
  • S. A. Tsaabitah, M. O. Hasanuddin, K. H. Burhan, A. D. Permana and W. Trusaji, "Data Communication using MQTT for Black Soldier Fly Larvae Monitoring System," 2022 8th International Conference on Wireless and Telematics (ICWT), Yogyakarta, Indonesia, 2022, pp. 1-5. doi: 10.1109/ICWT55831.2022.9935472
  • E. J. Mohamad et al., "Smart Farming IoT Based Management during Post Covid-19," 2022 2nd International Conference on Emerging Smart Technologies and Applications (eSmarTA), Ibb, Yemen, 2022, pp. 1-7. doi: 10.1109/eSmarTA56775.2022.9935480
  • S. Ameer, J. Benson and R. sandhu, "Hybrid Approaches (ABAC and RBAC) Toward Secure Access Control in Smart Home IoT," in IEEE Transactions on Dependable and Secure Computing, 2022. doi: 10.1109/TDSC.2022.3216297
  • E. Drutter, M. Miličević, A. K. Skelin and M. Bonković, "Augmented Reality Based Sensor Data Visualization for Plant Growth Monitoring," 2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM), Split, Croatia, 2022, pp. 1-7.doi: 10.23919/SoftCOM55329.2022.9911471
  • K. Zen, S. Mohanan, S. Tarmizi, N. Annuar and N. U. Sama, "Latency Analysis of Cloud Infrastructure for Time-Critical IoT Use Cases," 2022 Applied Informatics International Conference (AiIC), Serdang, Malaysia, 2022, pp. 111-116. doi: 10.1109/AiIC54368.2022.9914601
  • S. Vaddadi, V. Srinivas, N. A. Reddy, G. H, R. D and A. Devipriya, "Factory Inventory Automation using Industry 4.0 Technologies," 2022 IEEE IAS Global Conference on Emerging Technologies (GlobConET), Arad, Romania, 2022, pp. 734-738. doi: 10.1109/GlobConET53749.2022.9872416
  • A. Azizan, N. M. Din, D. R. M. Dzaki, A. D. I. A. Kadir and N. Shafie, "Implementation of an IoT Cloud-based Elderly Care Health Monitoring Dashboard," 2022 4th International Conference on Smart Sensors and Application (ICSSA), Kuala Lumpur, Malaysia, 2022, pp. 150-154. doi: 10.1109/ICSSA54161.2022.9870939
  • K. Harris, W. Henry and R. Dill, "A Network-based IoT Covert Channel," 2022 4th International Conference on Computer Communication and the Internet (ICCCI), Chiba, Japan, 2022, pp. 91-99. doi: 10.1109/ICCCI55554.2022.9850247
  • S. Vaheed, P. Nayak, P. S. Rajput, T. U. Snehit, Y. S. Kiran and L. Kumar, "Building IoT-Assisted Indoor Air Quality Pollution Monitoring System," 2022 7th International Conference on Communication and Electronics Systems (ICCES), Coimbatore, India, 2022, pp. 484-489. doi: 10.1109/ICCES54183.2022.9835822
  • Bhatt, S., Pham, T.K., Gupta, M., Benson, J., Park, J., & Sandhu, R.S. (2021). Attribute-Based Access Control for AWS Internet of Things and Secure Industries of the Future. IEEE Access, 9, 107200-107223.
    • " target="_blank">RIS     |
  • A. Gupta, N. Dhanda and K. K. Gupta, "Ingest and Visualize CSV Files using AWS Platform For Transition from Unstructured to Structured Data," 2023 11th International Conference on Emerging Trends in Engineering & Technology - Signal and Information Processing (ICETET - SIP), Nagpur, India, 2023, pp. 1-6. doi: 10.1109/ICETET-SIP58143.2023.10151634
  • N. Ivanovic, B. Nast, A. Reiz and K. Sandkuhl, "Technologies for a Diagnostic Technique for HVAC Systems Using IoT and Cloud-Based Architecture," 2023 International Interdisciplinary PhD Workshop (IIPhDW), Wismar, Germany, 2023, pp. 1-6. doi: 10.1109/IIPhDW54739.2023.10124398
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