Open Access
Cross-Layer Protocol Design and Integration Strategies for IoT and IoRT Convergence: An Analytical Review of Enabling Technologies, Challenges, and Emerging Solutions
4
Faculty of Information Technology Hanoi University of Science and Technology, Hanoi, Vietnam
4
Department of Cyber Security Vietnam National University, Ho Chi Minh City, Vietnam
Abstract
The convergence of the Internet of Things (IoT) and the Internet of Robotic Things (IoRT) has introduced a complex heterogeneous ecosystem where sensing, communication, computation, and actuation are tightly interdependent. Traditional layered networking models are increasingly insufficient to support the stringent requirements of latency-sensitive, resource-constrained, and mobility-intensive robotic and IoT environments. This paper presents a comprehensive analytical review of cross-layer protocol design and integration strategies aimed at enabling seamless IoT–IoRT interoperability. It synthesizes existing architectural models, communication protocols, and enabling technologies, highlighting their strengths and limitations in supporting distributed intelligent systems. The study further examines protocol heterogeneity, energy efficiency constraints, reliability issues, and security vulnerabilities in integrated IoT–IoRT deployments. Drawing from established IoT architectures (Atzori et al., 2010; Gubbi et al., 2013), protocol surveys (Al-Sarawi et al., 2017; Sethi and Sarangi, 2017), and robotic IoT extensions (Ray, 2017), the paper identifies critical gaps in cross-layer optimization, adaptive routing, and real-time coordination. The analysis is reinforced by security and attack surface considerations highlighted in IoT systems (Bilal, 2017). The paper concludes by proposing an integrated conceptual framework for cross-layer protocol harmonization to support scalable and resilient IoT–IoRT ecosystems.
Keywords
IoT,
IoRT,
cross-layer design,
communication protocols
References
Abdmeziem, M. R., Tandjaoui, D., and Romdhani, I. (2015). Architecture of the The Internet of things: State of the Art. Springer, 9
Aloÿs, A., JiaziYi , T. C.& William, M. T. (2016). A Study of LoRa: Long Range & Low Power Networks for the The Internet of things
Al-Sarawi, S., Anbar, M., Alieyan, K., Alzubaidi, M. (2017). The Internet of things (IoT) Communication Protocols:Review. 8th International Conference on Information Technology (ICIT), 685-690.
Atzori L., Iera,A.,Morabito G. (2010). The theInternet of things: a survey. Elsevier Computer networks,54: 2787–2805.
Bilal, M. (2017). A Review of The Internet of things Architecture, Technologies and Analysis Smartphone-based Attacks Against 3D printers, Elsevier, 4.
Colin M. L. B. (2006). A single master and a single slave on a Serial Peripheral Interface (SPI) bus, Free Software FoundationCypress(2014). An Introduction to Universal Serial Bus 2.0.
Cypress (2014). An Introduction to Universal Serial Bus 2.0.
DesignSpark (2012).
Evans, D. (2011). The The Internet of things: How the Next Evolution of the Internet is Changing Everything; San Jose, CA, USA, Cisco Internet Business Solutions Group.
Grusin M., 2010, Serial Peripheral Interface (SPI)
Gubbi, J.; Buyya, R.; Marusic, S.; Palaniswami, M. (2013). The Internet of things (IoT): A vision, architectural elements, and future directions. Future Gener. Comput. Syst., 1645–1660
Guibene, W., Nolan, K. E., Kelly, M. Y. (2015). Survey on clean slate cellular-IoT standard proposals. In Proceedings of the 2015 IEEE International Conference on Computer and Information Technology; Ubiquitous Computing and Communications; Dependable, Autonomic and Secure Computing; Pervasive Intelligence and Computing (CIT/IUCC/DASC/PICOM), Liverpool, UK, 1596–1599.
IEEE 1394-The multimedia Bus of the Future, (2011)
ISO-IEC. ISO/IEC 18000-7. (2014). Information Technology—Radio Frequency Identification for Item Management—Part 7: Parameters for Active Air Interface Communications at 433 MHz; ISO: Geneva, Switherland.
Interoperable protocols of... Odirichukwu, J..C., Asagba, P.O., Onuodu F..E International Journal of Computing, Intelligence and Security Research 1(1)2021| 121
Khorov, E. Lyakhov, A. Krotov, A. Guschin, A. (2015). A survey on ieee 802.11 ah: An enabling networking technology for smart cities. Comput. Commun.58, 53–69.
Laddha, N. R., and Thakare, A. P. (2013). Implementation of Serial Communication using UART with Configurable Baud Rate. International Journal on Recent and Innovation Trends in Computing and Communication, 1(4): 263-268.
Margelis, G., Piechocki, R. Kaleshi, D. Thomas, P. (2015). Low throughput networks for the IoT: Lessons learned from industrial implementations. In Proceedings of the 2015 IEEE 2nd World Forum on The Internet of things (WF-IoT), Milan, Italy, 14–16.
Meritt, C. (2016). SPI peripheral use case example
Murphy, R. (2011). An Introduction to universal Serial Bus 2.0
Pervasive computing, (2016).
Patel, K. K., and Patel, S. M. (2016). The Internet of things IOT: Definition, Characteristics, Architecture, Enabling Technologies, Application & Future Challenges. International Journal of Engineering Science and Computing, 6(5):6122.
Rajiv. (2018). Applications of Z-wave technology.
Ray, P. P. (2017). Internet of Robotic Things: Concept, Technologies, and Challenges, IEEE Access, 4, 9489-9500.
Renesas Application Note. (2003). SPI. AN0303011/Rev1.00, 1-14
Salman, T., Jain, R. (2017). A Survey of Protocols and Standards for Internet of Things. Advanced Computing and Communications, 1(1):1-20.
Sethi, P., and Sarangi, S. R. (2017). The Internet of things: Architectures, Protocols, and Applications. Journal of Electrical and Computer Engineering, 25.
Shetye, T. (2018). Universal Synchronous Asynchronous Receiver Transmitter (USART).
Shiba, K.V. (2009). Introduction to Embedded Systems, New Delhi, Tata McGraw Hill Education Private Limited, 45-49.
SIGMA DESIGN. (2014). Z-Wave wireless Communications for Smart Devices and IoT, Z-Wave Technical Working Group
UART . (2016). Serial communication.
Valdez, J., Becker, J. (2015). Understanding the I2C Bus, Texas Instrument, 1-6
Want, R., Schilit, B., Laskowski, D. (2013). Bluetooth le finds its niche. IEEE Pervasive Comput.12, 12–16.
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