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2021 | OriginalPaper | Chapter

A Review on Visual Programming for Distributed Computation in IoT

Authors : Margarida Silva, João Pedro Dias, André Restivo, Hugo Sereno Ferreira

Published in: Computational Science – ICCS 2021

Publisher: Springer International Publishing

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Abstract

Internet-of-Things (IoT) systems are considered one of the most notable examples of complex, large-scale systems. Some authors have proposed visual programming (VP) approaches to address part of their inherent complexity. However, in most of these approaches, the orchestration of devices and system components is still dependent on a centralized unit, preventing higher degrees of dependability. In this work, we perform a systematic literature review (SLR) of the current approaches that provide visual and decentralized orchestration to define and operate IoT systems, reflecting upon a total of 29 proposals. We provide an in-depth discussion of these works and find out that only four of them attempt to tackle this issue as a whole, although still leaving a set of open research challenges. Finally, we argue that addressing these challenges could make IoT systems more fault-tolerant, with an impact on their dependability, performance, and scalability.

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Literature
1.
go back to reference Agarwal, Y., Dey, A.K.: Toward building a safe, secure, and easy-to-use internet of things infrastructure. IEEE Comput. 49(4), 88–91 (2016)CrossRef Agarwal, Y., Dey, A.K.: Toward building a safe, secure, and easy-to-use internet of things infrastructure. IEEE Comput. 49(4), 88–91 (2016)CrossRef
5.
go back to reference Belsa, A., Sarabia-Jacome, D., Palau, C.E., Esteve, M.: Flow-based programming interoperability solution for IoT platform applications. In: IEEE International Conference on Cloud Engineering, IC2E 2018, pp. 304–309 (2018) Belsa, A., Sarabia-Jacome, D., Palau, C.E., Esteve, M.: Flow-based programming interoperability solution for IoT platform applications. In: IEEE International Conference on Cloud Engineering, IC2E 2018, pp. 304–309 (2018)
6.
go back to reference Besari, A.R.A., Wobowo, I.K., Sukaridhoto, S., Setiawan, R., Rizqullah, M.R.: Preliminary design of mobile visual programming apps for Internet of Things applications based on Raspberry Pi 3 platform. In: International Electronics Symposium on Knowledge Creation and Intelligent Computing, pp. 50–54 (2017) Besari, A.R.A., Wobowo, I.K., Sukaridhoto, S., Setiawan, R., Rizqullah, M.R.: Preliminary design of mobile visual programming apps for Internet of Things applications based on Raspberry Pi 3 platform. In: International Electronics Symposium on Knowledge Creation and Intelligent Computing, pp. 50–54 (2017)
7.
go back to reference Blackstock, M., Lea, R.: Toward a distributed data flow platform for the Web of Things (Distributed Node-RED). In: ACM International Conference Proceeding Series, vol. 08, pp. 34–39 (2014) Blackstock, M., Lea, R.: Toward a distributed data flow platform for the Web of Things (Distributed Node-RED). In: ACM International Conference Proceeding Series, vol. 08, pp. 34–39 (2014)
8.
go back to reference Blackstock, M., Lea, R.: FRED: a hosted data flow platform for the IoT. In: 1st International Workshop on Mashups of Things and APIs (2016) Blackstock, M., Lea, R.: FRED: a hosted data flow platform for the IoT. In: 1st International Workshop on Mashups of Things and APIs (2016)
10.
go back to reference Burnett, M., Kulesza, T.: End-user development in Internet of Things: we the people. In: International Reports on Socio-Informatics (IRSI), Proceedings of the CHI 2015 - Workshop on End User Development in the Internet of Things Era, vol. 12, no. 2, pp. 81–86 (2015) Burnett, M., Kulesza, T.: End-user development in Internet of Things: we the people. In: International Reports on Socio-Informatics (IRSI), Proceedings of the CHI 2015 - Workshop on End User Development in the Internet of Things Era, vol. 12, no. 2, pp. 81–86 (2015)
11.
go back to reference Buyya, R., Dastjerdi, A.V.: Internet of Things: Principles and Paradigms. Elsevier (2016) Buyya, R., Dastjerdi, A.V.: Internet of Things: Principles and Paradigms. Elsevier (2016)
13.
go back to reference Chang, S.: Handbook of Software Engineering and Knowledge Engineering. World Scientific Publishing Co. (2002) Chang, S.: Handbook of Software Engineering and Knowledge Engineering. World Scientific Publishing Co. (2002)
14.
go back to reference Chen, S., Xu, H., Liu, D., Hu, B., Wang, H.: A vision of IoT: applications, challenges, and opportunities with China Perspective. IEEE Internet Things J. 1(4), 349–359 (2014)CrossRef Chen, S., Xu, H., Liu, D., Hu, B., Wang, H.: A vision of IoT: applications, challenges, and opportunities with China Perspective. IEEE Internet Things J. 1(4), 349–359 (2014)CrossRef
15.
go back to reference Cheng, B., Kovacs, E., Kitazawa, A., Terasawa, K., Hada, T., Takeuchi, M.: Fogflow: orchestrating IoT services over cloud and edges. NEC Techn. J. 13, 48–53 (2018) Cheng, B., Kovacs, E., Kitazawa, A., Terasawa, K., Hada, T., Takeuchi, M.: Fogflow: orchestrating IoT services over cloud and edges. NEC Techn. J. 13, 48–53 (2018)
16.
go back to reference Cheng, B., Solmaz, G., Cirillo, F., Kovacs, E., Terasawa, K., Kitazawa, A.: FogFlow: easy programming of IoT services over cloud and edges for smart cities. IEEE Internet Things J. PP, 1–1 (2017) Cheng, B., Solmaz, G., Cirillo, F., Kovacs, E., Terasawa, K., Kitazawa, A.: FogFlow: easy programming of IoT services over cloud and edges for smart cities. IEEE Internet Things J. PP, 1–1 (2017)
17.
go back to reference De Luca, G., Li, Z., Mian, S., Chen, Y.: Visual programming language environment for different IoT and robotics platforms in computer science education. CAAI Trans. Intell. Technol. 3(2), 119–130 (2018)CrossRef De Luca, G., Li, Z., Mian, S., Chen, Y.: Visual programming language environment for different IoT and robotics platforms in computer science education. CAAI Trans. Intell. Technol. 3(2), 119–130 (2018)CrossRef
18.
go back to reference Desolda, G., Malizia, A., Turchi, T.: A tangible-programming technology supporting end-user development of smart-environments. In: Proceedings of the Workshop on Advanced Visual Interfaces, pp. 59:1–59:3. ACM, New York (2018) Desolda, G., Malizia, A., Turchi, T.: A tangible-programming technology supporting end-user development of smart-environments. In: Proceedings of the Workshop on Advanced Visual Interfaces, pp. 59:1–59:3. ACM, New York (2018)
19.
go back to reference Dias, J.P., Couto, F., Paiva, A.C.R., Ferreira, H.S.: A brief overview of existing tools for testing the Internet-of-Things. In: IEEE International Conference on Software Testing, Verification and Validation Workshops (ICSTW), pp. 104–109 (2018) Dias, J.P., Couto, F., Paiva, A.C.R., Ferreira, H.S.: A brief overview of existing tools for testing the Internet-of-Things. In: IEEE International Conference on Software Testing, Verification and Validation Workshops (ICSTW), pp. 104–109 (2018)
20.
go back to reference Dias, J.P., Faria, J.P., Ferreira, H.S.: A reactive and model-based approach for developing Internet-of-Things systems. In: 11th International Conference on the Quality of Information and Communications Technology, pp. 276–281 (2018) Dias, J.P., Faria, J.P., Ferreira, H.S.: A reactive and model-based approach for developing Internet-of-Things systems. In: 11th International Conference on the Quality of Information and Communications Technology, pp. 276–281 (2018)
21.
go back to reference Dias, J.P., Ferreira, H.S., Sousa, T.B.: Testing and deployment patterns for the Internet-of-Things. In: Proceedings of the 24th European Conference on Pattern Languages of Programs. EuroPLop 2019. Association for Computing Machinery, New York (2019). https://doi.org/10.1145/3361149.3361165 Dias, J.P., Ferreira, H.S., Sousa, T.B.: Testing and deployment patterns for the Internet-of-Things. In: Proceedings of the 24th European Conference on Pattern Languages of Programs. EuroPLop 2019. Association for Computing Machinery, New York (2019). https://​doi.​org/​10.​1145/​3361149.​3361165
22.
go back to reference Dias, J.P., Restivo, A., Ferreira, H.S.: Empowering visual Internet-of-Things mashups with self-healing capabilities. In: 2021 IEEE/ACM 2nd International Workshop on Software Engineering Research Practices for the Internet of Things (SERP4IoT) (2021) Dias, J.P., Restivo, A., Ferreira, H.S.: Empowering visual Internet-of-Things mashups with self-healing capabilities. In: 2021 IEEE/ACM 2nd International Workshop on Software Engineering Research Practices for the Internet of Things (SERP4IoT) (2021)
23.
go back to reference Dias, J.P., Sousa, T.B., Restivo, A., Ferreira, H.S.: A pattern-language for self-healing Internet-of-Things systems. In: Proceedings of the 25th European Conference on Pattern Languages of Programs. EuroPLop 2020. Association for Computing Machinery, New York (2020). https://doi.org/10.1145/3361149.3361165 Dias, J.P., Sousa, T.B., Restivo, A., Ferreira, H.S.: A pattern-language for self-healing Internet-of-Things systems. In: Proceedings of the 25th European Conference on Pattern Languages of Programs. EuroPLop 2020. Association for Computing Machinery, New York (2020). https://​doi.​org/​10.​1145/​3361149.​3361165
24.
go back to reference Dias, J.P., Lima, B., Faria, J.P., Restivo, A., Ferreira, H.S.: Visual self-healing modelling for reliable Internet-of-Things systems. In: Proceedings of the 20th International Conference on Computational Science, pp. 27–36. Springer (2020) Dias, J.P., Lima, B., Faria, J.P., Restivo, A., Ferreira, H.S.: Visual self-healing modelling for reliable Internet-of-Things systems. In: Proceedings of the 20th International Conference on Computational Science, pp. 27–36. Springer (2020)
25.
go back to reference Ens, B., Anderson, F., Grossman, T., Annett, M., Irani, P., Fitzmaurice, G.: Ivy: exploring spatially situated visual programming for authoring and understanding intelligent environments. In: Proceedings - Graphics Interface, pp. 156–163 (2017) Ens, B., Anderson, F., Grossman, T., Annett, M., Irani, P., Fitzmaurice, G.: Ivy: exploring spatially situated visual programming for authoring and understanding intelligent environments. In: Proceedings - Graphics Interface, pp. 156–163 (2017)
26.
go back to reference Eterovic, T., Kaljic, E., Donko, D., Salihbegovic, A., Ribic, S.: An Internet of Things visual domain specific modeling language based on UML. In: Proceedings of the 25th International Conference on Information, Communication and Automation Technologies (2015) Eterovic, T., Kaljic, E., Donko, D., Salihbegovic, A., Ribic, S.: An Internet of Things visual domain specific modeling language based on UML. In: Proceedings of the 25th International Conference on Information, Communication and Automation Technologies (2015)
28.
go back to reference Fayed, M.S., Al-Qurishi, M., Alamri, A., Al-Daraiseh, A.A.: PWCT: visual language for IoT and cloud computing applications and systems. In: ACM International Conference Proceeding Series (2017) Fayed, M.S., Al-Qurishi, M., Alamri, A., Al-Daraiseh, A.A.: PWCT: visual language for IoT and cloud computing applications and systems. In: ACM International Conference Proceeding Series (2017)
29.
go back to reference Ghiani, G., Manca, M., Paterno, F., Santoro, C.: Personalization of context-dependent applications through trigger-action rules. ACM Trans. Comput. Hum. Interact. 24(2), 14:1–14:33 (2017) Ghiani, G., Manca, M., Paterno, F., Santoro, C.: Personalization of context-dependent applications through trigger-action rules. ACM Trans. Comput. Hum. Interact. 24(2), 14:1–14:33 (2017)
30.
go back to reference Giang, N.K., Lea, R., Leung, V.C.M.: Exogenous coordination for building fog-based cyber physical social computing and networking systems. IEEE Access 6, 31740–31749 (2018)CrossRef Giang, N.K., Lea, R., Leung, V.C.M.: Exogenous coordination for building fog-based cyber physical social computing and networking systems. IEEE Access 6, 31740–31749 (2018)CrossRef
31.
go back to reference Giang, N.K., Blackstock, M., Lea, R., Leung, V.C.: Developing IoT applications in the Fog: a distributed dataflow approach. In: Proceedings of the 5th International Conference on the Internet of Things, pp. 155–162 (2015) Giang, N.K., Blackstock, M., Lea, R., Leung, V.C.: Developing IoT applications in the Fog: a distributed dataflow approach. In: Proceedings of the 5th International Conference on the Internet of Things, pp. 155–162 (2015)
33.
go back to reference Gupta, H., Vahid Dastjerdi, A., Ghosh, S.K., Buyya, R.: iFogSim: A toolkit for modeling and simulation of resource management techniques in the Internet of Things, Edge and Fog computing environments. Softw. Pract. Exp. 47(9), 1275–1296 (2017) Gupta, H., Vahid Dastjerdi, A., Ghosh, S.K., Buyya, R.: iFogSim: A toolkit for modeling and simulation of resource management techniques in the Internet of Things, Edge and Fog computing environments. Softw. Pract. Exp. 47(9), 1275–1296 (2017)
34.
go back to reference Ihirwe, F., Di Ruscio, D., Mazzini, S., Pierini, P., Pierantonio, A.: Low-code engineering for internet of things: a state of research. In: Proceedings of the 23rd ACM/IEEE International Conference on Model Driven Engineering Languages and Systems: Companion Proceedings. MODELS 2020, USA (2020) Ihirwe, F., Di Ruscio, D., Mazzini, S., Pierini, P., Pierantonio, A.: Low-code engineering for internet of things: a state of research. In: Proceedings of the 23rd ACM/IEEE International Conference on Model Driven Engineering Languages and Systems: Companion Proceedings. MODELS 2020, USA (2020)
35.
go back to reference Kefalakis, N., Soldatos, J., Anagnostopoulos, A., Dimitropoulos, P.: A visual paradigm for IoT solutions development. In: Interoperability and Open-Source Solutions for the Internet of Things, vol. 9001, pp. 26–45. Springer, Cham (2015) Kefalakis, N., Soldatos, J., Anagnostopoulos, A., Dimitropoulos, P.: A visual paradigm for IoT solutions development. In: Interoperability and Open-Source Solutions for the Internet of Things, vol. 9001, pp. 26–45. Springer, Cham (2015)
36.
go back to reference Lago, A.S., Dias, J.P., Ferreira, H.S.: Managing non-trivial Internet-of-Things systems with conversational assistants: a prototype and a feasibility experiment. J. Comput. Sci. 51, 101324 (2021)CrossRef Lago, A.S., Dias, J.P., Ferreira, H.S.: Managing non-trivial Internet-of-Things systems with conversational assistants: a prototype and a feasibility experiment. J. Comput. Sci. 51, 101324 (2021)CrossRef
37.
go back to reference NAAS, M.I., Lemarchand, L., Boukhobza, J., Raipin, P.: A graph partitioning-based heuristic for runtime IoT data placement strategies in a fog infrastructure. In: 33rd Annual ACM Symposium on Applied Computing, pp. 767–774 (2018) NAAS, M.I., Lemarchand, L., Boukhobza, J., Raipin, P.: A graph partitioning-based heuristic for runtime IoT data placement strategies in a fog infrastructure. In: 33rd Annual ACM Symposium on Applied Computing, pp. 767–774 (2018)
41.
go back to reference Noor, J., Tseng, H.Y., Garcia, L., Srivastava, M.: DDFlow: visualized declarative programming for heterogeneous IoT networks. In: Proceedings of the 2019 Internet of Things Design and Implementation, pp. 172–177. ACM (2019) Noor, J., Tseng, H.Y., Garcia, L., Srivastava, M.: DDFlow: visualized declarative programming for heterogeneous IoT networks. In: Proceedings of the 2019 Internet of Things Design and Implementation, pp. 172–177. ACM (2019)
42.
go back to reference Pathirana, D., Sonnadara, S., Hettiarachchi, M., Siriwardana, H., Silva, C.: WireMe - IoT development platform for everyone. In: 3rd International Moratuwa Engineering Research Conference, MERCon 2017, pp. 93–98 (2017) Pathirana, D., Sonnadara, S., Hettiarachchi, M., Siriwardana, H., Silva, C.: WireMe - IoT development platform for everyone. In: 3rd International Moratuwa Engineering Research Conference, MERCon 2017, pp. 93–98 (2017)
43.
go back to reference Petersen, K., Vakkalanka, S., Kuzniarz, L.: Guidelines for conducting systematic mapping studies in software engineering: an update. Inf. Softw. Technol. 64, 1–18 (2015)CrossRef Petersen, K., Vakkalanka, S., Kuzniarz, L.: Guidelines for conducting systematic mapping studies in software engineering: an update. Inf. Softw. Technol. 64, 1–18 (2015)CrossRef
44.
go back to reference Pinto, D., Dias, J.P., Sereno Ferreira, H.: Dynamic allocation of serverless functions in IoT environments. In: 2018 IEEE 16th International Conference on Embedded and Ubiquitous Computing (EUC), pp. 1–8, October 2018 Pinto, D., Dias, J.P., Sereno Ferreira, H.: Dynamic allocation of serverless functions in IoT environments. In: 2018 IEEE 16th International Conference on Embedded and Ubiquitous Computing (EUC), pp. 1–8, October 2018
45.
go back to reference Prehofer, C., Chiarabini, L.: From IoT mashups to model-based IoT. In: W3C Workshop on the Web of Things (2013) Prehofer, C., Chiarabini, L.: From IoT mashups to model-based IoT. In: W3C Workshop on the Web of Things (2013)
46.
go back to reference Ramadas, A., Domingues, G., Dias, J.P., Aguiar, A., Ferreira, H.S.: Patterns for things that fail. In: Proceedings of the 24th Conference on Pattern Languages of Programs, PLoP 2017. ACM - Association for Computing Machinery (2017) Ramadas, A., Domingues, G., Dias, J.P., Aguiar, A., Ferreira, H.S.: Patterns for things that fail. In: Proceedings of the 24th Conference on Pattern Languages of Programs, PLoP 2017. ACM - Association for Computing Machinery (2017)
47.
go back to reference Ray, P.P.: A survey on visual programming languages in Internet of Things. Sci. Program. 2017, 1–6 (2017) Ray, P.P.: A survey on visual programming languages in Internet of Things. Sci. Program. 2017, 1–6 (2017)
48.
go back to reference Sendorek, J., Szydlo, T., Windak, M., Brzoza-Woch, R.: Fogflow - computation organization for heterogeneous fog computing environments. In: Computational Science - ICCS 2019. pp. 634–647. Springer, Cham (2019) Sendorek, J., Szydlo, T., Windak, M., Brzoza-Woch, R.: Fogflow - computation organization for heterogeneous fog computing environments. In: Computational Science - ICCS 2019. pp. 634–647. Springer, Cham (2019)
49.
go back to reference Setiawan, R., Anom Besari, A.R., Wibowo, I.K., Rizqullah, M.R., Agata, D.: Mobile visual programming apps for Internet of Things applications based on raspberry Pi 3 platform. In: International Electronics Symposium on Knowledge Creation and Intelligent Computing, pp. 199–204, October 2019 Setiawan, R., Anom Besari, A.R., Wibowo, I.K., Rizqullah, M.R., Agata, D.: Mobile visual programming apps for Internet of Things applications based on raspberry Pi 3 platform. In: International Electronics Symposium on Knowledge Creation and Intelligent Computing, pp. 199–204, October 2019
52.
go back to reference Torres, D., Dias, J.P., Restivo, A., Ferreira, H.S.: Real-time feedback in node-red for IoT development: an empirical study. In: IEEE/ACM 24th International Symposium on Distributed Simulation and Real Time Applications, pp. 1–8 (2020) Torres, D., Dias, J.P., Restivo, A., Ferreira, H.S.: Real-time feedback in node-red for IoT development: an empirical study. In: IEEE/ACM 24th International Symposium on Distributed Simulation and Real Time Applications, pp. 1–8 (2020)
54.
go back to reference Varshney, P., Simmhan, Y.: Demystifying fog computing: characterizing architectures, applications and abstractions. In: 2017 IEEE 1st International Conference on Fog and Edge Computing (ICFEC), pp. 115–124. IEEE (2017) Varshney, P., Simmhan, Y.: Demystifying fog computing: characterizing architectures, applications and abstractions. In: 2017 IEEE 1st International Conference on Fog and Edge Computing (ICFEC), pp. 115–124. IEEE (2017)
56.
go back to reference Zhang, K., Han, D., Feng, H.: Research on the complexity in Internet of Things. In: IET Conference Publications 2010 (571 CP), pp. 395–398 (2010) Zhang, K., Han, D., Feng, H.: Research on the complexity in Internet of Things. In: IET Conference Publications 2010 (571 CP), pp. 395–398 (2010)
Metadata
Title
A Review on Visual Programming for Distributed Computation in IoT
Authors
Margarida Silva
João Pedro Dias
André Restivo
Hugo Sereno Ferreira
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-77970-2_34

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