Skip to main content

Node Assembly for Waste Level Measurement: Embrace the Smart City

  • Conference paper
  • First Online:
Optimization, Learning Algorithms and Applications (OL2A 2022)

Abstract

Municipal Solid Waste Management Systems (MSWMS) worldwide are currently facing pressure due to the rapid growth of the population in cities. One of the biggest challenges in this system is the inefficient expenditure of time and fuel in waste collection. In this regard, cities/municipalities in charge of MSWMS could take advantage of information and communication technologies to improve the overall quality of their infrastructure. One particular strategy that has been explored and is showing interesting results is using a Wireless Sensors Network (WSN) to monitor waste levels in real-time and help decision-making regarding the need for collection. The WSN is equipped with sensing devices that should be carefully chosen considering the real scenario in which they will work. Therefore, in this work, three sets of sensors were studied to evaluate which is the best to be used in the future WSN assembled in Bragança, Portugal. Sets tested were HC-SR04 (S1), HC-SR04 + DHT11 (S2), and US-100 (S3). Tests considered for this work were air temperature and several distances. In the first, the performance of each set to measure a fixed target (metal and plastic box) was evaluated under different temperatures (1.7–37 \(^\circ \)C). From these results, two best sets were further used to assess distance measurement at a fixed temperature. This test revealed low absolute errors measuring the distances of interest in this work, ranging from 0.18% to 1.27%.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Borthakur, A., Singh, P.: 9 - mapping the emergence of research activities on e-waste: a scientometric analysis and an in-depth review. In: Prasad, M.N.V., Vithanage, M., Borthakur, A. (eds.) Handbook of Electronic Waste Management, pp. 191–206. Butterworth-Heinemann (2020). https://doi.org/10.1016/B978-0-12-817030-4.00017-6

  2. Dey, K., Fries, R., Ahmed, S.: Future of transportation cyber-physical systems - smart cities/regions. In: Deka, L., Chowdhury, M. (eds.) Transportation Cyber-Physical Systems, pp. 267–307. Elsevier (2018). https://doi.org/10.1016/B978-0-12-814295-0.00011-3

  3. Esmaeilian, B., Wang, B., Lewis, K., Duarte, F., Ratti, C., Behdad, S.: The future of waste management in smart and sustainable cities: a review and concept paper. Waste Manage. 81, 177–195 (2018). https://doi.org/10.1016/j.wasman.2018.09.047

    Article  Google Scholar 

  4. Sepasgozar, S.M., Hawken, S., Sargolzaei, S., Foroozanfa, M.: Implementing citizen centric technology in developing smart cities: a model for predicting the acceptance of urban technologies. Technol. Forecast. Soc. Change 142, 105–116 (2019). https://doi.org/10.1016/j.techfore.2018.09.012

    Article  Google Scholar 

  5. Bibri, S.E., Krogstie, J.: Smart sustainable cities of the future: an extensive interdisciplinary literature review. Sustain. Cities Soc. 31, 183–212 (2017). https://doi.org/10.1016/j.scs.2017.02.016

    Article  Google Scholar 

  6. Nirde, K., Mulay, P.S., Chaskar, U.M.: IoT based solid waste management system for smart city. In: 2017 International Conference on Intelligent Computing and Control Systems (ICICCS), pp. 666–669 (2017). https://doi.org/10.1109/ICCONS.2017.8250546

  7. Deka, L., Khan, S.M., Chowdhury, M., Ayres, N.: Transportation cyber-physical system and its importance for future mobility. In: Deka, L., Chowdhury, M. (eds.) Transportation Cyber-Physical Systems, pp. 1–20. Elsevier (2018). https://doi.org/10.1016/B978-0-12-814295-0.00001-0

  8. Kiran, D.: Chapter 35 - internet of things. In: Production Planning and Control, pp. 495–513. Butterworth-Heinemann (2019). https://doi.org/10.1016/B978-0-12-818364-9.00035-4

  9. Tolaymat, T., El Badawy, A., Sequeira, R., Genaidy, A.: A system-of-systems approach as a broad and integrated paradigm for sustainable engineered nanomaterials. Sci. Total Environ. 511, 595–607 (2015). https://doi.org/10.1016/j.scitotenv.2014.09.029

    Article  Google Scholar 

  10. Lu, X., Pu, X., Han, X.: Sustainable smart waste classification and collection system: a bi-objective modeling and optimization approach. J. Clean. Product. 276, 124183 (2020). https://doi.org/10.1016/j.jclepro.2020.124183

    Article  Google Scholar 

  11. Akinyemi, L.A., Makanjuola, T., Shoewu, O., Folorunso, C.O.: Smart city and vehicle pollution monitoring using wireless network system. Urban Design - ITS (2018). https://doi.org/10.31058/j.ud.2018.12005

  12. Ruiz-Rosero, J., Ramirez-Gonzalez, G., Viveros-Delgado, J.: Software survey: ScientoPy, a scientometric tool for topics trend analysis in scientific publications. Scientometrics 121(2), 1165–1188 (2019). https://doi.org/10.1007/s11192-019-03213-w

    Article  Google Scholar 

  13. Municipal waste statistics - european commission. https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Municipal_waste_statistics. Accessed 25 May 2022

  14. Tsai, F.M., Bui, T.D., Tseng, M.L., Lim, M.K., Hu, J.: Municipal solid waste management in a circular economy: a data-driven bibliometric analysis. J. Clean. Product. 275, 124132 (2020). https://doi.org/10.1016/j.jclepro.2020.124132

    Article  Google Scholar 

  15. Memon, S.K., Shaikh, F.K., Mahoto, N.A., Memon, A.A.: IoT based smart garbage monitoring & collection system using wemos & ultrasonic sensors. In: 2019 2nd International Conference on Computing, Mathematics and Engineering Technologies (iCoMET), pp. 1–6. IEEE (2019). https://doi.org/10.1109/ICOMET.2019.8673526

  16. Brito, T., Pereira, A.I., Lima, J., Valente, A.: Wireless sensor network for ignitions detection: an IoT approach. Electronics 9(6), 893 (2020). https://doi.org/10.3390/electronics9060893

    Article  Google Scholar 

  17. Brito, T., et al.: Optimizing data transmission in a wireless sensor network based on LoRaWAN protocol. In: Pereira, A.I., et al. (eds.) OL2A 2021. CCIS, vol. 1488, pp. 281–293. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-91885-9_20

  18. Misra, D., Das, G., Chakrabortty, T., Das, D.: An IoT-based waste management system monitored by cloud. J. Material Cycles Waste Manage. 20(3), 1574–1582 (2018). https://doi.org/10.1007/s10163-018-0720-y

    Article  Google Scholar 

  19. Rafiquzzaman, M.: Microcontroller Theory and Applications with the PIC18F. Wiley (2018)

    Google Scholar 

  20. Güven, Y., Coşgun, E., Kocaoğlu, S., Gezici, H., Yılmazlar, E.: Understanding the concept of microcontroller based systems to choose the best hardware for applications. Int. J. Eng. Sci. (2017). https://hdl.handle.net/20.500.11857/1024

  21. El-Abd, M.: A review of embedded systems education in the arduino age: lessons learned and future directions. Int. J. Eng. Pedagogy (2017). https://doi.org/10.3991/ijep.v7i2.6845

    Article  Google Scholar 

  22. Arduino UNO datasheet. http://store-usa.arduino.cc/products/arduino-uno-rev3. Accessed 25 May 2022

  23. Kondaveeti, H.K., Kumaravelu, N.K., Vanambathina, S.D., Mathe, S.E., Vappangi, S.: A systematic literature review on prototyping with arduino: applications, challenges, advantages, and limitations. Comput. Sci. Rev. 40, 100364 (2021). https://doi.org/10.1016/j.cosrev.2021.100364

    Article  Google Scholar 

  24. Aguila, J., Dimayuga, H., Pineda, K., Magwili, G.: Development of smart waste bin with integrated volume and weight sensor. In: 2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM), pp. 1–5. IEEE (2019). https://doi.org/10.1109/HNICEM48295.2019.9072885

  25. Kumar, N.S., Vuayalakshmi, B., Prarthana, R.J., Shankar, A.: IoT based smart garbage alert system using arduino uno. In: 2016 IEEE region 10 conference (TENCON), pp. 1028–1034. IEEE (2016). https://doi.org/10.1109/TENCON.2016.7848162

  26. Talukder, S., Sakib, M.I.I., Talukder, Z.R., Das, U., Saha, A., Bayev, N.S.N.: Usensewer: Ultrasonic sensor and gsm-arduino based automated sewerage management. In: 2017 International Conference on Current Trends in Computer, Electrical, Electronics and Communication (CTCEEC), pp. 12–17. IEEE (2017). https://doi.org/10.1109/CTCEEC.2017.8455169

  27. Fei, T.P., et al.: SWM: Smart waste management for green environment. In: 2017 6th ICT International Student Project Conference (ICT-ISPC), pp. 1–5. IEEE (2017). https://doi.org/10.1109/ICT-ISPC.2017.8075303

  28. Haq, F.A., Dewantara, B.S.B., Marta, B.S.: Room mapping using ultrasonic range sensor on the atracbot (autonomous trash can robot): a simulation approach. In: 2020 International Electronics Symposium (IES), pp. 265–270. IEEE (2020). https://doi.org/10.1109/IES50839.2020.9231734

  29. Zhmud, V., Kondratiev, N., Kuznetsov, K., Trubin, V., Dimitrov, L.: Application of ultrasonic sensor for measuring distances in robotics. In: Journal of Physics: Conference Series, vol. 1015, p. 032189. IOP Publishing (2018). https://doi.org/10.1088/1742-6596/1015/3/032189

  30. HC-SR04 datasheet. https://www.alldatasheet.com/datasheet-pdf/pdf/1132203/ETC2/HC-SR04.html. Accessed 28 May 2022

  31. DHT11 datasheet. https://www.alldatasheet.com/datasheet-pdf/pdf/1132088/ETC2/DHT11.html. Accessed 28 May 2022

  32. US-100 datasheet. https://www.alldatasheet.com/datasheet-pdf/pdf/1283987/ETC1/US-100.html. Accessed 28 May 2022

  33. Cramer, O.: The variation of the specific heat ratio and the speed of sound in air with temperature, pressure, humidity, and co2 concentration. J. Acoust. Soc. America 93(5), 2510–2516 (1993). https://doi.org/10.1121/1.405827

    Article  Google Scholar 

  34. Instituto Português do Mar e da Atmosfera. https://www.ipma.pt/pt/index.html. Accessed 25 May 2022

  35. Vieira, S., et al.: Atmospheric features and risk of ST-elevation myocardial infarction in porto (portugal): a temperate mediterranean (csb) city. Revista Portuguesa de Cardiologia 41(1), 51–58 (2022). https://doi.org/10.1016/j.repc.2020.11.015

Download references

Acknowledgements

This work has been supported by FCT - Fundação para a Ciência e Tecnologia within the R &D Units Project Scope: UIDB/05757/2020, UIDB/00690/2020, LA/P/0045/2020, UIDB/50020/2020, and UIDP/50020/2020. Adriano Silva was supported by FCT-MIT Portugal PhD grant SFRH/BD/151 346/2021, and Thadeu Brito was supported by FCT PhD grant SFRH/BD/08598 /2020. Jose L. Diaz de Tuesta acknowledges the finantial support through the program of Atraccion de Talento of Atraccion al Talento of the Comunidad de Madrid (Spain) for the individual research grant 2020-T2/AMB-19836.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Adriano S. Silva .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2022 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Silva, A.S. et al. (2022). Node Assembly for Waste Level Measurement: Embrace the Smart City. In: Pereira, A.I., Košir, A., Fernandes, F.P., Pacheco, M.F., Teixeira, J.P., Lopes, R.P. (eds) Optimization, Learning Algorithms and Applications. OL2A 2022. Communications in Computer and Information Science, vol 1754. Springer, Cham. https://doi.org/10.1007/978-3-031-23236-7_42

Download citation

  • DOI: https://doi.org/10.1007/978-3-031-23236-7_42

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-23235-0

  • Online ISBN: 978-3-031-23236-7

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics