Skip to main content

Coverage Optimization of a VLC-Based Smart Room with Genetic Algorithm

  • Conference paper
  • First Online:
Book cover Optical and Wireless Technologies

Abstract

In smart rooms, light-emitting diodes (LEDs) are used for visible light communications. In this communication process, it is observed that there is uneven distribution of received optical power and signal-to-noise ratio (SNR) on the same receiving plane. This affects the performance of the LED panel as some of the LEDs have to transmit more power to the get connected to the far away receivers. Here, this is developed as an optimization problem, i.e., optimization of received optical power and SNR together by controlling the distance between LED panel and receiver. The optimization is performed by genetic algorithm. A case study is presented for a 5 m × 5 m × 3 m size room with a single 4 × 4 LED panel placed at the center. Simulation study reveals that after optimization there is almost uniform optical power distribution and SNR in the same receiving plane.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 219.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Grobe L, Paraskevopoulos A, Hilt J, Schulz D, Lassak F, Hartlieb F, Kottke C, Jungnickel V, Langer KD (2013) High-speed visible light communication systems. IEEE Commun Mag 51(12):60–66

    Article  Google Scholar 

  2. Pathak PH, Feng X, Hu P, Mohapatra P (2015) Visible light communication, networking, and sensing: a survey, potential and challenges. IEEE Commun Surv Tutor 17(4):2047–2077

    Article  Google Scholar 

  3. Kumawat IR, Nanda SJ, Maddila RK (2017) Positioning LED panel for uniform illuminance in indoor VLC system using whale optimization. In: Proceedings of international conference on optical and wireless technologies. Lecture notes in electrical engineering, vol 472. Springer, pp 131–139

    Google Scholar 

  4. Liu H, Wang X, Chen Y, Kong D, Xia P (2017) Optimization lighting layout based on gene density improved genetic algorithm for indoor visible light communications. Opt Commun 390:76–81

    Article  Google Scholar 

  5. Sun G, Liu Y, Yang M, Wang A, Liang S, Zhang Y (2017) Coverage optimization of VLC in smart homes based on improved cuckoo search algorithm. Comput Netw 116:63–78

    Article  Google Scholar 

  6. Wang L, Wang C, Chi X, Zhao L, Dong X (2017) Optimizing SNR for indoor visible light communication via selecting communicating LEDs. Opt Commun 387:174–181

    Article  Google Scholar 

  7. Goldberg DE (2006) Genetic algorithms. Pearson Education India

    Google Scholar 

  8. Goldberg DE (2013) The design of innovation: lessons from and for competent genetic algorithms, vol 7. Springer Science & Business Media

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Satyasai Jagannath Nanda .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2020 Springer Nature Singapore Pte Ltd.

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Kumar, K.D., Maddila, R.K., Nanda, S.J. (2020). Coverage Optimization of a VLC-Based Smart Room with Genetic Algorithm. In: Janyani, V., Singh, G., Tiwari, M., d’Alessandro, A. (eds) Optical and Wireless Technologies . Lecture Notes in Electrical Engineering, vol 546. Springer, Singapore. https://doi.org/10.1007/978-981-13-6159-3_14

Download citation

  • DOI: https://doi.org/10.1007/978-981-13-6159-3_14

  • Published:

  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-13-6158-6

  • Online ISBN: 978-981-13-6159-3

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics