journal article·2024-09-04Open access

Rolling Shutter-Based Underwater Optical Camera Communication (UWOCC) with Side Glow Optical Fiber (SGOF)

Jia-Fu Li, Yun-Han Chang, Yung-Jie Chen, Chi-Wai Chow

Applied Sciences· Volume 14· Issue 17

Abstract

Nowadays, a variety of underwater activities, such as underwater surveillance, marine monitoring, etc., are becoming crucial worldwide. Underwater sensors and autonomous underwater vehicles (AUVs) are widely adopted for underwater exploration. Underwater communication via radio frequency (RF) or acoustic wave suffers high transmission loss and limited bandwidth. In this work, we present and demonstrate a rolling shutter (RS)-based underwater optical camera communication (UWOCC) system utilizing a long short-term memory neural network (LSTM-NN) with side glow optical fiber (SGOF). SGOF is made of poly-methyl methacrylate (PMMA) SGOF. It is lightweight and flexibly bendable. Most importantly, SGOF is water resistant; hence, it can be installed in an underwater environment to provide 360° “omni-directional” uniform radial light emission around its circumference. This large FOV can fascinate the optical detection in underwater turbulent environments. The proposed LSTM-NN has the time-memorizing characteristics to enhance UWOCC signal decoding. The proposed LSTM-NN is also compared with other decoding methods in the literature, such as the PPB-NN. The experimental results demonstrated that the proposed LSTM-NN outperforms the PPB-NN in the UWOCC system. A data rate of 2.7 kbit/s can be achieved in UWOCC, satisfying the pre-forward error correction (FEC) condition (i.e., bit error rate, BER ≤ 3.8 × 10−3). We also found that thin fiber also allows performing spatial multiplexing to enhance transmission capacity.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Optical Wireless Communication Technologies · Underwater Vehicles and Communication Systems · Water Quality Monitoring Technologies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Photonics, Graduate Institute of Electro-Optical Engineering, College of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, Hsinchu 30010, Taiwan

Funding

National Science and Technology Council

References (49)

Show source-provided references
1. Fundamental analysis for visible-light communication system using LED lights10.1109/TCE.2004.1277847 ↗
2. O’Brien, D.C., Zeng, L., Le-Minh, H., Faulkner, G., Walewski, J.W., and Randel, S. (2008, January 15–18). Visible light communications: Challenges and possibilities. Proceedings of the 2008 IEEE 19th International Symposium on Personal, Indoor and Mobile Radio Communications, Cannes, France.10.1109/PIMRC.2008.4699964 ↗
3. Digital signal processing for light emitting diode based visible light communication
4. 2 Gbit/s data transmission from an unfiltered laser-based phosphor-converted white lighting communication system10.1364/OE.23.029779 ↗
5. 450-nm GaN laser diode enables high-speed visible light communication with 9-Gbps QAM-OFDM10.1364/OE.23.013051 ↗
6. Bidirectional white-lighting WDM VLC–UWOC converged systems10.1109/JLT.2021.3073395 ↗
7. Optical wireless communication
8. Serafimovski, N., Jungnickel, V., Jang, Y.M., and Qiang, J.L. (2024, September 01). An Overview on High Speed Optical Wireless/Light Communications. IEEE 802.11-17/0962r1. Available online: https://www.google.com.hk/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.ieee802.org/802_tutorials/2017-07/11-17-0962-03-00lc-An-Overview-on-High-Speed-Optical-Wireless-Light.pdf&ved=2ahUKEwjog5Oo16CIAxV4slYBHcwSCkgQFnoECBIQAQ&usg=AOvVaw3wccs1P_LroY6R9zUmvzkC.
9. Recent advances and future perspectives in optical wireless communication, free space optical communication and sensing for 6G10.1109/JLT.2024.3386630 ↗
11. Visible light communication in 6G: Advances, challenges, and prospects10.1109/MVT.2020.3017153 ↗
12. An 8 m/9.6 Gbps underwater wireless optical communication system10.1109/JPHOT.2016.2601778 ↗
13. Underwater and water-air optical wireless communication10.1109/JLT.2021.3125140 ↗
14. Wavy water-to-air optical camera communication system using rolling shutter image sensor and long short term memory neural network10.1364/OE.503787 ↗
15. Submarine communications10.14429/dsj.43.4209 ↗
16. Underwater acoustic communications10.1109/MCOM.1982.1090990 ↗
17. Underwater acoustic sensor networks: Research challenges10.1016/j.adhoc.2005.01.004 ↗
18. Soliman, D. (2016). Augmented Microscopy: Development and Application of High-Resolution Optoacoustic and Multimodal Imaging Techniques for Label-Free Biological Observation. [Ph.D. Thesis, Technische Universität München].
19. Recent progress in and perspectives of underwater wireless optical communication10.1016/j.pquantelec.2020.100274 ↗
20. Advanced modulation formats for underwater visible light communications [Invited]10.3788/COL201816.120603 ↗
21. 3.075 Gb/s underwater visible light communication utilizing hardware pre-equalizer with multiple feature points
22. Common-anode LED on a Si substrate for beyond 15 Gbit/s underwater visible light communication10.1364/PRJ.7.001019 ↗
23. Discrete multitone transmission for underwater optical wireless communication system using probabilistic constellation shaping to approach channel capacity limit10.1364/OL.44.000558 ↗
24. Tsai, W.S., Lu, H.H., Wu, H.W., Su, C.W., and Huang, Y.C. (2019). A 30 Gb/s PAM4 underwater wireless laser transmission system with optical beam reducer/expander. Sci. Rep., 9.10.1038/s41598-019-45125-y ↗
25. 35.88 attenuation lengths and 3.32 bits/photon underwater optical wireless communication based on photon-counting receiver with 256-PPM10.1364/OE.26.021685 ↗
26. Toward long-distance underwater wireless optical communication based on A high sensitivity single photon avalanche diode
27. A Review of Underwater Localization Techniques, Algorithms, and Challenges10.1155/2020/6403161 ↗
28. Localization and Detection of Targets in Underwater Wireless Sensor Using Distance and Angle Based Algorithms10.1109/ACCESS.2019.2909133 ↗
29. Danakis, C., Afgani, M., Povey, G., Underwood, I., and Haas, H. (2012, January 3–7). Using a CMOS camera sensor for visible light communication. Proceedings of the 2012 IEEE Globecom Workshops, Anaheim, CA, USA.10.1109/GLOCOMW.2012.6477759 ↗
30. Display light panel and rolling shutter image sensor based optical camera communication (OCC) using frame-averaging background removal and neural network10.1109/JLT.2021.3073656 ↗
31. Roberts, R.D. (2013, January 16–18). Undersampled frequency shift ON-OFF keying (UFSOOK) for camera communications (CamCom). Proceedings of the 2013 22nd Wireless and Optical Communication Conference, Chongqing, China.10.1109/WOCC.2013.6676454 ↗
32. Non-flickering 100 m RGB visible light communication transmission based on a CMOS image sensor10.1364/OE.26.007079 ↗
33. Luo, P., Ghassemlooy, Z., Le Minh, H., Tang, X., and Tsai, H.M. (2014, January 23–25). Undersampled phase shift ON-OFF keying for camera communication. Proceedings of the 2014 Sixth International Conference on Wireless Communications and Signal Processing (WCSP), Hefei, China.10.1109/WCSP.2014.6992043 ↗
34. 130-m Image sensor based Visible Light Communication (VLC) using under-sample modulation and spatial modulation10.1016/j.optcom.2022.128405 ↗
35. Unmanned-aerial-vehicle based optical camera communication system using light-diffusing fiber and rolling-shutter image-sensor10.1364/OE.492547 ↗
36. Side-emitting fiber-based distributed receiver for visible light communication uplink10.1364/OL.503114 ↗
37. Optical camera communications link using an LED-coupled illuminating optical fiber10.1364/OL.428077 ↗
38. Chang, Y.H., Chow, C.W., Lin, Y.Z., Jian, Y.H., Wang, C.C., Liu, Y., and Yeh, C.H. (2023). Bi-Directional Free-Space Visible Light Communication Supporting Multiple Moveable Clients Using Light Diffusing Optical Fiber. Sensors, 23.10.20944/preprints202304.0860.v1 ↗
39. 47-kbit/s RGB-LED-based optical camera communication based on 2D-CNN and XOR-based data loss compensation10.1364/OE.27.033840 ↗
40. PAM4 rolling-shutter demodulation using a pixel-per-symbol labeling neural network for optical camera communications10.1364/OE.430625 ↗
41. Mitigation of PAM4 rolling shuttered pattern grayscale ambiguity in demodulation utilizing long short term memory neural network (LSTM-NN) in optical wireless communication systems10.1016/j.optcom.2023.129260 ↗
42. Transition-based Data Decoding for Optical Camera Communications Using a Rolling Shutter Camera
43. Demonstration of symbol timing synchronization for rolling shutter-based optical camera communication10.1364/OE.530222 ↗
44. Decoding mobile-phone image sensor rolling shutter effect for visible light communications10.1117/1.OE.55.1.016103 ↗
45. Data Rate Enhancement in Optical Camera Communications Using an Artificial Neural Network Equaliser10.1109/ACCESS.2020.2976537 ↗
46. An Overview on Methods for Producing Side-Emitting Polymer Optical Fibers10.3390/textiles1020017 ↗
47. Evaluation of Illumination Intensity of Plastic Optical Fibres with Tio2 Particles by Laser Treatment10.2478/aut-2014-0016 ↗
48. Kokhanovsky, A.A. (2016). Light Scattering Reviews 10, Springer.10.1007/978-3-662-46762-6 ↗
49. Long short-term memory10.1162/neco.1997.9.8.1735 ↗