Realization of Optical DEMUX using Machine Learning Model: A Future Paradigm for Optical-VLSI System

References

• T. Carneiro, R. V. M. Da Nóbrega, T. Nepomuceno, G.-B. Bian, V. H. C. De Albuquerque, and P. P. Rebouças Filho, “Performance analysis of google colaboratory as a tool for accelerating deep learning applications,” IEEE Access., Vol. 6, pp. 61677–61685, 2018. doi:10.1109/ACCESS.2018.2874767
   Web of Science ®Google Scholar
• K. Bregar, and M. Mohorcic, “Improving indoor localization using convolutional neural networks on computationally restricted devices,” IEEE Access., Vol. 6, pp. 17429–17441, 2018. doi:10.1109/ACCESS.2018.2817800
   Web of Science ®Google Scholar
• T. Nguyen, S. W. Chen, S. S. Shivakumar, C. J. Taylor, and V. Kumar, “Unsupervised deep homography: A fast and robust homography estimation model,” IEEE robotics and automation letters, vol. 3, no. 3, pp. 2346–2353, July 2018.
   Google Scholar
• C. Sang, and M. Di Pierro, “Improving trading technical analysis with TensorFlow long short-term memory (LSTM) neural network,” The Journal of Finance and Data Science, Vol. 5, no. 1, pp. 1–11, March 2019. doi:10.1016/j.jfds.2018.10.003
   Google Scholar
• Y. Khan, et al., “Mathematical modeling of photonic crystal based optical filters using machine learning,” ICE Cube, Vol. 1, pp. 1–5, 2018.
   Google Scholar
• A. S. Ferreira, C. H. d. Silva Santos, H. Enrique, and H. Figueroa, “Towards an integrated evolutionary strategy and artificial neural network computational tool for designing photonic coupler devices,” Appl. Soft. Comput., Vol. 65, pp. 1–11, April 2018. doi:10.1016/j.asoc.2017.12.043
   Web of Science ®Google Scholar
• D. Gostimirovic, and W. N. Ye, “Automating photonic design with machine learning,” in International Conference on Group IV Photonics (GFP), 2018, pp. 71–72.
   Google Scholar
• G. N. Malheiros-Silveira, and H. E. Hernández-Figueroa, “Prediction of dispersion relation and PBGs in 2-D PCs by using artificial neural networks,” IEEE Photonics Technol. Lett., Vol. 24, no. 20, pp. 1799–1801, 2012. doi:10.1109/LPT.2012.2215846
   Web of Science ®Google Scholar
• G. Palai, and S. K. Tripathy. Efficient Silicon Grating for SOI Applications; Optik, Vol. 124, pp. 2645–2649, 2013.
   Google Scholar
• K. P. Swain, G. Palai, and J. K. Moharana, “Optical filter based electrical control vis-à-vis cloud data: A new hybrid optoelectronics device for embedded application,” Optik. (Stuttg), Vol. 178, pp. 964–969, 2019. doi:10.1016/j.ijleo.2018.09.054
   Web of Science ®Google Scholar
• K. P. Swain, G. Palai, and J. K. Moharana, “Design and implementation of opto-electro decoder using photonic structure: A new application of Li-fi vis-a-vis optical embedded system,” Optik - International Journal for Light and Electron Optics, Vol. 178, pp. 658–663, 2019. doi:10.1016/j.ijleo.2018.10.029
   Google Scholar
• E. R. Brandao, C. H. Costa, M. S. Vasconcelos, D. Anselmo, and V. D. Mello, “Octonacci photonic quasicrystals,” Opt. Mater., Vol. 46, pp. 378–383, 2015. doi:10.1016/j.optmat.2015.04.051
   Web of Science ®Google Scholar
• K. P. Swain, G. Palai, and J. K. Moharana, “Analysis for ‘101’ channels of MUX/DEMUX using grating SOI structure at sub nanometer scale,” Optik. (Stuttg), Vol. 129, pp. 78–82, 2017. doi:10.1016/j.ijleo.2016.10.053
   Web of Science ®Google Scholar
• C. Nayak, A. Saha, and A. Aghajamali, “Periodic multilayer magnetized cold plasma containing a doped semiconductor,” Indian J. Phys., Vol. 92, pp. 911–917, 2018. doi:10.1007/s12648-018-1176-6
   Web of Science ®Google Scholar
• A. Rashidi, C. Nayak, C. G. Bezerra, C. H. Costa, and F. A. Pinheiro, “Tunable terahertz absorption in Si/SiO2-graphene multilayers: disorder and magneto-optical effects,” Appl. Opt., Vol. 59, no. 35, pp. 11034–11040, 2020. doi:10.1364/AO.408531
   PubMed Web of Science ®Google Scholar
• C. S. Mishra, D. Prakash, S. K. Tripathy, and K. D. Verma, “Analysis of HLB pass filter using silicon photonics structure,” Optik. (Stuttg), Vol. 144, no. 1, pp. 522–527, 2017. doi:10.1016/j.ijleo.2017.07.026
   Google Scholar
• K. Swain, S. Behera, I. Amiri, G. Palai, and P. Sarkar, “Analysis of reflectance in silicon based ternary photonic crystal waveguide to realize mirror application,” in 2nd International Conference on Non-Conventional Energy: Nanotechnology & Nanomaterials for Energy & Environment (ICNNEE), 2019.
   Google Scholar
• S. K. Sahu, S. Sahu, C. S. Mishra, and G. Palai, “; Analysis of reflected frequency band of metamaterial grating at THz frequency: a future application of filter,” Optik. (Stuttg), Vol. 127, no. 10, pp. 4547–4550, 2016. doi:10.1016/j.ijleo.2016.01.166
   Web of Science ®Google Scholar
• M. K. Chhipa, B. Madhav, and B. Suthar, “Design and analysis of optical filter for optical communication networks using photonics technology,” AIP Conf. Proc., Vol. 2220, no. 1, doi:10.1063/5.0001249.
   Google Scholar