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Virtualized controller placement for multi-domain optical transport networks using machine learning
Optical multi-domain transport networks are often controlled by a hierarchical distributed architecture of controllers. Optimal placement of these...
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Solving routing and spectrum allocation problems in flexgrid optical networks using pre-computing strategies
Flexible optical network architectures are considered a very promising solution where spectrum resources are allocated within flexible frequency...
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ED-AnoNet: Elastic Distortion-Based Unsupervised Network for OCT Image Anomaly Detection
The use of anomaly detection methods based on the deep convolutional neural network has shown its success on optical coherence tomography (OCT)...
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Spatial partitioning for proactive spectrum fragmentation avoidance in flex-grid/SDM dynamic optical core networks
Spectrum fragmentation has always been a major issue to overcome toward spectrally efficient Flex-Grid over Single-Mode Fiber dynamic optical...
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Dual optimization for enhancing TRA in MCF-based SDM-EONs
A fine-grained, flexible frequency grid of elastic optical transmission and space division multiplexing (SDM) in conjunction with spectrally...
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On regenerator site selection in translucent optical network design
In a dynamically reconfigurable wide-area translucent network, the pre-deployment of regenerators at few sites has its advantages due to the...
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Survivable routing problem on EONs with slicers for SBPP scheme
In elastic optical networks (EONs), the newly developed slicing-and-stitching technology can be applied to break the subcarrier consecutiveness...
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Survey on leveraging pre-trained generative adversarial networks for image editing and restoration
Generative adversarial networks (GANs) have drawn enormous attention due to their simple yet effective training mechanism and superior image...
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UDL: a cloud task scheduling framework based on multiple deep neural networks
Cloud task scheduling and resource allocation (TSRA) constitute a core issue in cloud computing. Batch submission is a common user task deployment...
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High Capacity and Resilient Large-Scale Deterministic IP Networks
With 5G networking, deterministic guarantees are emerging as a key enabler. In this context, we present a scalable architecture for Large-scale...
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Data Augmentation Approaches Using Cycle Consistent Adversarial Networks
Deep Learning models need lot of data which is labeled in order to do further processing. Most of the image-based datasets, however, do not have a...
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Deep Learning and Artificial Neural Networks
In this chapter, we delve into the world of applied deep learning and artificial neural networks. Our primary focus will be on their application in...
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Fragmentation Metrics in Spectrally-Spatially Flexible Optical Networks
Spectrally-spatially flexible optical networks (SS-FONs) are proposed as a solution for future traffic requirements in optical backbone networks. As...
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Energy-efficient, EDFA lifetime-aware network planning along with virtualized elastic regenerator placement for IP-over-EON
In this paper, we focus on energy-efficient network planning (including traffic provisioning) along with optimal placement of virtualized elastic...
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A precise partition strategy for proactive fragmentation avoidance in SDM-EONs with crosstalk awareness
Nowadays, space-division-multiplexing elastic optical networks (SDM-EONs) have become a promising technology for the next generation of backbone...
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Future Perspectives in Elastic Optical Networks
The new generation Elastic Optical Networks (EONs) based on Orthogonal Frequency Division Multiplexing (OFDM) can accommodate exponentially...
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Lightpath routing and wavelength assignment for static demand in translucent optical networks
Translucent optical networks use sparsely located regenerator nodes to increase the optical reach, otherwise limited by the physical layer...
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Self-attention Networks for Non-recurrent Handwritten Text Recognition
Handwritten text recognition is still an unsolved problem in the field of machine learning. Nevertheless, this technology has improved considerably...
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Performance analysis of elastic optical networks (EONs) switches under unicast traffic
Bandwidth variable-wavelength cross connect switches (BV-WXCs) play an important role in the routing and spectrum assignment (RSA) problem in elastic...
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Unsupervised Image to Image Translation for Multiple Retinal Pathology Synthesis in Optical Coherence Tomography Scans
Image to Image Translation (I2I) is a challenging computer vision problem used in numerous domains for multiple tasks. Recently, ophthalmology became...