Research graph
References from Opt DR-GNN: optimization enabled reliability prediction and hybrid deep reinforcement -graph neural network for dynamic restoration of WDM networks. Local targets link to admitted publications; unresolved targets remain external evidence.
On spectrum efficient failure-independent path protection p-cycle design in elastic optical networks
10.1109/jlt.2015.2456052 · 2015 · External reference
Maximizing IP fast rerouting coverage in survivable IP-over-WDM networks
2015 · External reference
Ronald Romero Reyes, and Thomas Bauschert, “Multilayer restoration in IP-Optical networks by adjustable robust optimization and deep reinforcement learning”
10.1364/jocn.523894 · 2024 · External reference
Óscar González de Dios, and Juan Pedro Fernández-Palacios, “Minimizing resource protection in IP over WDM networks: Multi-layer shared backup router”
10.1364/jocn.7.00a440 · 2015 · External reference
Graph neural networks: a review of methods and applications
10.1016/j.aiopen.2021.01.001 · 2020 · External reference
Protection techniques for wavelength division multiplexing networks using resource delayed release strategy
2021 · External reference
A dynamic resilience approach for WDM optical networks
10.1515/joc-2016-0016 · 2017 · External reference
Using graph-enhanced deep reinforcement learning for distribution network fault recovery
10.3390/machines13070543 · 2025 · External reference
Estimating the survivability impact of multi-fiber wavelength-division multiplexing networks
10.1109/access.2020.3035148 · 2020 · External reference
Secretary bird optimization algorithm: a new metaheuristic for solving global optimization problems
10.1007/s10462-024-10729-y · 2024 · External reference
Resilience-driven multiobjective restoration planning for water distribution networks
10.1061/(asce)cf.1943-5509.0001478 · 2020 · External reference
Optical labels enabled optical performance monitoring in WDM systems
10.3390/photonics9090647 · 2022 · External reference
Sea-horse optimizer: a novel nature-inspired meta-heuristic for global optimization problems
10.1007/s10489-022-03994-3 · 2023 · External reference
A method for joint routing, wavelength dimensioning and fault tolerance for any set of simultaneous failures on dynamic WDM optical networks
10.1016/j.yofte.2017.08.001 · 2017 · External reference
A graph convolution network‐deep reinforcement learning model for resilient water distribution network repair decisions
10.1111/mice.12813 · 2022 · External reference
Optical convolutional neural network with WDM-based optical patching and microring weighting banks
10.1109/lpt.2020.3045478 · 2022 · External reference
Protection in elastic optical networks
10.1109/mnet.2015.7340430 · 2015 · External reference
10.1109/icc45041.2023.10278767
10.1109/icc45041.2023.10278767 · External reference
Improving link failure restoration in next-generation wireless sensor networks
10.1016/j.array.2022.100147 · 2022 · External reference
Unresolved reference
External reference
WDM-PON for 5G wireless fronthaul
10.1109/mwc.001.2100420 · 2022 · External reference
A fair energy-aware optimization model for UAVs in next-generation wireless networks
10.1016/j.geits.2023.100130 · 2024 · External reference
A novel hybrid efficiency prediction model for pumping well system based on MDS–SSA–GNN
10.1002/ese3.1807 · 2024 · External reference
Shahdi Malakooti, Shaya Sheikh, Camelia Al-Najjar, and Behnam Malakooti,“Multi-objective OLSR for proactive routing in MANET with delay, energy, and link lifetime predictions”
10.1016/j.apm.2010.09.019 · 2011 · External reference
Unresolved reference
External reference
10.1093/tse/tdaf048
10.1093/tse/tdaf048 · External reference
10.3390/photonics13020193
10.3390/photonics13020193 · External reference
A rule-based modeling approach for network application availability assessment under dynamic network restoration scheme
10.1016/j.measurement.2023.113040 · 2023 · External reference
10.1093/tse/tdaf056
10.1093/tse/tdaf056 · External reference
Unresolved reference
External reference
Vision transformer-based image dehazing for climate-resilient maritime navigation“
2026 · External reference
10.1016/j.renene.2024.122154
10.1016/j.renene.2024.122154 · External reference
A resilient network recovery framework against cascading failures with deep graph learning
2024 · External reference
10.1109/ecoc48923.2020.9333399
10.1109/ecoc48923.2020.9333399 · External reference
Design and performance analysis of the WDM schemes for radio over fiber system with different fiber propagation losses
10.3390/fib7030019 · 2019 · External reference
Hybrid approach for WDM network restoration: deep reinforcement learning and graph neural networks
10.1109/ojcs.2025.3583945 · 2025 · External reference
10.3390/photonics12040323
10.3390/photonics12040323 · External reference
A fast and effective MIMO algorithm using CLR-RNN for hybrid MDM and WDM optical communication system
2024 · External reference
An efficient 110× 8 GHz WDM RoF system design for 5G and advance wireless networks
10.1007/s11082-022-03726-4 · 2022 · External reference
Semi-active wavelength division multiplexing system based on pilot-tone relay detection for 5g centralized front-haul network
10.1109/access.2021.3074573 · 2021 · External reference
Net2plan: an open-source network planning tool for bridging the gap between academia and industry
10.1109/mnet.2015.7293311 · 2015 · External reference
Explainable deep reinforcement learning: state of the art and challenges
10.1145/3527448 · 2022 · External reference
10.3390/drones6100273
10.3390/drones6100273 · External reference
Availability analysis under multiple link failures in WDM networks with shared-link connections
10.1007/s11107-011-0339-6 · 2012 · External reference
Potential impact of CV-QKD integration on classical WDM network capacity
10.1109/lpt.2022.3195433 · 2022 · External reference
Improved self-seeding and carrier remodulation performance for WDM-PON by means of double RSOA erasure
10.1016/j.optcom.2019.125018 · 2020 · External reference
A novel hybrid efficiency prediction model for pumping well system based on MDS–SSA–GNN
10.1002/ese3.1807 · ExternalCitation · doi-reference
Secretary bird optimization algorithm: a new metaheuristic for solving global optimization problems
10.1007/s10462-024-10729-y · ExternalCitation · doi-reference
Sea-horse optimizer: a novel nature-inspired meta-heuristic for global optimization problems
10.1007/s10489-022-03994-3 · ExternalCitation · doi-reference
An efficient 110× 8 GHz WDM RoF system design for 5G and advance wireless networks
10.1007/s11082-022-03726-4 · ExternalCitation · doi-reference
Availability analysis under multiple link failures in WDM networks with shared-link connections
10.1007/s11107-011-0339-6 · ExternalCitation · doi-reference
Graph neural networks: a review of methods and applications
10.1016/j.aiopen.2021.01.001 · ExternalCitation · doi-reference
Shahdi Malakooti, Shaya Sheikh, Camelia Al-Najjar, and Behnam Malakooti,“Multi-objective OLSR for proactive routing in MANET with delay, energy, and link lifetime predictions”
10.1016/j.apm.2010.09.019 · ExternalCitation · doi-reference
Improving link failure restoration in next-generation wireless sensor networks
10.1016/j.array.2022.100147 · ExternalCitation · doi-reference
A fair energy-aware optimization model for UAVs in next-generation wireless networks
10.1016/j.geits.2023.100130 · ExternalCitation · doi-reference
A rule-based modeling approach for network application availability assessment under dynamic network restoration scheme
10.1016/j.measurement.2023.113040 · ExternalCitation · doi-reference
Improved self-seeding and carrier remodulation performance for WDM-PON by means of double RSOA erasure
10.1016/j.optcom.2019.125018 · ExternalCitation · doi-reference
10.1016/j.renene.2024.122154
10.1016/j.renene.2024.122154 · ExternalCitation · doi-reference
A method for joint routing, wavelength dimensioning and fault tolerance for any set of simultaneous failures on dynamic WDM optical networks
10.1016/j.yofte.2017.08.001 · ExternalCitation · doi-reference
Resilience-driven multiobjective restoration planning for water distribution networks
10.1061/(asce)cf.1943-5509.0001478 · ExternalCitation · doi-reference
10.1093/tse/tdaf048
10.1093/tse/tdaf048 · ExternalCitation · doi-reference
10.1093/tse/tdaf056
10.1093/tse/tdaf056 · ExternalCitation · doi-reference
Estimating the survivability impact of multi-fiber wavelength-division multiplexing networks
10.1109/access.2020.3035148 · ExternalCitation · doi-reference
Semi-active wavelength division multiplexing system based on pilot-tone relay detection for 5g centralized front-haul network
10.1109/access.2021.3074573 · ExternalCitation · doi-reference
10.1109/ecoc48923.2020.9333399
10.1109/ecoc48923.2020.9333399 · ExternalCitation · doi-reference
10.1109/icc45041.2023.10278767
10.1109/icc45041.2023.10278767 · ExternalCitation · doi-reference
On spectrum efficient failure-independent path protection p-cycle design in elastic optical networks
10.1109/jlt.2015.2456052 · ExternalCitation · doi-reference
Optical convolutional neural network with WDM-based optical patching and microring weighting banks
10.1109/lpt.2020.3045478 · ExternalCitation · doi-reference
Potential impact of CV-QKD integration on classical WDM network capacity
10.1109/lpt.2022.3195433 · ExternalCitation · doi-reference
Net2plan: an open-source network planning tool for bridging the gap between academia and industry
10.1109/mnet.2015.7293311 · ExternalCitation · doi-reference
Protection in elastic optical networks
10.1109/mnet.2015.7340430 · ExternalCitation · doi-reference
WDM-PON for 5G wireless fronthaul
10.1109/mwc.001.2100420 · ExternalCitation · doi-reference
Hybrid approach for WDM network restoration: deep reinforcement learning and graph neural networks
10.1109/ojcs.2025.3583945 · ExternalCitation · doi-reference
A graph convolution network‐deep reinforcement learning model for resilient water distribution network repair decisions
10.1111/mice.12813 · ExternalCitation · doi-reference
Explainable deep reinforcement learning: state of the art and challenges
10.1145/3527448 · ExternalCitation · doi-reference
Ronald Romero Reyes, and Thomas Bauschert, “Multilayer restoration in IP-Optical networks by adjustable robust optimization and deep reinforcement learning”
10.1364/jocn.523894 · ExternalCitation · doi-reference
Óscar González de Dios, and Juan Pedro Fernández-Palacios, “Minimizing resource protection in IP over WDM networks: Multi-layer shared backup router”
10.1364/jocn.7.00a440 · ExternalCitation · doi-reference
A dynamic resilience approach for WDM optical networks
10.1515/joc-2016-0016 · ExternalCitation · doi-reference
10.3390/drones6100273
10.3390/drones6100273 · ExternalCitation · doi-reference
Design and performance analysis of the WDM schemes for radio over fiber system with different fiber propagation losses
10.3390/fib7030019 · ExternalCitation · doi-reference
Using graph-enhanced deep reinforcement learning for distribution network fault recovery
10.3390/machines13070543 · ExternalCitation · doi-reference
10.3390/photonics12040323
10.3390/photonics12040323 · ExternalCitation · doi-reference
10.3390/photonics13020193
10.3390/photonics13020193 · ExternalCitation · doi-reference
Optical labels enabled optical performance monitoring in WDM systems
10.3390/photonics9090647 · ExternalCitation · doi-reference
