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Dive into the research topics where Muhammad Rehan Raza is active.

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Featured researches published by Muhammad Rehan Raza.


international conference on transparent optical networks | 2015

Power and cost modeling for 5G transport networks

Muhammad Rehan Raza; Matteo Fiorani; Björn Skubic; Jonas Mårtensson; Lena Wosinska; Paolo Monti

Optical 5G transport networks are the subject of academic and industrial research aimed at identifying the best architectural and deployment options. In this regard, the optimization of both power consumption and equipment cost is a crucial aspect. This paper analyses a number of architectural options (i.e., all optical vs. intermediate electronic processing, with and without network caching) for optical 5G transport networks, with the objective of understanding which alternatives are the most promising in terms of total power consumption and equipment cost. The analysis presented in the paper shows that 10 Gbps transmission equipment combined with optical switching guarantees the best overall performance. On the other hand, 100 Gbps transmission equipment combined with electronic processing and network caching is also a promising approach, especially in fiber scarce scenarios.


IEEE\/OSA Journal of Optical Communications and Networking | 2016

Demonstration of dynamic resource sharing benefits in an optical C-RAN

Muhammad Rehan Raza; Matteo Fiorani; Ahmad Rostami; Peter Öhlén; Lena Wosinska; Paolo Monti

The next generation of mobile communication (i.e., 5G) will bring new challenges for the transport infrastructure, e.g., in terms of flexibility and capacity. The joint orchestration of radio and transport resources can help to address some of these challenges. One example is the possibility of reconfiguring the use of the transport network resources according to the spatial and temporal variations of the wireless traffic patterns. Using the concept of dynamic resource sharing, a limited pool of transport resources can be shared among a large number of radio base stations (RBSs), thus reducing considerably the overall deployment cost of the transport infrastructure. This paper proposes a provisioning strategy for a centralized radio access network with an optical transport whose wavelength resources can be dynamically shared among multiple RBSs. The proposed strategy utilizes a hierarchical software-defined networking control plane where a global orchestrator optimizes the usage of radio and transport resources. The benefits of the proposed strategy are assessed both by simulation and by experiment via an optical data plane emulator developed for this purpose. It is shown that the dynamic resource sharing can save up to 31.4% of transport resources compared to a conventional dimensioning approach, i.e., based on the overprovi`sioning of wavelength resources.


IEEE\/OSA Journal of Optical Communications and Networking | 2018

Dynamic slicing approach for multi-tenant 5G transport networks [invited]

Muhammad Rehan Raza; Matteo Fiorani; Ahmad Rostami; Peter Öhlén; Lena Wosinska; Paolo Monti

Software defined networking allows network providers to share their physical network (PN) among multiple tenants by means of network slicing, where several virtual networks (VNs) are provisioned on top of the physical one. In this scenario, PN resource utilization can be improved by introducing advanced orchestration functionalities that can intelligently assign and redistribute resources among the slices of different tenants according to the temporal variation of the VN resource requirements. This is a concept known as dynamic slicing. This paper presents a solution for the dynamic slicing problem in terms of both mixed integer linear programming formulations and heuristic algorithms. The benefits of dynamic slicing are compared against static slicing, i.e., an approach without intelligent adaptation of the amount of resources allocated to each VN. Simulation results show that dynamic slicing can reduce the VN rejection probability by more than 1 order of magnitude compared to static slicing. This can help network providers accept more VNs into their infrastructure and potentially increase their revenues. The benefits of dynamic slicing come at a cost in terms of service degradation (i.e., when not all the resources required by a VN can be provided), but the paper shows that the service degradation level introduced by the proposed solutions is very small.


optical fiber communication conference | 2017

Benefits of programmability in 5G transport networks

Muhammad Rehan Raza; Matteo Fiorani; Ahmad Rostami; Peter Öhlén; Lena Wosinska; Paolo Monti


photonics society summer topical meeting series | 2018

Machine Learning Aided Orchestration in Multi-tenant Networks

Carlos Natalino; Muhammad Rehan Raza; Ahmad Rostami; Peter Öhlén; Lena Wosinska; Paolo Monti


european conference on optical communication | 2018

Demonstration of Resource Orchestration Using Big Data Analytics for Dynamic Slicing in 5G Networks

Muhammad Rehan Raza; Carlos Natalino; Allan Vidal; Mateus Augusto Silva Santos; Peter Öhlén; Lena Wosinska; Paolo Monti


european conference on optical communication | 2018

Resource Orchestration Meets Big Data Analytics: The Dynamic Slicing Use Case

Muhammad Rehan Raza; Ahmad Rostami; Lena Wosinska; Paolo Monti


european conference on optical communication | 2018

A Slice Admission Policy Based on Reinforcement Learning for a 5G Flexible RAN

Muhammad Rehan Raza; Carlos Natalino; Peter Öhlén; Lena Wosinska; Paolo Monti


Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF) | 2018

Machine Learning based Routing of QoS Constrained Connectivity Services in Optical Networks

Paolo Monti; Carlos Natalino da Silva; Muhammad Rehan Raza; Lena Wosinska; Peter Öhlén


optical fiber communication conference | 2017

An end-to-end programmable platform for dynamic service creation in 5G networks

Ahmad Rostami; Allan Vidal; Mateus Augusto Silva Santos; Muhammad Rehan Raza; Farnaz Moradi; Bertrand Pechenot; Zere Ghebretensaé; Paolo Monti; Peter Öhlén

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Paolo Monti

Royal Institute of Technology

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Lena Wosinska

Royal Institute of Technology

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Carlos Natalino

Royal Institute of Technology

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Matteo Fiorani

Royal Institute of Technology

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Matteo Fiorani

Royal Institute of Technology

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