23 research outputs found
Energy Efficiency of Server-Centric PON Data Center Architecture for Fog Computing
In this paper, we utilize Mixed Integer Linear Programming (MILP) models to
compare the energy efficiency and performance of a server-centric Passive
Optical Networks (PON)-based data centers design with different data centers
networking topologies for the use in fog computing. For representative
MapReduce workloads, completion time results indicate that the server-centric
PON-based design achieves 67% reduction in the energy consumption compared to
DCell with equivalent performance
Impact of Link Failures on the Performance of MapReduce in Data Center Networks
In this paper, we utilize Mixed Integer Linear Programming (MILP) models to
determine the impact of link failures on the performance of shuffling
operations in MapReduce when different data center network (DCN) topologies are
used. For a set of non-fatal single and multi-links failures, the results
indicate that different DCNs experience different completion time degradations
ranging between 5% and 40%. The best performance under links failures is
achieved by a server-centric PON-based DCN
Optimizing Co-flows Scheduling and Routing in Data Centre Networks for Big Data Applications
This paper optimizes the scheduling and routing of the co-flows of MapReduce
shuffling phase in state-of-the-art and proposed Passive Optical Networking
(PON)-based Data Centre Network (DCN) architectures. A time-slotted Mixed
Integer Linear Programming (MILP) model is developed and used for the
optimization with the objective of minimizing either the total energy
consumption or the completion time. The DCN architectures include four
state-of-the-art electronic switching architectures which are spine-leaf,
Fat-tree, BCube, and DCell data centres. The proposed PON-based DCN
architectures include two designs that utilize ports in Optical Line Terminal
(OLT) line cards for inter and possibly intra data centre networking in
addition to passive interconnects for the intra data centre networking between
different PON groups (i.e. racks) within a PON cell (i.e. number of PON groups
connected to a single OLT port). The first design is a switch-centric design
that uses two Arrayed Waveguide Grating Routers (AWGRs) and the second is a
server-centric design. The study also considers different traffic patterns
defined according to the distribution of map and reduce tasks in the servers
and data skewness
VM placement over WDM-TDM AWGR PON Based Data Centre Architecture
Passive optical networks (PON) can play a vital role in data centres and
access fog solutions by providing scalable, cost and energy efficient
architectures. This paper proposes a Mixed Integer Linear Programming (MILP)
model to optimize the placement of virtual machines (VMs) over an energy
efficient WDM-TDM AWGR PON based data centre architecture. In this
optimization, the use of VMs and their requirements affect the optimum number
of servers utilized in the data centre when minimizing the power consumption
and enabling more efficient utilization of servers is considered. Two power
consumption minimization objectives were examined for up to 20 VMs with
different computing and networking requirements. The results indicate that
considering the minimization of the processing and networking power consumption
in the allocation of VMs in the WDM-TDM AWGR PON can reduce the networking
power consumption by up to 70% compared to the minimization of the processing
power consumption
Optimized Resource Allocation in Multi-user WDM VLC Systems
In this paper, we address the optimization of wavelength resource allocation
in multi-user WDM Visible Light Communication (VLC) systems. A Mixed Integer
Linear Programming (MILP) model that maximizes the sum of
Signal-to-Interference-plus-Noise-Ratio (SINR) for all users is utilized. The
results show that optimizing the wavelength allocation in multi-user WDM VLC
systems can reduce the impact of the interference and improve the system
throughput in terms of the sum of data rates for up to 7 users
Caching Video-on-Demand in Metro and Access Fog Data Centres
This paper examines the utilization of metro fog data centres and access fog
datacentres with integrated solar cells and Energy Storage Devices (ESDs) to
assist cloud data centres in caching Video-on-Demand content and hence, reduce
the networking power consumption. A Mixed Integer Linear Programming (MILP)
model is used to optimize the delivery of the content from cloud, metro fog, or
access fog datacentres. The results for a range of data centre parameters show
that savings by up to 38% in the transport network power consumption can be
achieved when VoD is optimally served from fully renewable-powered cloud or
metro fog data centres or from access fog data centres with 250 m2 solar cells.
Additional 8% savings can be achieved when using ESDs of 100 kWh capacity in
the access fog data centres
Impact of user distribution on optical wireless systems
In this paper, we investigate the impact of user distribution on resource
allocation in visible light communication (VLC) systems, using a wavelength
division multiple access (WDMA) scheme. Two different room layouts are examined
in this study. Three 10-user scenarios are considered, while an optical angle
diversity receiver (ADR) with four faces is used. A mixed-integer linear
programming (MILP) model is utilized to identify the optimum wavelengths and
access point (AP) allocation in each scenario. The results show that a change
in user distribution can affect the level of channel bandwidth and SINR.
However, a uniform distribution of users in the room can provide a higher
channel bandwidth as well as high SINR above the threshold (15.6 dB) for all
users compared to clustered users, which is a scenario that has the lowest SINR
with supported data rate above 3.2 Gbps
Standards for Energy Efficient Virtualization, Content Distribution and Big Data in Beyond 5G Networks
Power consumption in communication networks and the supporting computing
systems continues to increase due to the increase in traffic and processing
requirements, and due to the relatively slower improvements in energy
efficiency. Future networks are expected to continue to move computing
algorithms and capabilities into the network including increased use of
analytics, machine learning and intelligence applied to big data in the
network, with content caching and virtualization. This article summarizes the
key features of five new IEEE standards currently being developed to improve
the energy efficiency of networks beyond 5G
Resource Allocation in Co-existing Optical Wireless HetNets
In multi-user optical wireless communication (OWC) systems interference
between users and cells can significantly affect the quality of OWC links.
Thus, in this paper, a mixed-integer linear programming (MILP) model is
developed to establish the optimum resource allocation in wavelength division
multiple access (WDMA) optical wireless systems. Consideration is given to the
optimum allocation of wavelengths and access points (APs) to each user to
support multiple users in an environment where Micro, Pico and Atto Cells
co-exist for downlink communication. The high directionality of light rays in
small cells, such as Pico and Atto cells, can offer a very high signal to noise
and interference ratio (SINR) at high data rates. Consideration is given in
this work to visible light communication links which utilise four wavelengths
per access point (red, green, yellow and blue) for Pico and Atto cells systems,
while the Micro cell system uses an infrared (IR) transmitter. Two 10-user
scenarios are considered in this work. All users in both scenarios achieve a
high optical channel bandwidth beyond 7.8 GHz. In addition, all users in the
two scenarios achieve high SINR beyond the threshold (15.6 dB) needed for 10-9
on off keying (OOK) bit error rate at a data rate of 7.1 Gbps
Shared optical wireless cells for in-cabin aircraft links
The design of a wireless communication system that can support multiple users
at high data rates inside an aircraft is a key requirement of aircraft
manufacturers. This paper examines the design of an on-board visible light
communication (VLC) system for transmitting data on board Boeing 747-400
aircraft. The reading light unit of each seat is utilised as an optical
transmitter. A red, yellow, green, and blue (RYGB) laser diode (LD) is used in
each reading light unit for transmitting data. An angle diversity receiver
(ADR), which is an optical receiver that is composed of four branches (in this
work), is evaluated. The signal-to-interference-plus-noise ratio (SINR) and
data rate are determined. Three scenarios have been examined where, in the
first scenario, one device is used, in the second scenario two devices are used
and in the third scenario three devices are used by each passenger. The
proposed system can offer high SINRs that support high data rates for each
passenger by using simple on-off-keying (OOK)