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Software Defect Prediction Using Minimized Attributes
Md. Habibur Rahman, Sadia Sharmin, Sheikh Muhammad Sarwar, Shah Mostafa Khaled, and Mohammad Shoyaib
Abstract PDF
Software Defect Prediction Using Minimized Attributes
Md. Habibur Rahman, Sadia Sharmin, Sheikh Muhammad Sarwar, Shah Mostafa Khaled, and Mohammad Shoyaib
Abstract
Software quality estimation requires the
identification of the number of defects that exist in a
software. A software can be represented by a set of
static code attributes and these attributes can be used
to determine the defectiveness using simple statistical
and machine learning tools. Among those attributes, all
are not equally responsible for determining whether a
software is defective or not. In this paper, we propose
an attribute selection technique to select the most
responsible attributes for building a defect prediction
model. The model is experimented for both the within
project and cross-project defect prediction using NASA
Metric datasets and Relink. We observed a significant
improvement in accuracy for both the within project
and cross-project defect prediction, which proves the
effectiveness of our proposed model.
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Hybrid Single Phase Buck AC-DC Converter with Improved Power Quality
Golam Sarowar, Md Ashraful Hoque, and Mohammad Ali Choudhury
Abstract PDF
Hybrid Single Phase Buck AC-DC Converter with Improved Power Quality
Golam Sarowar, Md Ashraful Hoque, and Mohammad Ali Choudhury
Abstract
A new topology of single-phase AC-DC
converter using Buck conversion with high efficiency
at extremely low duty cycle is proposed with low input
current total harmonic distortion (THD) and high input
power factor. Proposed double stage converter consists
of single phase rectifier followed by a switched capacitor
buck DC-DC converter. The input current THD is kept
low and the input power factor is high with two-loop
feedback control. The proposed schemes can be used in
the application of new generation LED lighting.
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RARRA: Receiver-Assisted Robust Rate Adaptation in Wireless Networks
Nafiul Rashid, Syed Sabir Salman-Al-Musawi, and Muhammad Mahbub Alam
Abstract PDF
RARRA: Receiver-Assisted Robust Rate Adaptation in Wireless Networks
Nafiul Rashid, Syed Sabir Salman-Al-Musawi, and Muhammad Mahbub Alam
Abstract
The IEEE 802.11 wireless local area net-
work (WLAN) standard, especially 802.11a remains
the most popular way to exchange data over wireless
links. The major requirement is to adapt to highly
dynamic channel conditions with minimum overhead
and ensure robustness and speed of transmission. How-
ever, switching to the optimal transmission rate is a
problem as 802.11 specification fails to specify via
SNR measurement, the accurate channel condition at
receiver. A further problem lies in calibrating such SNR
values to the optimal rate. To this end we propose a
novel Rate Adaption Scheme RARRA (Receiver Assisted
Robust Rate Adaptation). Our key contributions include
exploiting the more precise channel estimation of SNR-
based Rate Adaptation coupled with estimating the
channel condition at the receiver and finally sending this
estimated information to the transmitter with minimum
overhead. In other words we avoid RTS/CTS overhead
to send the channel condition to the transmitter and use
acknowledgment rates to serve‘ this purpose. Secondly,
we differentiate the cause of frame loss as either due to
channel error or collision using RTS/CTS in an adaptive
fashion. This minimizes overhead but at the same time
ensures that rate is not falsely changed due to frame loss
caused by collision. RARRA exploits the best of SNR
based approaches and provides channel condition at
the receiver to the transmitter with minimum overhead
aided by Adaptive RTS.
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CFD Analysis of Brick Klin Flue Gases and its Health Impact: A Case Study of Northern Part of Dhaka, Bangladesh
Shahriar Shams, M Hamidur Rahman, and J. N. Sahu
Abstract PDF
CFD Analysis of Brick Klin Flue Gases and its Health Impact: A Case Study of Northern Part of Dhaka, Bangladesh
Shahriar Shams, M Hamidur Rahman, and J. N. Sahu
Abstract
The northern part of Dhaka city in
Bangladesh has contributed to air pollution due to a
large number of brick kilns especially operating during
the manufacturing season starting from October to
March. The study looks at the distribution pattern of
emission coming out from the chimneys of brick kilns
through computational fluid dynamics (CFD) analysis
and its possible impact on the surrounding environment.
CFD analysis shows that when wind velocity is more
than 3 m/s with increased exit velocity varying from 7.5
to 9 m/s the flow pattern of pollutants are more or less
the same and surrounding buildings and vegetation are
very likely to be affected. Whereas, if the wind velocity is
less than 1 m/s with increased exit velocity varying from
6 to 17.5 m/s, the flow pattern of pollutants are rather
dispersive and gradually more inclined towards its
height of the chimney and very unlikely the surrounding
buildings and areas are directly to be affected.
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Comparative Speed Study: A Way to Improve Road Safety Condition
Shakil Mohammad Rifaat, Mosabbir Pasha, Mahmudul Hasan Shovon, Sajidur Rah-man Nafis, and Md. Kamruzzaman Haque Limon
Abstract PDF
Comparative Speed Study: A Way to Improve Road Safety Condition
Shakil Mohammad Rifaat, Mosabbir Pasha, Mahmudul Hasan Shovon, Sajidur Rah-man Nafis, and Md. Kamruzzaman Haque Limon
Abstract
With the development of science and tech-
nology people experience a large number of motor
vehicles which is the main and easier way of travelling
for people and carrying goods from one place to another.
Roads, highways and streets are fundamental to trans-
portation system and over 70% of passenger travel and
much of goods mover is over the highways. However,
at the same time we are sacrificing a large number of
valuable human lives or being severely injured each day
around the world. Road crashes are the major cause for
it. It is a leading cause of deaths and serious injuries.
Several studies justifies that speed is the major cause
related to the risk of getting involved in a road accident.
However, very few speed related studies done in the
developing countries context, for example, Bangladesh.
Specifically, the road safety authority of this country
does not aware how speed data can be effectively used
to enhance safety. This paper investigates the speed
scenario of a particular roadway section of Mirpur Road
as a pilot project. The speed data of various types of
vehicles that use this particular roadway were taken
for this study. To get a complete speed scenario of this
road section data were taken on both weekdays and
weekends in four different time periods that include
morning peak (8.00a.m-9.00a.m), off-peak (11.00a.m-
12.00p.m), evening peak (6.00p.m-7.00p.m) and night
time (9.00p.m-10.00p.m). Unpaired T- test analysis was
performed considering 90% confidence interval for both
equal and unequal variances. It is found that compared
with other time periods vehicle speed varies in the
morning-peak at weekdays and in the evening-peak at
weekends. The speed of car, bus and truck significantly
varies between two different days. Some measures that
demand priority consideration in improving road safety
are increasing road width, deploying traffic police in
particular time periods, build speed bump, provide ad-
equate streetlight, installing optimum number of speed
limit sign etc.