Navigation in the physical environment is a challenge for those people who have very limited sense of sight or no vision at all. Assistive technologies for blind mobilization is not new and always have a room for improvement. Moreover, these assistive devices are limited in terms of its sensing and feedback abilities. This paper presents a microcontroller-based guiding stick capable of detecting several conditions of the environment such as obstacles in front, left and right positions of the user and detects ascending and descending staircases. The feedback is delivered by an audio output which dictates the direction to go or what condition the sensor detects in front of the user. Technical evaluation proves that the device was functional in terms of its accuracy, responsiveness and correctness. On the other hand, in the actual evaluation of the device with the visually impaired individuals, the device did not perform efficiently. It was also found that the device has the potential to be used effectively by the visually impaired who acquired their blindness in later stage of their life provided that they will have a proper training in using the device while navigating in the physical environment.
Blind Stick Using Ultrasonic Sensor with Voice announcement and GPS trackingvivatechijri
for blind individuals. Basically, the ultrasonic detector is enforced within the walking stick for detection the obstacles ahead of the blind/impaired persons. If there are any obstacles, it'll alert the blind man to avoid that obstacles and therefore the alert in Our project proposes a low-priced walking stick supported latest technology and a brand-new implementation are created for economical interface the shape of voice announcement and buzzer to form a lot of helpful the stick is additionally mounted with the water detector that detects and alerts the blind if any wetness content is present to avoid slippery methods. Daily in several aspects so as to produce versatile and safe movement for the individuals. During this technology driven world, wherever individuals try to measure severally, this project propose a low-priced stick for blind individuals to achieve personal independence, in order that they will move from one place to a different simply and safely. A conveyable stick is style and developed that detects the obstacles within the path of the blind using sensors. The buzzer and vibration motor are activated once any obstacle is detected. Additionally, the stick is provided with GPS and SMS message system. GPS system give the knowledge relating to the situation of the blind man using the stick with his relations. SMS system is employed by the blind to send SMS message to the saved numbers within the microcontroller just in case of emergency.
The man has been suffering with diseases and weired. Visually challenged people are blind people who are very common and difficult to deal with in their way. The main aim of this paper is to the visually challenged people with a better navigation tool. This smart walking stick is more sophisticated than a traditional walking stick. It uses a microcontroler to detect an obstacles in front, left, right side of a person. It is based on ultrasonic sensors for distance measurement property. For obstacle indication, there is voice playback which helps to mention a direction of obstacles around a visually challenged person by sensors. Along with this a receiver and buzzer placed on a stick .If the person missing a stick which can be find out by buzzer sound .This sound is induced when switch on a remote controller by visually challenged people .GPS also include in stick to find a visually challenged people.
Blind Stick Using Ultrasonic Sensor with Voice announcement and GPS trackingvivatechijri
for blind individuals. Basically, the ultrasonic detector is enforced within the walking stick for detection the obstacles ahead of the blind/impaired persons. If there are any obstacles, it'll alert the blind man to avoid that obstacles and therefore the alert in Our project proposes a low-priced walking stick supported latest technology and a brand-new implementation are created for economical interface the shape of voice announcement and buzzer to form a lot of helpful the stick is additionally mounted with the water detector that detects and alerts the blind if any wetness content is present to avoid slippery methods. Daily in several aspects so as to produce versatile and safe movement for the individuals. During this technology driven world, wherever individuals try to measure severally, this project propose a low-priced stick for blind individuals to achieve personal independence, in order that they will move from one place to a different simply and safely. A conveyable stick is style and developed that detects the obstacles within the path of the blind using sensors. The buzzer and vibration motor are activated once any obstacle is detected. Additionally, the stick is provided with GPS and SMS message system. GPS system give the knowledge relating to the situation of the blind man using the stick with his relations. SMS system is employed by the blind to send SMS message to the saved numbers within the microcontroller just in case of emergency.
The man has been suffering with diseases and weired. Visually challenged people are blind people who are very common and difficult to deal with in their way. The main aim of this paper is to the visually challenged people with a better navigation tool. This smart walking stick is more sophisticated than a traditional walking stick. It uses a microcontroler to detect an obstacles in front, left, right side of a person. It is based on ultrasonic sensors for distance measurement property. For obstacle indication, there is voice playback which helps to mention a direction of obstacles around a visually challenged person by sensors. Along with this a receiver and buzzer placed on a stick .If the person missing a stick which can be find out by buzzer sound .This sound is induced when switch on a remote controller by visually challenged people .GPS also include in stick to find a visually challenged people.
This presentation was presented for the paper id 166 in the 18th International Conference on Computer and Information Technology (ICCIT) held at Military Institute of Science & Technology (MIST) on December 21-23, 2015.
The designing of a
blind stick consists of stick with many advance features like automatic obstacle presence
detection with audio alarm, water body detection in front of the blind person with alarm. If
the stick is lost there is small remote through which the person can track the blind stick.
The smart blind cane is successfully designed consistent with all the objectives achieved.
Sensor Stick walking aid for the blindsIJRES Journal
In this paper, few methods of aiding and guiding visually impaired persons are presented. They are analyzed and studied thoroughly. Some commercially available systems help in aiding people with disabilities of seeing and give information refereeing to the location of the users. We propose an intelligent” stick equipped with an ultrasonic sensor that takes information about the environment. This information is processed and is delivered to the handle stick and thus can be interpreted by the users. The stick will produce beeping sound with varying speed according to the distances of obstacles. This stick will provide assists to visually impaired persons by providing informations related to obstacles distances. This device was tested with blind persons and results are presented.
In this presentation, Sushma describes an innovative approach that can be used to automate directions given to the blind. Sushma's interest area lies in the same domain.
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology.
This presentation was presented for the paper id 166 in the 18th International Conference on Computer and Information Technology (ICCIT) held at Military Institute of Science & Technology (MIST) on December 21-23, 2015.
The designing of a
blind stick consists of stick with many advance features like automatic obstacle presence
detection with audio alarm, water body detection in front of the blind person with alarm. If
the stick is lost there is small remote through which the person can track the blind stick.
The smart blind cane is successfully designed consistent with all the objectives achieved.
Sensor Stick walking aid for the blindsIJRES Journal
In this paper, few methods of aiding and guiding visually impaired persons are presented. They are analyzed and studied thoroughly. Some commercially available systems help in aiding people with disabilities of seeing and give information refereeing to the location of the users. We propose an intelligent” stick equipped with an ultrasonic sensor that takes information about the environment. This information is processed and is delivered to the handle stick and thus can be interpreted by the users. The stick will produce beeping sound with varying speed according to the distances of obstacles. This stick will provide assists to visually impaired persons by providing informations related to obstacles distances. This device was tested with blind persons and results are presented.
In this presentation, Sushma describes an innovative approach that can be used to automate directions given to the blind. Sushma's interest area lies in the same domain.
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology.
The most of the technical challenges for the society to detect and find a solution for visually impaired, with increased security and service motto towards the society helped to bring a solution which would help the visually impaired in the industries and other companies. Here we had come out with a prototype as a way of finding a solution to the visually impaired. The navigation assistant technology using RFID Tag Grid minimizes the dependency. The reader used in this system is embedded in the mobile and shoes to avoid dependency on travel. The RFID reader matches with the information specified to that ID and a voice signal is generated. Wireless RF links is placed in the Bluetooth device/ headphone for voice guidance. The proximity sensing unit is an auxiliary unit is added as a solution to address unexpected and non-mapped obstacles in the user’s path. Basically it contains ultrasonic Sensor Unit interfaced with microcontroller which is inter-linked to a vibrator that would be activated when nearing obstacles. This system is technically and economically feasible and may offer a maximum benefit to the disabled.
Iot based Patient Health Monitoring System.pptxharimaxwell0712
The main aim of IoT based patient health monitoring
system is to continuously track and monitor patient
Oxygen(SPO2), Pulse, Temperature and provide
information to doctors, nurses, and other caretakers it has
an inbuilt keypad with default functions that patients can
use it and can take help in any emergency. Health
Monitoring System can be operated and controlled either
by a mobile phone or manually from any location. This
system makes it easy to check on the status of the patient
and also provides data for doctors, patients, nurses, and
caretakers
Bibliometric analysis highlighting the role of women in addressing climate ch...IJECEIAES
Fossil fuel consumption increased quickly, contributing to climate change
that is evident in unusual flooding and draughts, and global warming. Over
the past ten years, women's involvement in society has grown dramatically,
and they succeeded in playing a noticeable role in reducing climate change.
A bibliometric analysis of data from the last ten years has been carried out to
examine the role of women in addressing the climate change. The analysis's
findings discussed the relevant to the sustainable development goals (SDGs),
particularly SDG 7 and SDG 13. The results considered contributions made
by women in the various sectors while taking geographic dispersion into
account. The bibliometric analysis delves into topics including women's
leadership in environmental groups, their involvement in policymaking, their
contributions to sustainable development projects, and the influence of
gender diversity on attempts to mitigate climate change. This study's results
highlight how women have influenced policies and actions related to climate
change, point out areas of research deficiency and recommendations on how
to increase role of the women in addressing the climate change and
achieving sustainability. To achieve more successful results, this initiative
aims to highlight the significance of gender equality and encourage
inclusivity in climate change decision-making processes.
Voltage and frequency control of microgrid in presence of micro-turbine inter...IJECEIAES
The active and reactive load changes have a significant impact on voltage
and frequency. In this paper, in order to stabilize the microgrid (MG) against
load variations in islanding mode, the active and reactive power of all
distributed generators (DGs), including energy storage (battery), diesel
generator, and micro-turbine, are controlled. The micro-turbine generator is
connected to MG through a three-phase to three-phase matrix converter, and
the droop control method is applied for controlling the voltage and
frequency of MG. In addition, a method is introduced for voltage and
frequency control of micro-turbines in the transition state from gridconnected mode to islanding mode. A novel switching strategy of the matrix
converter is used for converting the high-frequency output voltage of the
micro-turbine to the grid-side frequency of the utility system. Moreover,
using the switching strategy, the low-order harmonics in the output current
and voltage are not produced, and consequently, the size of the output filter
would be reduced. In fact, the suggested control strategy is load-independent
and has no frequency conversion restrictions. The proposed approach for
voltage and frequency regulation demonstrates exceptional performance and
favorable response across various load alteration scenarios. The suggested
strategy is examined in several scenarios in the MG test systems, and the
simulation results are addressed.
Enhancing battery system identification: nonlinear autoregressive modeling fo...IJECEIAES
Precisely characterizing Li-ion batteries is essential for optimizing their
performance, enhancing safety, and prolonging their lifespan across various
applications, such as electric vehicles and renewable energy systems. This
article introduces an innovative nonlinear methodology for system
identification of a Li-ion battery, employing a nonlinear autoregressive with
exogenous inputs (NARX) model. The proposed approach integrates the
benefits of nonlinear modeling with the adaptability of the NARX structure,
facilitating a more comprehensive representation of the intricate
electrochemical processes within the battery. Experimental data collected
from a Li-ion battery operating under diverse scenarios are employed to
validate the effectiveness of the proposed methodology. The identified
NARX model exhibits superior accuracy in predicting the battery's behavior
compared to traditional linear models. This study underscores the
importance of accounting for nonlinearities in battery modeling, providing
insights into the intricate relationships between state-of-charge, voltage, and
current under dynamic conditions.
Smart grid deployment: from a bibliometric analysis to a surveyIJECEIAES
Smart grids are one of the last decades' innovations in electrical energy.
They bring relevant advantages compared to the traditional grid and
significant interest from the research community. Assessing the field's
evolution is essential to propose guidelines for facing new and future smart
grid challenges. In addition, knowing the main technologies involved in the
deployment of smart grids (SGs) is important to highlight possible
shortcomings that can be mitigated by developing new tools. This paper
contributes to the research trends mentioned above by focusing on two
objectives. First, a bibliometric analysis is presented to give an overview of
the current research level about smart grid deployment. Second, a survey of
the main technological approaches used for smart grid implementation and
their contributions are highlighted. To that effect, we searched the Web of
Science (WoS), and the Scopus databases. We obtained 5,663 documents
from WoS and 7,215 from Scopus on smart grid implementation or
deployment. With the extraction limitation in the Scopus database, 5,872 of
the 7,215 documents were extracted using a multi-step process. These two
datasets have been analyzed using a bibliometric tool called bibliometrix.
The main outputs are presented with some recommendations for future
research.
Use of analytical hierarchy process for selecting and prioritizing islanding ...IJECEIAES
One of the problems that are associated to power systems is islanding
condition, which must be rapidly and properly detected to prevent any
negative consequences on the system's protection, stability, and security.
This paper offers a thorough overview of several islanding detection
strategies, which are divided into two categories: classic approaches,
including local and remote approaches, and modern techniques, including
techniques based on signal processing and computational intelligence.
Additionally, each approach is compared and assessed based on several
factors, including implementation costs, non-detected zones, declining
power quality, and response times using the analytical hierarchy process
(AHP). The multi-criteria decision-making analysis shows that the overall
weight of passive methods (24.7%), active methods (7.8%), hybrid methods
(5.6%), remote methods (14.5%), signal processing-based methods (26.6%),
and computational intelligent-based methods (20.8%) based on the
comparison of all criteria together. Thus, it can be seen from the total weight
that hybrid approaches are the least suitable to be chosen, while signal
processing-based methods are the most appropriate islanding detection
method to be selected and implemented in power system with respect to the
aforementioned factors. Using Expert Choice software, the proposed
hierarchy model is studied and examined.
Enhancing of single-stage grid-connected photovoltaic system using fuzzy logi...IJECEIAES
The power generated by photovoltaic (PV) systems is influenced by
environmental factors. This variability hampers the control and utilization of
solar cells' peak output. In this study, a single-stage grid-connected PV
system is designed to enhance power quality. Our approach employs fuzzy
logic in the direct power control (DPC) of a three-phase voltage source
inverter (VSI), enabling seamless integration of the PV connected to the
grid. Additionally, a fuzzy logic-based maximum power point tracking
(MPPT) controller is adopted, which outperforms traditional methods like
incremental conductance (INC) in enhancing solar cell efficiency and
minimizing the response time. Moreover, the inverter's real-time active and
reactive power is directly managed to achieve a unity power factor (UPF).
The system's performance is assessed through MATLAB/Simulink
implementation, showing marked improvement over conventional methods,
particularly in steady-state and varying weather conditions. For solar
irradiances of 500 and 1,000 W/m2
, the results show that the proposed
method reduces the total harmonic distortion (THD) of the injected current
to the grid by approximately 46% and 38% compared to conventional
methods, respectively. Furthermore, we compare the simulation results with
IEEE standards to evaluate the system's grid compatibility.
Enhancing photovoltaic system maximum power point tracking with fuzzy logic-b...IJECEIAES
Photovoltaic systems have emerged as a promising energy resource that
caters to the future needs of society, owing to their renewable, inexhaustible,
and cost-free nature. The power output of these systems relies on solar cell
radiation and temperature. In order to mitigate the dependence on
atmospheric conditions and enhance power tracking, a conventional
approach has been improved by integrating various methods. To optimize
the generation of electricity from solar systems, the maximum power point
tracking (MPPT) technique is employed. To overcome limitations such as
steady-state voltage oscillations and improve transient response, two
traditional MPPT methods, namely fuzzy logic controller (FLC) and perturb
and observe (P&O), have been modified. This research paper aims to
simulate and validate the step size of the proposed modified P&O and FLC
techniques within the MPPT algorithm using MATLAB/Simulink for
efficient power tracking in photovoltaic systems.
Adaptive synchronous sliding control for a robot manipulator based on neural ...IJECEIAES
Robot manipulators have become important equipment in production lines, medical fields, and transportation. Improving the quality of trajectory tracking for
robot hands is always an attractive topic in the research community. This is a
challenging problem because robot manipulators are complex nonlinear systems
and are often subject to fluctuations in loads and external disturbances. This
article proposes an adaptive synchronous sliding control scheme to improve trajectory tracking performance for a robot manipulator. The proposed controller
ensures that the positions of the joints track the desired trajectory, synchronize
the errors, and significantly reduces chattering. First, the synchronous tracking
errors and synchronous sliding surfaces are presented. Second, the synchronous
tracking error dynamics are determined. Third, a robust adaptive control law is
designed,the unknown components of the model are estimated online by the neural network, and the parameters of the switching elements are selected by fuzzy
logic. The built algorithm ensures that the tracking and approximation errors
are ultimately uniformly bounded (UUB). Finally, the effectiveness of the constructed algorithm is demonstrated through simulation and experimental results.
Simulation and experimental results show that the proposed controller is effective with small synchronous tracking errors, and the chattering phenomenon is
significantly reduced.
Remote field-programmable gate array laboratory for signal acquisition and de...IJECEIAES
A remote laboratory utilizing field-programmable gate array (FPGA) technologies enhances students’ learning experience anywhere and anytime in embedded system design. Existing remote laboratories prioritize hardware access and visual feedback for observing board behavior after programming, neglecting comprehensive debugging tools to resolve errors that require internal signal acquisition. This paper proposes a novel remote embeddedsystem design approach targeting FPGA technologies that are fully interactive via a web-based platform. Our solution provides FPGA board access and debugging capabilities beyond the visual feedback provided by existing remote laboratories. We implemented a lab module that allows users to seamlessly incorporate into their FPGA design. The module minimizes hardware resource utilization while enabling the acquisition of a large number of data samples from the signal during the experiments by adaptively compressing the signal prior to data transmission. The results demonstrate an average compression ratio of 2.90 across three benchmark signals, indicating efficient signal acquisition and effective debugging and analysis. This method allows users to acquire more data samples than conventional methods. The proposed lab allows students to remotely test and debug their designs, bridging the gap between theory and practice in embedded system design.
Detecting and resolving feature envy through automated machine learning and m...IJECEIAES
Efficiently identifying and resolving code smells enhances software project quality. This paper presents a novel solution, utilizing automated machine learning (AutoML) techniques, to detect code smells and apply move method refactoring. By evaluating code metrics before and after refactoring, we assessed its impact on coupling, complexity, and cohesion. Key contributions of this research include a unique dataset for code smell classification and the development of models using AutoGluon for optimal performance. Furthermore, the study identifies the top 20 influential features in classifying feature envy, a well-known code smell, stemming from excessive reliance on external classes. We also explored how move method refactoring addresses feature envy, revealing reduced coupling and complexity, and improved cohesion, ultimately enhancing code quality. In summary, this research offers an empirical, data-driven approach, integrating AutoML and move method refactoring to optimize software project quality. Insights gained shed light on the benefits of refactoring on code quality and the significance of specific features in detecting feature envy. Future research can expand to explore additional refactoring techniques and a broader range of code metrics, advancing software engineering practices and standards.
Smart monitoring technique for solar cell systems using internet of things ba...IJECEIAES
Rapidly and remotely monitoring and receiving the solar cell systems status parameters, solar irradiance, temperature, and humidity, are critical issues in enhancement their efficiency. Hence, in the present article an improved smart prototype of internet of things (IoT) technique based on embedded system through NodeMCU ESP8266 (ESP-12E) was carried out experimentally. Three different regions at Egypt; Luxor, Cairo, and El-Beheira cities were chosen to study their solar irradiance profile, temperature, and humidity by the proposed IoT system. The monitoring data of solar irradiance, temperature, and humidity were live visualized directly by Ubidots through hypertext transfer protocol (HTTP) protocol. The measured solar power radiation in Luxor, Cairo, and El-Beheira ranged between 216-1000, 245-958, and 187-692 W/m 2 respectively during the solar day. The accuracy and rapidity of obtaining monitoring results using the proposed IoT system made it a strong candidate for application in monitoring solar cell systems. On the other hand, the obtained solar power radiation results of the three considered regions strongly candidate Luxor and Cairo as suitable places to build up a solar cells system station rather than El-Beheira.
An efficient security framework for intrusion detection and prevention in int...IJECEIAES
Over the past few years, the internet of things (IoT) has advanced to connect billions of smart devices to improve quality of life. However, anomalies or malicious intrusions pose several security loopholes, leading to performance degradation and threat to data security in IoT operations. Thereby, IoT security systems must keep an eye on and restrict unwanted events from occurring in the IoT network. Recently, various technical solutions based on machine learning (ML) models have been derived towards identifying and restricting unwanted events in IoT. However, most ML-based approaches are prone to miss-classification due to inappropriate feature selection. Additionally, most ML approaches applied to intrusion detection and prevention consider supervised learning, which requires a large amount of labeled data to be trained. Consequently, such complex datasets are impossible to source in a large network like IoT. To address this problem, this proposed study introduces an efficient learning mechanism to strengthen the IoT security aspects. The proposed algorithm incorporates supervised and unsupervised approaches to improve the learning models for intrusion detection and mitigation. Compared with the related works, the experimental outcome shows that the model performs well in a benchmark dataset. It accomplishes an improved detection accuracy of approximately 99.21%.
Developing a smart system for infant incubators using the internet of things ...IJECEIAES
This research is developing an incubator system that integrates the internet of things and artificial intelligence to improve care for premature babies. The system workflow starts with sensors that collect data from the incubator. Then, the data is sent in real-time to the internet of things (IoT) broker eclipse mosquito using the message queue telemetry transport (MQTT) protocol version 5.0. After that, the data is stored in a database for analysis using the long short-term memory network (LSTM) method and displayed in a web application using an application programming interface (API) service. Furthermore, the experimental results produce as many as 2,880 rows of data stored in the database. The correlation coefficient between the target attribute and other attributes ranges from 0.23 to 0.48. Next, several experiments were conducted to evaluate the model-predicted value on the test data. The best results are obtained using a two-layer LSTM configuration model, each with 60 neurons and a lookback setting 6. This model produces an R 2 value of 0.934, with a root mean square error (RMSE) value of 0.015 and a mean absolute error (MAE) of 0.008. In addition, the R 2 value was also evaluated for each attribute used as input, with a result of values between 0.590 and 0.845.
A review on internet of things-based stingless bee's honey production with im...IJECEIAES
Honey is produced exclusively by honeybees and stingless bees which both are well adapted to tropical and subtropical regions such as Malaysia. Stingless bees are known for producing small amounts of honey and are known for having a unique flavor profile. Problem identified that many stingless bees collapsed due to weather, temperature and environment. It is critical to understand the relationship between the production of stingless bee honey and environmental conditions to improve honey production. Thus, this paper presents a review on stingless bee's honey production and prediction modeling. About 54 previous research has been analyzed and compared in identifying the research gaps. A framework on modeling the prediction of stingless bee honey is derived. The result presents the comparison and analysis on the internet of things (IoT) monitoring systems, honey production estimation, convolution neural networks (CNNs), and automatic identification methods on bee species. It is identified based on image detection method the top best three efficiency presents CNN is at 98.67%, densely connected convolutional networks with YOLO v3 is 97.7%, and DenseNet201 convolutional networks 99.81%. This study is significant to assist the researcher in developing a model for predicting stingless honey produced by bee's output, which is important for a stable economy and food security.
A trust based secure access control using authentication mechanism for intero...IJECEIAES
The internet of things (IoT) is a revolutionary innovation in many aspects of our society including interactions, financial activity, and global security such as the military and battlefield internet. Due to the limited energy and processing capacity of network devices, security, energy consumption, compatibility, and device heterogeneity are the long-term IoT problems. As a result, energy and security are critical for data transmission across edge and IoT networks. Existing IoT interoperability techniques need more computation time, have unreliable authentication mechanisms that break easily, lose data easily, and have low confidentiality. In this paper, a key agreement protocol-based authentication mechanism for IoT devices is offered as a solution to this issue. This system makes use of information exchange, which must be secured to prevent access by unauthorized users. Using a compact contiki/cooja simulator, the performance and design of the suggested framework are validated. The simulation findings are evaluated based on detection of malicious nodes after 60 minutes of simulation. The suggested trust method, which is based on privacy access control, reduced packet loss ratio to 0.32%, consumed 0.39% power, and had the greatest average residual energy of 0.99 mJoules at 10 nodes.
Fuzzy linear programming with the intuitionistic polygonal fuzzy numbersIJECEIAES
In real world applications, data are subject to ambiguity due to several factors; fuzzy sets and fuzzy numbers propose a great tool to model such ambiguity. In case of hesitation, the complement of a membership value in fuzzy numbers can be different from the non-membership value, in which case we can model using intuitionistic fuzzy numbers as they provide flexibility by defining both a membership and a non-membership functions. In this article, we consider the intuitionistic fuzzy linear programming problem with intuitionistic polygonal fuzzy numbers, which is a generalization of the previous polygonal fuzzy numbers found in the literature. We present a modification of the simplex method that can be used to solve any general intuitionistic fuzzy linear programming problem after approximating the problem by an intuitionistic polygonal fuzzy number with n edges. This method is given in a simple tableau formulation, and then applied on numerical examples for clarity.
The performance of artificial intelligence in prostate magnetic resonance im...IJECEIAES
Prostate cancer is the predominant form of cancer observed in men worldwide. The application of magnetic resonance imaging (MRI) as a guidance tool for conducting biopsies has been established as a reliable and well-established approach in the diagnosis of prostate cancer. The diagnostic performance of MRI-guided prostate cancer diagnosis exhibits significant heterogeneity due to the intricate and multi-step nature of the diagnostic pathway. The development of artificial intelligence (AI) models, specifically through the utilization of machine learning techniques such as deep learning, is assuming an increasingly significant role in the field of radiology. In the realm of prostate MRI, a considerable body of literature has been dedicated to the development of various AI algorithms. These algorithms have been specifically designed for tasks such as prostate segmentation, lesion identification, and classification. The overarching objective of these endeavors is to enhance diagnostic performance and foster greater agreement among different observers within MRI scans for the prostate. This review article aims to provide a concise overview of the application of AI in the field of radiology, with a specific focus on its utilization in prostate MRI.
Seizure stage detection of epileptic seizure using convolutional neural networksIJECEIAES
According to the World Health Organization (WHO), seventy million individuals worldwide suffer from epilepsy, a neurological disorder. While electroencephalography (EEG) is crucial for diagnosing epilepsy and monitoring the brain activity of epilepsy patients, it requires a specialist to examine all EEG recordings to find epileptic behavior. This procedure needs an experienced doctor, and a precise epilepsy diagnosis is crucial for appropriate treatment. To identify epileptic seizures, this study employed a convolutional neural network (CNN) based on raw scalp EEG signals to discriminate between preictal, ictal, postictal, and interictal segments. The possibility of these characteristics is explored by examining how well timedomain signals work in the detection of epileptic signals using intracranial Freiburg Hospital (FH), scalp Children's Hospital Boston-Massachusetts Institute of Technology (CHB-MIT) databases, and Temple University Hospital (TUH) EEG. To test the viability of this approach, two types of experiments were carried out. Firstly, binary class classification (preictal, ictal, postictal each versus interictal) and four-class classification (interictal versus preictal versus ictal versus postictal). The average accuracy for stage detection using CHB-MIT database was 84.4%, while the Freiburg database's time-domain signals had an accuracy of 79.7% and the highest accuracy of 94.02% for classification in the TUH EEG database when comparing interictal stage to preictal stage.
Analysis of driving style using self-organizing maps to analyze driver behaviorIJECEIAES
Modern life is strongly associated with the use of cars, but the increase in acceleration speeds and their maneuverability leads to a dangerous driving style for some drivers. In these conditions, the development of a method that allows you to track the behavior of the driver is relevant. The article provides an overview of existing methods and models for assessing the functioning of motor vehicles and driver behavior. Based on this, a combined algorithm for recognizing driving style is proposed. To do this, a set of input data was formed, including 20 descriptive features: About the environment, the driver's behavior and the characteristics of the functioning of the car, collected using OBD II. The generated data set is sent to the Kohonen network, where clustering is performed according to driving style and degree of danger. Getting the driving characteristics into a particular cluster allows you to switch to the private indicators of an individual driver and considering individual driving characteristics. The application of the method allows you to identify potentially dangerous driving styles that can prevent accidents.
Hyperspectral object classification using hybrid spectral-spatial fusion and ...IJECEIAES
Because of its spectral-spatial and temporal resolution of greater areas, hyperspectral imaging (HSI) has found widespread application in the field of object classification. The HSI is typically used to accurately determine an object's physical characteristics as well as to locate related objects with appropriate spectral fingerprints. As a result, the HSI has been extensively applied to object identification in several fields, including surveillance, agricultural monitoring, environmental research, and precision agriculture. However, because of their enormous size, objects require a lot of time to classify; for this reason, both spectral and spatial feature fusion have been completed. The existing classification strategy leads to increased misclassification, and the feature fusion method is unable to preserve semantic object inherent features; This study addresses the research difficulties by introducing a hybrid spectral-spatial fusion (HSSF) technique to minimize feature size while maintaining object intrinsic qualities; Lastly, a soft-margins kernel is proposed for multi-layer deep support vector machine (MLDSVM) to reduce misclassification. The standard Indian pines dataset is used for the experiment, and the outcome demonstrates that the HSSF-MLDSVM model performs substantially better in terms of accuracy and Kappa coefficient.
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
We have compiled the most important slides from each speaker's presentation. This year’s compilation, available for free, captures the key insights and contributions shared during the DfMAy 2024 conference.
Literature Review Basics and Understanding Reference Management.pptxDr Ramhari Poudyal
Three-day training on academic research focuses on analytical tools at United Technical College, supported by the University Grant Commission, Nepal. 24-26 May 2024
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
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A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
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therefore inconvenient to the user part thus can be minimize if the interfacing of the parts of the system such
as the sensing and feedback unit are wireless [4-8]. An assisitive device in a form also of a guiding stick was
also developed based on image identification embedded with road condition subsystem, navigation
subsystem and a roller braking system. The feedback of the device comes from the bluetooth headset [9]. All
of these developments has its advantages and also had its limitations. Most of these developments does not
cater the over-all needs of the visually impaired while navigating in the physical environment. Some of these
technologies required a learning curve for the user to be able to use effectively and efficiently the device.
Design considerations with these portable devices should be lightweight, compact and can easily be carried
but not worn [10].
In order for the visually-impaired to navigate freely in the environment, the researchers developed a
Microcontroller-Based assistive device that is in the form of a guiding stick which can sense the surroundings
through a sensor and relay that information to the device user through an audio output by utilizing radio
frequency. The device is capable of detecting several conditions of the environment such as obstacles in
front, left and right positions of the user and detects ascending and descending staircases. The feedback is
delivered by an audio output which dictates the direction to go or what condition the sensor detects in front of
the user. This system comes in one package that addresses what the blinds really needs in navigating the
external environment at a minimal cost compared to other systems.
2. RESEARCH METHOD
Microcontroller-based guiding stick consists of the following electronic components integrated to
form a system that can perform the required operations: Gizduino ATMega 328P [11] as the microcontroller
board, an array of ultrasonic sensors positioned in different parts of the standard quad-cane for sensing
operations, FM broadcaster [12], voice kit II [13] where the audio notifications are stored and a vibration
motor as an additional feedback to the user whenever there is a presence of depth 10 inches above.
2.1. Design and Modification of Standard Quad-cane
The adjustable quad cane was fixed at 34 inches based on the standard height of a walking stick
[14]. Caster wheels were attached and welded at the base end of the quad cane for the easy maneuvering of
the device by the user. Three ultrasonic sensors with custom housing were attached at the upper part of the
cane at an angle of 60 degrees. Each three sensors are oriented in left, right and front accordingly. On the
middle part of the cane, one ultrasonic sensor is placed with its custom case; this is for the detection of the
inclined staircase and mid-level obstacles. Figure 1 shows the physical specifications of the device.
Figure 1. Physical specifications of the device and its measurements
2.2. Integration of the Microcontroller, Ultrasonic Sensors, Voice kit II, FM Broadcaster and
Vibration Motor
The device is comprised of six inputs which is composed of six ultrasonic sensors, a voice kit and a
vibration motor for the output. Ten pins were utilized for the device input and output. Before the voice kit
was integrated with the microcontroller, the recorded voice was stored in 9 individual memory addresses of
the voice kit by means of Universal Serial Bus to Universal Asynchronous Receiver/Transmitter (UART)
converter. Since there are components of the system that requires higher voltage for it to work, the DC-DC
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[15] converter was utilized. Digital pins D2 and D3 of the microcontroller were used for the RX and TX pins
of the voice kit. This is for the serial communication between the voice kit and the microcontroller.
To enable the wireless connection between the Radio Frequency wireless headset and the guiding
stick, Frequency Modulation broadcaster was used. FM was tuned at 98.0 megahertz (MHz) frequency band
as well as the RF headset. Figure 2 shows the schematic diagram of the system.
Figure 2. The system schematic diagram
2.3. System Development
The control unit was programmed using Arduino [16] software which is an Integrated Development
Environment. The device software algorithm was implemented according to what the sensor senses in
certain directions and distance covered by the sensor. Figure 3 shows the system flowchart of the
Microcontroller-based Guiding Stick.
Figure 3. System flowchart of the design
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2.4. Testing and Evaluation
To ensure that the project was working, a series of tests were done. The system was tested in an
actual situation. The researchers used a black-box testing technique[17] where the output was analyzed
through a series of inputs. It includes two major parts: functional testing that was concerned with what the
system does; its features or functions; and non-functional testing that focuses on user-acceptability. Thus, it
was evaluated through user acceptability and technical evaluations. In acceptability test, the operability or
user interaction, reliability, accuracy, functionality, safety and usability was evaluated by the intended
subjects by testing the device in a simulated environment for safety purposes.
For the technical evaluation, a series of test in each sensor were done by the researchers. For
accuracy, the minimum and maximum distances of the sensors were determined. Responsiveness of the
feedback which is consisted of five trials were tested by measuring the delay of the audio feedback when the
sensors were in specific obstacle condition. Correctness of the feedback was determined whether the sensor
responded correctly in the correct direction where the user should go. This was done by using the device in
the actual maze that can be seen in Figure 4 and determining if the feedback gives the correct direction and
condition.
Figure 4. Maze layout for testing and evaluation
Before the device was evaluated by the visually impaired, it was tested first by the Ethics Review
Board. To validate the functionality of the device with the intended subjects, the evaluation is consisted of
three trials in which six visually impaired were the participants. The obstacle course was designed for
subjects to navigate through with the device. The starting point was randomized in each trial to help reduce
any learning effect of the different courses. For sloping stairway and drop-offs, a 3 step customized wooden
staircase was constructed and was place inside the maze. Each trial was timed until they reached the end of
the course. If the subject did not reach the finish line, then the trial will be marked as F, meaning an
unsuccessful or failed trial and S otherwise. Collisions were counted as every time a participant touched or
made any contact with a wall or objects. To evaluate the parameters stated in this study as for the user
acceptance, a validated survey questionnaire/interview guide was administered to the subjects after using the
device in the simulated environment.
3. RESULTS AND ANALYSIS
This section presents the analysis and interpretation of data gathered from the test and evaluation
performed with the view of having the objectives of this research work be performed. This also includes the
presentation of the actual device.
3.1. Principle of Operation
The device can be opened by pressing the rocker switch in the right side of the circuit compartment.
A vibration coming from the vibration motor will be felt by the user after the device initialized. The Radio
Frequency wireless headphone can be turned on by pressing the power button on its left side and setting it to
the radio mode. The frequency will be automatically detected for the audio feedback.
The maximum angle that the device can tolerate is up to 70 deg. from the ground when the user tilts
the cane. This is achieved by putting a stopper in the lower base part of the cane where the caster wheel is
attached. Figure 5 presents the complete system of the microcontroller-based guiding stick.
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Figure 5. The microcontroller-based guiding stick – front view and right side view
3.2. Technical Evaluation
The microcontroller-based guiding stick was technically evaluated first before proceeding in the
actual evaluation for the intended subjects to determine its performance. As for the microcontroller, it
requires a supply of 5 to12 volts. This is where the voice kit II, ultrasonic sensors and vibration motor were
interfaced. A total of 180 mA was consumed by the digital pins in the microcontroller. The system utilizes a
wireless communication between the Radio Frequency wireless headphone and the device itself. FM
broadcaster on the other hand draws a 350 mA when used in wireless mode. From this it can be computed
that the battery, with 10000 mAh capacity, may last more than 13.5 hours.
As for the weight of the guiding stick, due to the materials used in the circuit compartment and the
big capacity of the battery, the device weighed 2.8 kg. The maximum angle that is tolerable by the cane when
tilted is up to 60 to 70 deg. for effective detection of obstacles.
For the accuracy of the sensors, to compute for the percent error, the experimental distance and actual
distance was subtracted and was divided by the experimental distance then was multiplied by 100.
Table 1 presents the summary of the data gathered in terms of the accuracy of each individual
sensor.
Table 1. Summarized data of accuracy of individual sensors
Sensor Placement Accuracy (%)
Upper front 95.53
Left 96.12
Right 95.25
Mid-front 94.75
Lower-front 90.34
Lower-base 89.64
To evaluate the responsiveness of the feedback, the delay of the audio feedback was measured. The
distance also was set according to the program. Table 2 shows the responsiveness of feedback at certain
conditions in the environment.
In evaluating the correctness of feedback, the device was evaluated in the actual maze. The
researchers traveled and completed the maze and determined if the feedback is correct. The maze is consisted
of nine obstacles and numbered from 1 to 9. Table 3 shows the summarized results in evaluating the
correctness of feedback of the device. Results showed that the device performed correctly in most of the
trials.
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Table 2. Responsiveness of feedback in certain conditions
CONDITION
TRIAL 1
(s)
TRIAL 2
(s)
TRIAL 3
(s)
TRIAL 4
(s)
TRIAL 5
(s)
AVERAGE
(s)
Front and right obstacle 2.39 1.69 1.20 1.93 1.39 1.72
Front and left obstacle 1.82 1.62 1.11 2.37 1.54 1.70
Deadend 1.23 1.52 1.62 2.14 1.84 1.67
Ascending staircase 3.66 1.93 1.32 2.45 2.15 2.30
Descending staircase 1.6 0.67 3.05 2.90 1.33 1.93
Table 3. Correctness of feedback
OBSTACLE
NUMBER
TRIAL 1 TRIAL 2 TRIAL 3
1
2
3
4
5
6
7
8
9
Total 9 7 9
AVERAGE 8.33
3.3. Actual Evaluation
The device was evaluated by the visually impaired by travelling and completing the maze set and
constructed by the researchers in the evaluation place in which starting point is randomized and numbered.
Figure 6 shows the 3 maze layouts in which each obstacle are numbered.
Figure 6. Maze layout for trial 1(left), maze layout for trial 2 (middle) and maze layout for trial 3 (right)
Each participant was given 3 trials. Demographics of the participants were also considered in
evaluating the device. Given that the demographics is not consistent and varies, each of the perception of the
participants also varies. This has affected the user acceptance and the way the participant used the device.
The population sample is consisted of three males and three females. The participants were classified into
two categories: congenitally blind subjects who were blind since birth or became blind at young age when
they were not able to master spatial orientation and mobility skills; and subjects that acquired blindness at
later stage in their life. Subjects 1, 2, 4, and 5 were considered congenitally blind and subjects 3 and 6 were
considered as participants who acquired blindness in their later stage of life.
Table 4 shows the summarized results of the data gathered regarding the total number of collisions
encountered by the participants, total number of correct turns in obstacles encountered and total number of
successful completion of maze in all trials, each is classified according to two categories which is the nature
of blindness of the participants. It can be inferred from the results that the participants who had acquired
blindness experienced least number of collisions and mostly the ones who successfully completed the maze
in the time limit that was set.
Therefore, it can be concluded that the device can be used effectively for the participants or
individuals who acquire blindness in later stage of their life if they will be trained properly in using the
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device. This is because they have already experience navigating in the physical environment and had
mastered mobility skills, spatial orientation and the point of reference when navigating.
Table 4. Summarized results of the data gathered in actual evaluation
NATURE OF
BLINDNESS
SUBJECT
NUMBER
TOTAL NUMBER OF
CORRECT TURNS IN
3 TRIALS
TOTAL NUMBER OF
COLLISIONS IN 3
TRIALS
TOTAL NUMBER OF
SUCCESS
COMPLETION OF
MAZE
Congenital 1 11 51 1
2 19 30 2
4 14 38 2
5 3 59 0
Acquired 3 11 28 2
6 12 31 2
Table 5 shows the summarized results in the three trials in the evaluation by PWDs. Overall results
showed that the device did not perform efficiently and therefore the blind have experienced so many
collisions when travelling in the maze. Some of the factors exhibited by the participants had affected the
results like the unfamiliarity of one user in spatial orientation, experience of cane usage, demographic factor,
user speed and the proper inclination of the device when in use. This implies that for the user to use the
device effectively, the user needs a proper training.
Table 5. Summarized results in 3 trials
TRIAL RESULTS
1 Successful
2 Failed
3 Failed
REMARKS NOT EFFICIENT
The operabilty, reliability, accuracy, functionality usability and safety data were gathered. A
questionnaire was administered to the persons with disabilities after completing the three trials in the maze.
Table 6 shows the rating used to interpret the data acquired in the questionnaires answered by the
participants.
Table 6. Reference for rating the parameters: operabilty, reliability, accuracy, functionality usability and
safety
RATING DESCRIPTION
4.21-5.00 Excellent - The device met the said indicator and exceed the user expectations.
3.41-4.20 Satisfactory - The device met the said indicator and the user expectations.
2.61-3.40 Fair - The device met the said indicator but encounter little problems.
1.81-2.60 Needs Improvement - The device system somehow met the said indicator but encountered delays and errors
1.00-1.80 Poor - The device did not met the said indicator
Table 7 shows the summarized data based on the user acceptability of the device. The mean and
standard deviation evaluated by persons with disability were combined.
Table 7. Summarized user acceptability computations
PARAMETERS MEAN STANDARD DEVIATION
Operability 4.44 0.57
Reliability 3.33 0.41
Accuracy 3.27 0.88
Functionality 4.33 0.92
Usability 4.20 0.92
Safety 4.58 0.52
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4. CONCLUSION
Through technical evaluation, it is concluded that the guiding stick was functional and can be use
for navigation. Through the actual evaluation of the device, the device was not considered efficient and does
not performed reliably while using it in the simulated environment by the intended participants. This was
because of the factors that have affected the performance of the device like failure of some participants in
direction comprehension, experience of cane usage, proper inclination of the device when in use,
demographic profile and the user speed. It was also found that the device has the potential to be used
effectively by the visually impaired who acquired their blindness in later stage of their life provided that they
will have a proper training in using the device while navigating in the physical environment. These factors
therefore affect the results of the evaluation and found that for the device to perform efficiently, the user
needs proper training in using the device.
ACKNOWLEDGEMENTS
The authors would like to acknowledge Cavite State University RECETS for funding the
publication of this journal.
REFERENCES
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[15] e-Gizmo Positive DC DC Converter [Internet]. E-gizmo.com. 2017 [cited 23 August 2015]. Available from:
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BIOGRAPHIES OF AUTHORS
Emeline C. Guevarra is an Assistant Professor II in College of Engineering and Information
Technology – Department of Computer and Electronics Engineering at Cavite State University,
Indang, Cavite. She received her BS degree in Computer Engineering from Polytechnic University
of the Philippines in 1997. She obtained her MS degree in Electrical Engineering major in
Computer Engineering at Technological University of the Philippines Manila in 2011 and obtained
48 units for Doctor of Technology in the same school thereafter. Her research interest anchors in
Network Design and Implementation.
Marck Ivan R. Camama finished his Bachelor’s degree in Computer Engineering in May 2017 in
Department of Computer and Electronics Engineering at Cavite State University – Don Severino
Delas Alas Campus, Indang, Cavite. His research interests are in areas of internet of things,
software engineering, instrumentation and networks.
Geonel V. Cruzado completed his Bachelors degree in Computer Engineering in December 2016
in Department of Computer and Electronics Engineering at Cavite State University – Don Severino
Delas Alas Campus, Indang, Cavite. His research interests are in the areas of electronics, networks
and signal processing.