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Identification of Cardiovascular Disease Patients

For the prevention and treatment of illness, accurate and timely investigation of any health-related problem is critical. The prevalence of cardiovascular illnesses is rising among Indians. Aging has long been recognized as one of the most significant risk factors for heart attacks, affecting men and women aged 50 and up. Cardiovascular attacks are increasingly becoming more common in people in their 20s, 30s, and 40s.. To detect and predict cardiovascular disease patients, starting with a pre-processing step in which we used feature selection to pick the most important features, we tested the accuracy of different models on a dataset with features like gender, age, blood pressure, and glucose levels. The model predicts whether a patient is likely to suffer from cardiovascular disease based on their medical records. Finally, we performed hyperparameter tuning to find the best parameter for the models. In comparison to the other algorithms, the XGBoost model produced the best results with an accuracy of 75.72%

groups
Tavleen K. Nagi mail -
Abhishek Tomar mail -
Deepanshi Jain mail -
Surinder Kaur mail
link https://doi.org/10.54216/FPA.100101

Volume & Issue

Vol. Volume 10 / Iss. Issue 1

Details open_in_new

Secured Intrusion Detection in Adhoc Networks

Adhoc network computing is necessary in the present IT business since adhoc networks play such a huge role in it. Making computer talents connected to information technology available on demand using the pay-as-you-use payment model is the practice under question (PAYU). It is conceptualized as a collection of computational resources that has been developed rationally. Only virtualization, a crucial component, makes it feasible to provide ad hoc network computing services. By utilizing the underlying physical computing resources, such as processing power, memory, servers, programs, and other essential resources for calculation, this approach enables the creation of logical or virtual resources (instances). Due to the cost savings associated with virtualization, Adhoc Network service providers could be able to reduce their initial investments. It results in more efficient use of the available computational resources. When employing a virtualization approach to generate many resources or instances, it is vitally crucial for the users to determine whether these virtual resources satisfy, the criteria that have been set users have set outtake several forms, one of which is the creation of Routing Protocols (VMs). When multiple Routing Protocols are created by utilizing the underlying physical computing resources, it is essential for the user that these Routing Protocols perform processing without interrupting the other, as well as without any interruption from outsiders such as intrusions, malware, hackers, etc., It is essential for the user that these Routing Protocols perform processing without interrupting the other It is necessary for the user that these Routing Protocols perform processing without interrupting the other It is of the utmost importance to have a thorough understanding of how to prevent assaults, incursions, and system failures. In this article, we introduce several different approaches, each of which makes use of a variety of security components, such as a security watchdog, an IDS/IPS system, a security framework, an access control framework, a security supervisor, etc., to provide the required level of security for the Routing Protocols and their required resources. This is accomplished by enabling the Routing Protocols to function normally and without any problems from the outside or the inside of the working environment, all while making use of the accessible.

groups
Mahmoud Zaher mail -
Nabil M. Eldakhly mail
link https://doi.org/10.54216/IJWAC.050203

Volume & Issue

Vol. Volume 5 / Iss. Issue 2

Details open_in_new

A Proposed Optimization Framework for the Routing Protocols in Adhoc networks

Because of recent advancements in wireless communication and networking, it is now much simpler for people to continue cultivating meaningful connections with one another. After the evolution of the IEEE 802.15.4 standard and Mobile IPv6, which is described in IETF RFC 4068, there is a demand for the design of a routing protocol based on the new architecture of wireless networks that can facilitate efficient communication. This is because the design of a routing protocol that is based on the new architecture of wireless networks is required to meet this demand. This desire has surfaced as a direct result of the necessity to design a protocol that is suitable for usage with the recently developed architecture of wireless networks. Wireless sensor networks, abbreviated as WSN for convenience, are one kind of wireless network that might run into problems with its physical layout. Scalability, energy efficiency, and efficient routing throughout the network are the three problems that need to be addressed here. It changes the way sensing operations are performed from those that can only be done on a small scale, in a centralized location, and at a high cost into those that can be done on a large scale, in a dispersed location, and at a lower cost. This is accomplished by combining extremely small battery-powered sensors with wireless networks. There are literally hundreds of different applications for wireless sensor networks that may be utilized to make complex problems easier to handle. When it comes to the great majority of applications for wireless sensor nodes, the key concern of engineers is the conservation of energy in these nodes. This becomes very important because the amount of energy consumption in sensor nodes should be maintained to a minimum in order to maximize the amount of time that a network can continue to function normally. The creation of a routing algorithm that consumes the least amount of energy possible is the major challenge presented by WSN. Clustering techniques are necessary for the maintenance of the network's available energy, and the k means clustering strategy is used during the formation of clusters in wireless sensor networks (WSN). When there is growth in the network and the topology formation changes because of scalability in the network, a new routing technique has been proposed with a k-means clustering algorithm using IPv6. The goal of this technique is to minimize energy consumption among the nodes while also maintaining a balanced distribution of energy use across the network. This was carried out with the goal of using IPv6, which has already been accomplished. The method of routing that has been presented is suitable for implementation in settings that support not only unicast and multicast routing but also any cast and multicast routing as well as multipath routing. This is done so that load balancing may be implemented successfully inside the network. In addition, research has been done to investigate the problem of finding bottleneck nodes within a WSN in order to make the process of energy conservation easier.

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Pavan Kumar V. mail -
Naveen K. mail -
Deva Krupakaram S. mail -
Mohan Reddy D. mail
link https://doi.org/10.54216/IJWAC.050204

Volume & Issue

Vol. Volume 5 / Iss. Issue 2

Details open_in_new

Clustering Based Energy Coding for Wireless Adhoc Network

The rapid expansion of wireless networking in the present environment is due to its advantages in terms of portability and ease of use in contrast to the constraints imposed by wired networking on the communications system. Research that is cutting-edge and innovative in the field of wireless technology has made it possible for computers such as personal digital assistants (PDAs) and notebooks to function without an interface for wired networks. This has made it possible for these devices to participate in networked communication even when they are being used while traveling. A specific kind of wireless network known as an ad-hoc network is now seeing rapid expansion. The mobile ad-hoc network will not take into consideration the wired network or centralized control since, by its very nature; it will be capable of uniting, shaping, and rapidly deploying its network nodes. In a scenario with several facets, the nodes of an ad-hoc network have an insufficient amount of battery power, and these batteries are not going to be replaced or rejuvenated. These batteries need utilization in an efficient manner in order to get the most out of the lifespan of the network. The communication inside ad hoc networks will be entirely reliant on batteries. Since these batteries will deplete the energy of the nodes that contributed to the network, the result will be a failure of the nodes due to a lack of available battery power. Because of this, the objective of ad hoc networks is still to care about the virtually expected message. In addition, the strategies for prolonging the life of the battery primarily considered the impact of specific node letdown on the actual message being sent by the network in the communication. The description of the system's life cycle becomes connected with the communication message that is desired to succeed. The phrase "prevailing network system lifetime" refers to the timing of the first node's failure, the presence of non-zero energy for the nodes' functional components, and the amount of time it takes for the cumulative delivery level to fall below the threshold necessary to perform a network partition. Considering all of these justifications and the structure of this, with a special emphasis on the node and the importance it has in the network's node lifespan, the difficulty of presenting the limiting near-to-far distance in Energy Efficient Coding with Channel Information for Wireless Ad-hoc Network (CAEC), an effort for the Multiple Access Interference (MAI), which will reduce the throughput. In order to reduce the impact of the MAI, a power assignment mechanism that ensures users have enough control over their connections inside mobile ad-hoc networks has been developed. This protocol, which is called CAEC and will interpret as the multiple access interruption accordingly resolving near-far complicated difficulties, which will challenge throughput presentation popularly mobile ad hoc network, was proposed as the supreme controlled access protocol for wireless ad hoc networks.

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Mahaboob Basha mail -
Srinu Nidamanuri mail -
Anusha Pureti mail -
Vamsi krishna mail
link https://doi.org/10.54216/IJWAC.010203

Volume & Issue

Vol. Volume 1 / Iss. Issue 2

Details open_in_new

Innovative Techniques for Attack Detection in Wireless Ad-Hoc Networks

As a result of the inherent weaknesses of the wireless medium, ad hoc networks are susceptible to a broad variety of threats and assaults. As a direct consequence of this, intrusion detection, as well as security, privacy, and authentication in ad-hoc networks, have developed into a primary focus of the current study. This body of research aims to identify the dangers posed by a variety of assaults that are often seen in wireless ad-hoc networks and provide strategies to counteract those dangers. The Black hole assault, Wormhole attack, Selective Forwarding attack, Sybil attack, and Denial-of-Service attack are the specific topics covered in this proposed work. In this paper, we describe a trust-based safe routing protocol with the goal of mitigating the interference of black hole nodes while routing in mobile ad-hoc networks. The overall performance of the network is negatively impacted when there are black hole nodes in the route that routing takes. As a result, we have developed a routing protocol that reduces the likelihood that packets would be lost because of black hole nodes. This routing system has been subjected to experimental testing to guarantee that the most secure path will be selected for the delivery of packets between a source and a destination. The invasion of wormholes into wireless networks results in the segmentation of the network as well as a disorder in the routing. As a result, we provide an effective approach for locating wormholes by using ordinal multi-dimensional scaling and round-trip duration in wireless ad hoc networks with either sparse or dense topologies. Wormholes that are linked by both short-route and long-path wormhole linkages may be found using the approach that was given. To guarantee that this ad hoc network does not include any wormholes that go unnoticed, this method is subjected to experimental testing. To fight against selective forwarding attacks in wireless ad-hoc networks, we have developed three different techniques. The first method is an incentive-based algorithm that makes use of a reward-punishment system to drive cooperation among three nodes for forwarding messages in crowded ad-hoc networks. A unique adversarial model has been developed by our team, and inside it, three distinct types of nodes and the activities they participate in are specified. We have demonstrated that the proposed method that is based on incentives prevents nodes from adopting individualistic behaviour, which ensures cooperation in the process of packet forwarding. In the second algorithm, a game theoretic model is proposed that uses non-cooperative game theory to ensure that intermediate nodes in resource-constrained ad-hoc networks faithfully forward packets.

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Lamia F. Tulaib mail -
Akbal O. Salman mail -
Mazin A. Mohammed mail
link https://doi.org/10.54216/IJWAC.030105

Volume & Issue

Vol. Volume 3 / Iss. Issue 1

Details open_in_new

Speech Emotions Recognition for Online Education

The severe circumstances caused by COVID-19 make online education the best replacement for regular face-to-face education for continuing the education process. One year ago, and till now most schools adopted online learning during this pandemic shutdown, which indicates the applicability of this teaching methodology. However, the efficiency of this method needs to be improved to guarantee its effectiveness. Although face-to-face teaching has many advantages over online education, there is a chance to promote online learning by utilizing the recent techniques of artificial intelligence. From this perspective, we propose a framework to detect and recognize emotions in the speech of students during virtual classes to keep instructors updated with the feelings of students so and can behave accordingly. The approach of detecting emotions from the speech is much more helpful for cases when turning on the cameras at the student's side could be embarrassing. This case is very common, especially for schools in Middle East countries. The proposed framework can also be applied to other similar scenarios such as online meetings.

groups
Abdelaziz A. Abdelhamid mail
link https://doi.org/10.54216/FPA.100104

Volume & Issue

Vol. Volume 10 / Iss. Issue 1

Details open_in_new

Watermarking System for Medical Images Using Optimization Algorithm

One of the main methods used to provide security for medical records when exchanging these records through open networks is digital watermarking. In order to preserve the privacy of patients, this system also requires a means to secure images. In this paper, a watermarking based on discrete wavelet transform (DWT), and discrete and discrete cosine transform (DCT) in cascade provides more robustness and security. DCT divides the image into low and high-frequency regions, watermarking message can be embedded into low-frequency regions to prevent distortion of the original image. DWT splits the image into four frequency coefficients; horizontal, vertical, approximation, and detailed frequency component. The judgment factors for the strength of the watermark system are robustness, invisibility, and embedded message capacity. Invisibility means transparency of the watermark logo or data in the original or host image without any distortion. Capacity data payload means the size of the embedded image which is related to the amount of data or logo size that will be embedded in the host image. Robustness refers to the capability of the watermark to stand with the host image operations. In this paper, we propose an optimizer to trade-off between robustness, invisibility, and message capacity. Three metrics were employed to assess the results achieved by the proposed approach, namely, Peak Signal-to-Noise Ratio (PSNR), Normalized Cross Correlation (NCC), and Image Fidelity (IF). The achieved results confirmed the effectiveness and superiority of the proposed approach for real-world digital watermarking applications.

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Mohamed Saber mail -
El-Sayed M. El-Kenawy mail -
Abdelhameed Ibrahim mail -
Marwa M. Eid mail
link https://doi.org/10.54216/FPA.100105

Volume & Issue

Vol. Volume 10 / Iss. Issue 1

Details open_in_new

Redesign of a drone (UAV) to obtain high flight autonomy, used in the analysis of Pitahaya crops based on neutrosophic control

The use of "drones" stands out in precision agriculture for the analysis of vegetation and soil indices, the present work contemplates a redesign, construction and implementation of a "drone" using computer tools based on software engineering and technologies of info-communications, which allows optimizing one of the existing platforms in the drone market (SKYWALKER (X8)) for the evaluation of vegetation indices, as estimators of changes in different types of vegetation cover in Pitahaya crops in the province del Guayas, also carry out precise monitoring of large extensions of crops, minimizing human presence, controlling soil conditions through special systems, such as hydration, temperature or plant growth rate, chlorophyll level, among others, and the appearance of plagues that could affect the Pitahaya crops located prematurely, as well as the bases for a neutrosophic control system in designing platforms by using simulators. For the neutrosophic control, neutrosophic uninorms were used for the aggregation of the measurement results by regions.  

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Pedro M. García mail -
Gilberto F. Castro mail -
Inelda A. Martillo mail -
Maikel Y. L. Vázquez mail
link https://doi.org/10.54216/IJNS.190306

Volume & Issue

Vol. Volume 19 / Iss. Issue 3

Details open_in_new

Square root Diophantine neutrosophic normal interval-valued sets and their aggregated operators in application to multiple attribute decision making

We discuss innovative square root Diophantine neutrosophic normal interval-valued set (SRDioNSNIVS)- based approaches to multiple attribute decision-making (MADM) problems. Square root neutrosophic sets, interval-valued Diophantine neutrosophic sets and neutrosophic normal interval-valued (NSNIV) sets are both extensions of square root Diophantine neutrosophic sets. In this section, we will look over several aggregating operations and how those interpretations have evolved over time. The article is focused on a novel idea known as square root NSNIV weighted averaging (SRDioNSNIVWA), square root NSNIV weighted geometric (SRDioNSNIVWG), generalized square root NSNIV weighted averaging (GSRDioNSNIVWA), and generalized square root NSNIV weighted geometric (GSRDioNSNIVWG). In order to solve MADM problems, we also begin an algorithm based on the aforementioned operators. The use of the euclidean and hamming distances is described, and examples from real-world situations are given. The main characteristics of these sets under various algebraic operations will be discussed in this communication. They are more practical and straightforward, and the ideal choice may be determined quickly. As a result, the defined models are more accurate and closely tied to Φ. In order to show the reliability and usefulness of the models under examination, we also compare a few of the proposed and current models. The study’s results are also fascinating and intriguing.

groups
M. Palanikumar mail -
Said Broumi mail
link https://doi.org/10.54216/IJNS.190307

Volume & Issue

Vol. Volume 19 / Iss. Issue 3

Details open_in_new

MCGDM based on VIKOR and TOPSIS proposes neutrsophic Fermatean fuzzy soft with aggregation operators

In this study, we presented a new generalization of the Fermatean interval valued fuzzy soft set (FIVFSS) and the neutrosophic interval valued soft set called the neutrsophic Fermatean interval valued soft set (NSFIVSS). The NSFIVSS decision matrix aggregated operations are the topic of our current discussion. Strong points of view for the generalization of the interval valued fuzzy soft set (IVFSS) known as multi-criteria group decision making (MCGDM) are the TOPSIS and VIKOR techniques. We discuss a score function that combines TOPSIS, VIKOR, and NSFIVSS-positive ideal solution (PIS) and NSFIVSS-negative ideal solution (NIS) techniques. The TOPSIS and VIKOR methods also offer decision-making weights. The nearness condition is used to determine the best alternative. An educational trust intends to give some money to those underdeveloped schools since they lack amenities like restrooms, a campus environment that is favorable to learning, sports equipment, and classroom furnishings like desks and lights. In order to lower the factor, they declared a payment to be made in the amounts of 30, 25, 20, 15, and 10. Find the top five under performing schools in the state.

groups
M. Palanikumar mail -
Aiyared Iampan mail -
Said Broumi mail
link https://doi.org/10.54216/IJNS.190308

Volume & Issue

Vol. Volume 19 / Iss. Issue 3

Details open_in_new