Papers by Rekha Shahapurkar
SAMRIDDHI : A Journal of Physical Sciences, Engineering and Technology
Addressing in IPv6 networks is a complex task, that involves multiple decision criterion that inc... more Addressing in IPv6 networks is a complex task, that involves multiple decision criterion that include base addressing, subnet addressing, location & energy aware addressing, and temporal performance aware addressing constraints. To incorporate these constraints a wide variety of models are proposed by researchers, and most them utilize location-aware addressing and do not consider multimodal parameters. Schemes that consider these parameters are either highly complex, or cannot be scaled for heterogeneous network scenarios. To overcome these limitations, this text proposes design of a novel hybrid bioinspired model that assists in improving addressing capabilities of IPv6 networks. The proposed model bee colony optimization (BCO), genetic algorithm (GA), and particle swarm optimization (PSO) in order to improve addressing quality for different network types. Initially, GA is used to stochastically assign location-specific addresses to a simulated network, which is incrementally tune...
AIP Conference Proceedings
This paper focuses on review of Design & Development of Health-care Patient Monitoring System usi... more This paper focuses on review of Design & Development of Health-care Patient Monitoring System using cloud Environment In traditional method of patient monitoring the patients physiological information is on paper recorded by the nurses. As these nurses work on shift basis the latest details of the patient may not be completely explained from outgoing to incoming nurse. Many times the diagnosis is made based on manually recorded physiological information and the prescription was noted without concern with tolerant current medical records. With such conventional method diagnoses as well as the recommendation are noted against the law, which does not permit to do experts to have an easy entry to tolerant record. With such scenario it is bit difficult to diagnose the patient correctly for the proper treatment. This leads to the expansion of store and ahead at least under ICU environment. With such system the patient's normal functioning in the form of space-time records of biological event are seize, stored for as long as to the experts for unplugged. To facilitate population living in rural as well as interior part of the country with portable battery operated Telemetric unit. To provide flexibility to such patients to have distant medical checkups as well as continuous patient monitoring. shows methodology and basic idea about how the sensors, actuatorsconnected to processor which able to process the signal in proper graphical physiological parameters of patients displayed on monitor by Java Programming technique later its connected to wireless sensor network then sent to web server to the experts present on another side. During this COVID-19 pandemic situation, biomedical healthcare Monitoring System is very helpful for those patients where vehicles, transportation and continuous monitoring is necessary .
Analysis of Group Intelligence Machine Learning Optimization Algorithms to enhance IPv6 Addressing
International Journal of Next-Generation Computing
The current variety of the Internet Protocol is IPv6 for addressing the networking devices as per... more The current variety of the Internet Protocol is IPv6 for addressing the networking devices as per the mechanisms proposed by past researchers to minimize the delay and improve the efficiency. It is additionally recognized as a classless addressing scheme that locates computing machines throughout the web so they can be located. Among the mechanisms, the Group Intelligence (GI) algorithms that consists of Evolutionary and Group based Optimization techniques have gained attention of the researchers to contribute an effective optimized solution towards solving an optimization problem. Thus, the aim of this paper is to study the implementation, features and effectiveness of different GI based metaheuristic machine learning optimization algorithms, so as to contribute in future towards designing and upgrade to a new IPv6 addressing scheme by blending the benefits of the metaheuristic algorithms to find good or near –optimal solutions at a reasonable computation cost in IPv6 network to e...
A mobile Ad-hoc network (MANET) is a dynamic multi hop wireless network established by a group of... more A mobile Ad-hoc network (MANET) is a dynamic multi hop wireless network established by a group of nodes in which there is no central administration. Due to mobility of nodes and dynamic network topology, the routing is one of the most important challenges in ad-hoc networks. There are many routing protocols in Mobile Ad hoc Networks, the popular ones being AODV, DSR, OLSR, and DSDV. Although a lot of research work is done on individual protocol but not enough research is done on comparing these protocols under different Mobility Models. These mobility models play a significant role in determining the performance of MANET routing protocols. So there is a real need to study and evaluate different mobility models and their effect on MANET by using routing protocols parameters. The research is carried out using discrete event simulation environment software known as OPNET Modeler Version 14.5. In this research paper the main objective is to analyze, simulate and do a comparative analysi...
In general, a Mobile Ad hoc Network (MANET) is a self configuring network of mobile nodes connect... more In general, a Mobile Ad hoc Network (MANET) is a self configuring network of mobile nodes connected by wireless links to form an arbitrary topology without the use of existing infrastructure. In mobile ad hoc network, simulation plays an important role in determining the network characteristics and measuring performance. On the other hand, unrealistic simulation conditions may be misleading, instead of being explanatory. Since MANETs are not currently deployed on a large scale, research in this area is mostly simulation based. Among other simulation parameters, the mobility model plays a very important role in determining the protocol performance in MANET. Thus, it is essential to study and analyze various mobility models. In this paper, we provide survey and classification of existing mobility models. We also discuss various mobility models that exhibit the characteristics of temporal dependency, spatial dependency and geographic constraints. Hence, we attempt to provide an overview of the analysis of mobility modeling.
Support Vector Machine for Predicting BOD of Greywater
International Journal of Engineering Trends and Technology
A Proposed Method to Improve Efficiency in IPv6 Network Using Machine Learning Algorithms: An Overview
Information and Communication Technology for Competitive Strategies (ICTCS 2020), 2021
The current variety of the Internet Protocol is IPv6 for addressing the networking devices. It is... more The current variety of the Internet Protocol is IPv6 for addressing the networking devices. It is additionally recognized as a classless addressing scheme that locates computing machines throughout the web so they can be located. Among the mechanisms that are used to improve the efficiency are classification and clustering algorithms of machine learning (ML) approach. This paper aims to survey some of the methods previously used before the use of machine learning approach. The proposed method is to make use of semi-supervised or reinforcement ML algorithms. Thus, the intention of this paper is to study the future of IPv6 addresses as per the various mechanisms proposed by past researchers to minimize the delay and propose a model with the use of reinforcement ML algorithm or with the use of semi-supervised ML algorithm to enhance the execution result of the addressing on real-time data.
Recent Trends in Intensive Computing, 2021
In today’s growing cloud world, where users are continuously demanding a large number of services... more In today’s growing cloud world, where users are continuously demanding a large number of services or resources at the same time, cloud providers aim to meet their needs while maintaining service quality, an ideal QoS-based resource provisioning is required. In the consideration of the quality-of-service parameters, it is essential to place a greater emphasis on the scalability attribute, which aids in the design of complex resource provisioning frameworks. This study aims to determine how much work is done in light of scalability as the most important QoS attribute. We first conducted a detailed survey on similar QoS-based resource provisioning proposed frameworks/techniques in this article, which discusses QoS parameters with increasingly growing cloud usage expectations. Second, this paper focuses on scalability as the main QOS characteristic, with types, issues, review questions and research gaps discussed in detail, revealing that less work has been performed thus far. We will t...
Machine Learning Based Quality Prediction of Greywater: A Review
Lecture Notes in Networks and Systems, 2021
Predicting BOD of Greywater using Artificial Neural Networks
International Journal of Engineering Trends and Technology
A mobile ad-hoc network (MANET) is basically called as a network without any central administrati... more A mobile ad-hoc network (MANET) is basically called as a network without any central administration or fixed infrastructure. It consists of a number of mobile nodes that use to send data packets through a wireless medium. There is always a need of a good routing protocol in order to establish the connection between mobile nodes since they possess the property of dynamic changing topology. Further, in all the existing routing protocols, mobility of a node has always been one of the important characteristics in determining the overall performance of the ad hoc network. Thus, it is essential to know about various mobility models and their effect on the routing protocols. Many academic papers have evaluated the influence of mobility models of MANET on network performance assuming similar routing and network conditions. In this paper, we do not cater the influence of mobility models in a standalone position rather we have varied mobility and analyzed the effect of several entity and grou...
Mobile Ad hoc Networks (MANETs) belong to Wireless Networks where the nodes communicate with each... more Mobile Ad hoc Networks (MANETs) belong to Wireless Networks where the nodes communicate with each other in a multi-hop fashion without any centralized control. In these networks, the dynamic topology of nodes, interference, path loss and multipath propagation. So, it does not require an infrastructure to resume the network connectivity. This infrastructure less, resource constrained, with limited memory and computing capacity along with the dynamic topology of MANET, demands different network strategies to be implemented to accomplish the communication. Considering all these issues, routing performs a crucial role while computing the path from source to the destination. Further, Mobility modeling and control makes the topology of MANET more challenging which requires considerable human focus. To handle this scenario, different solutions have been presented by many potential researchers. This paper attempts to focus on the performance of reactive routing protocol AODV by considering ...
Recent Trends in Intensive Computing
Data mining is a technique that explores the necessary data is extracted from large data sets. Pr... more Data mining is a technique that explores the necessary data is extracted from large data sets. Privacy protection of data mining is about hiding the sensitive information or identity of breach security or without losing data usability. Sensitive data contains confidential information about individuals, businesses, and governments who must not agree upon before sharing or publishing his privacy data. Conserving data mining privacy has become a critical research area. Various evaluation metrics such as performance in terms of time efficiency, data utility, and degree of complexity or resistance to data mining techniques are used to estimate the privacy preservation of data mining techniques. Social media and smart phones produce tons of data every minute. To decision making, the voluminous data produced from the different sources can be processed and analyzed. But data analytics are vulnerable to breaches of privacy. One of the data analytics frameworks is recommendation systems commo...
Recent Trends in Intensive Computing
Greywater reuse furthermore, reusing can be an incredible method to get non-consumable water. Sin... more Greywater reuse furthermore, reusing can be an incredible method to get non-consumable water. Since it contains broke down pollutions, greywater can’t be utilized straightforwardly. As an outcome, it is critical to decide the nature of water prior to utilizing it. Body estimations require five days to finish, while COD estimations require only a couple of hours. Not exclusively improve models for evaluating water quality are required; however, a more coordinated methodology is additionally getting more normal. Most of these models require a wide scope of information that isn’t in every case promptly available, making it a costly and tedious activity. Because of different issues in the enlistment with estimation included in water quality boundaries like BOD as well as COD, the principal objective of this investigation is to track down the best multivariate direct relapse models for foreseeing complex water quality outcomes. The code was written in Python for multi-variable informatio...
Designing secure email infrastructure
ABSTRACT
Arxiv preprint arXiv: …, 2010
International Journal for Research in Applied Science and Engineering Technology, 2018
A Mobile Ad-hoc Network (MANET) is a collection of mobile devices dynamically forming a communica... more A Mobile Ad-hoc Network (MANET) is a collection of mobile devices dynamically forming a communication network without any centralized control and pre-existing network infrastructure. Due to the presence of mobility in the MANET, the interconnections between stations are likely to change on a continual basis, resulting in frequent changes of network topology. Consequently, routing becomes a vital factor and a major challenge in such a network. This research aims to study the impact of mobility models with routing protocols on MANETs and thereby comprehensively analyzes their performance under varying node mobility rates. . In this research paper the main objective is to analyze, simulate and do a comparative analysis of different Mobility Model with MANET routing protocols namely AODV (Ad Hoc On Demand Distance Vector) and OLSR (Optimized Link State Routing). This paper will perform a comparison between these models considering the following performance metrics (Average End to End De...
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Papers by Rekha Shahapurkar