Papers by Pothuganti Karunakar
International Journal of Innovative Research in Computer and Communication Engineering, 2018
The reason for this article is to discover useful Internet marketing tools that expand the number... more The reason for this article is to discover useful Internet marketing tools that expand the number of guests on the business website.For the analysis of website traffic was utilized Google Analytics, and Facebook Insights tool and measurable strategies for correlation examination was being used for finding the level of reliance between guests streams at individual website and authority businesswebsite. The primary logical goal is to confirm the speculation, that there is the reliance between web traffic at the authority business website and web traffic at the individual website of the business website proprietor. The aftereffects of the exploration portrayed in this article show the specific reliance between website traffic at business and personal websites and apparent support between rivalry at social network and business websites traffic. The significant ramifications came about because of this exploration shows that extra exercises must uphold the making of the essential website as a social network exercises, the continuous realization of website and creation auxiliary websites, that are associated with the critical website.
International Journal of Innovative Research in Computer and Communication Engineering, 2018
With the consistent improvement of deep learning, a convolution neural network with its brilliant... more With the consistent improvement of deep learning, a convolution neural network with its brilliant recognition execution acquires a significant advancement in target detection, image recognition, and different fields. An improved ReLu division amendment Activate work is proposed, by improving the standard convolution neural network, including the nearby reaction standardization layer, utilizing the most extreme stacking, etc. Given the Google profundity learning stage TensorFlow, the actuation work is used to develop the altered convolution neural network structure model, utilizing the CIFAR-10 informational collection as the neural network contribution for the model preparing and assessment. We examine the impacts of various neuron enactment work on the neural network intermingling speed and image recognition precision. The exploratory outcomes show that utilizing the improved unsaturated nonlinear fragment initiation work SignReLu, and the combined rate is quicker, the inclination disappearing issue is viably mitigated. The exactness of the neural network recognizable proof is improved clearly.
International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering, 2018
Deep neural networks have been effectively utilized in various rising spaces to take care of real... more Deep neural networks have been effectively utilized in various rising spaces to take care of really complicated issues. All the more deep learning(DL) architectures are being created to date. To accomplish these best in class exhibitions, the DL architectures use initiation capacities (AFs) to perform different calculations between the shrouded layers and the output layers of some random DL architecture. This paper presents a review of the current AFs utilized in deep learning applications and features the ongoing patterns in using the actuation capacities for deep learning applications. This paper's curiosity is that it assembles a larger part of the AFs utilized in DL and blueprints the momentum patterns in the applications and use of these capacities in reasonable deep learning deployments against the best in class research results. This assemblage will help settle on viable choices in selecting the most appropriate andappropriate enactment work for some random application prepared for deployment.
International Journal of Innovative Research in Computer and Communication Engineering , 2018
Conventional TCP protocols treat all packet misfortune as an indication of congestion. Their
powe... more Conventional TCP protocols treat all packet misfortune as an indication of congestion. Their
powerlessness to perceive non-congestion related packet misfortune affects the communication efficiency in the remote
networks. As of late proposed protocols, for example, Freeze-TCP, TCP-Probing, TCP Westwood, TCP Veno, TCPJersey,
and JTCP, all improve over the conventional TCP protocols. This paper reports a quantitative examination of
ongoing protocols against the right now frequently utilized to be specific, TCP SACK, TCP New Reno, and TCP
Vegas. Reproduction tests were intended for different network formats and with varying outside impedances trying to
recreate real situations most precisely. To complete these examinations, the presentation of every convention was
estimated dependent on three benchmark measurements: throughput, normal congestion window, and time to finish a
file transfer.
International Research Journal of Modernization in Engineering Technology and Science , 2020
In this paper, we have assessed a calculation utilizing Principal Component Analysis (PCA) for it... more In this paper, we have assessed a calculation utilizing Principal Component Analysis (PCA) for its application in
information analysis. In the examination field, it is hard to comprehend the enormous measure of information
and is very tedious as well. This way, to maintain a strategic distance from wastage of time and for the
simplicity in understanding, we have investigated a PCA calculation that can diminish the immense element of
the information into 2-dimensional. The technique for PCA is utilized to pack the most extreme measure of data
into initial two segments of the changed network known as the principal components by dismissing the other
vectors that convey the insignificant data or repetitive information. The primary target of the paper is to isolate
two mixes state A and B having various focuses for every one of the four sensors also, distinguishes which
sensors have the comparative or unique focus with the assistance of different plots that clarifies the connection
between's the various factors.
International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering , 2018
The "Internet of things" (IoT) idea these days is probably the most sizzling pattern for research... more The "Internet of things" (IoT) idea these days is probably the most sizzling pattern for research in some random field; since IoT is about collaborations between numerous gadgets, things, and items. This association opens various headings of upgrade and improvement in multiple areas, for example, engineering, conditions, interchanges, conventions, security, applications and colossal information. The outcomes will be remarkable, and we will have the option to arrive at the ideal change and enhancements we look for in the fields that influence our lives. The primary objective of Internet of things (IoT) is to guarantee successful correspondence among articles and fabricate a continued bond among them utilizing various kinds of applications. The application layer is answerable for offering types of assistance and decides a lot of conventions for message going at the application level.
International Journal of Innovative Research in Computer and Communication Engineering, 2019
Agriculture is the essential wellspring of work People in India. It assumes a significant part of... more Agriculture is the essential wellspring of work People in India. It assumes a significant part of the economy of the nation. Yet, presently days because of movement of individuals from rustic to metropolitan, there is an obstacle in agriculture. Observing the ecological factor isn't the finished answer for increment the yield of harvests. There are no components that decline the profitability generally. Thus Automation must be actualized in agriculture to defeat these issues. A programmed water system framework is accordingly sparing time, cash and intensity of rancher. The Traditional Farmland water system methods require manual mediation. With the mechanized innovation of water system, human intercession can be limited. Constant detecting a checking of yields by a combination of sensors with the Internet of things (IoT) and making ranchers mindful about yields development, reap time intermittently and thus making high profitability of harvests and guaranteeing right conveyance of items to end, buyers at ideal spot and correct time. So to defeat this difficult, we go for savvy agriculture procedure utilizing IoT. This Project incorporates sensors, for example, temperature, dampness, soil dampness and downpour locator for assortment the field information and prepared.
International Journal of Innovative Research in Computer and Communication Engineering , 2020
With the quick improvement of science and innovation, the world is turning out to be "smart." Liv... more With the quick improvement of science and innovation, the world is turning out to be "smart." Living in such a brilliant world, individuals will be consequently and cooperatively served by the keen gadgets (e.g., watches, cell phones, PCs), intelligent transportation (e.g., vehicles, transports, trains), savvy situations (e.g., homes, offices, plants), and so forth. The volume of information that will go far and wide will increment immensely sooner rather than later. Server farm IP traffic will develop at a CAGR of 27% somewhere in the range of 2015 and 2020 to 15.3 zettabytes(1021bytes) per annum as indicated by Cisco's 2015 Global Cloud Index, and there will likewise be upwards of 25 billion gadgets associated with the IoT creating as much as 50 zettabytes of information. In this way, a self-ruling vehicle can be viewed as a server farm in its own right, albeit associated with a control server farm for specific components of its activity and programming. The vitality use and ecological effect of server farms have, as of late, become a significant issue for the two administrators and strategy creators. More than 50% of the exhausted force is coordinated to fuel the essential cooling frameworks that shield processors from overheating. This presents, conceivably, a primary open door for the "greening" of server farms. This paper targets examining the need for green server farms to synchronize the forthcoming IoT patterns and its impact on the earth, alongside better vitality effective procedures. Green server farms subsequently target decreasing the carbon impressions required or created by PC technology[1]. For any server farm today, being vitality productive is an absolute necessity. PUE can give a premise to estimating vitality productivity and is significant for making a feasible green server farm. By diminishing carbon impressions and expanding individual workers' usage, PUE and ROI enhancement objectives can be accomplished.
International Journal of Innovative Research in Science, Engineering and Technology, 2020
The total populace is relied upon to develop by over a third by 2050. Market interest in food wil... more The total populace is relied upon to develop by over a third by 2050. Market interest in food will keep on growing. Automated drones and various robots in smart developing applications offer the likelihood to screen farms show up on a for each plant premise, decreasing the proportion of herbicides and pesticides that must be applied. There is a hole between current food profitability development and required development. To support the yield, ranchers changed to the broad utilization of synthetic manures. Unreasonable compost use has adverse effects like diminished yield, wastage of manure, harm to Soil, and groundwater defilement. Presently, ranchers generally depend on mystery, assessment, experience when choosing the harvest that ought to develop, and the compost that ought to be utilized. In this paper, we have proposed an answer that uses innovations like Machine Learning, Image Processing, and the Internet of things to cultivate profitability and simultaneously, decline the manure utilization.
Overview of Vehicular Adhoc Network Routing Protocols and their Architecture , 2020
VANETs have become a fascinating region of examination since vehicles can be outfitted with senso... more VANETs have become a fascinating region of examination since vehicles can be outfitted with sensors, preparing, and correspondence gadgets. Thus, a different extraordinary application developed in various territories, for example, security and public administrations. VANETs are considered as a subclass of Ad hoc networks. Nonetheless, they have unique qualities that separate them, for example, QoS prerequisites, protection, security, and high portability of hubs. This paper examines VANET's unique qualities also, clarify why VANETs are viewed as a subcategory of ad hoc networks. Likewise, an order of VANETs designs is introduced in this examination. Additionally, the significance and requirements of VANETs alongside their applications are introduced in this examination. Moreover, different routing protocols proposed for VANETs are read, and an order for these protocols is proposed in this investigation.
International Journal of Innovative Research in Computer and Communication Engineering, 2019
Classic supervised learning makes the shut world suspicion that the classes found in testing prob... more Classic supervised learning makes the shut world suspicion that the classes found in testing probably showed up in preparing. Be that as it may, this supposition that is frequently disregarded in actual applications. For instance, in a web-based media website, new subjects rise continually furthermore, in internet business, new classes of items show up every day. A model that can't identify new/inconspicuous issues or items is hard to work well in such open conditions. An alluring model using in such situations must have the option to (1) reject models from inconspicuous classes (not showed up in preparing) and (2) gradually become familiar with the new/concealed types to extend the current model. This is called open-world learning (OWL). This paper proposes another OWL technique dependent on meta-learning. The essential oddity is that the model keeps up just a powerful arrangement of seen classes that permits new courses to be included or erased with no requirement for model re-preparing. Each class is spoken to by a little understanding of preparing models.
International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineerin, 2019
Cancer is a scary sickness, which is caused in light of unregulated cell development. After numer... more Cancer is a scary sickness, which is caused in light of unregulated cell development. After numerous explores, very nearly 100 distinct sorts of cancer has been identified in the human body. Out of these, one of the most broadly spread is bone cancer, which prompts demise. The detection of bone cancer is fundamental and which has no expectation. Directly, the vast majority of the examination is finished by utilizing information mining strategies and the picture handling methods for clinical picture investigation measure. The information and the knowledge gathering from massive information bases and related sites have been unsurprising by numerous logical scientists. Affiliation rule mining, underpins vector machines, fluffy hypothesis and probabilistic neural networks and learning vector quantization are the generally utilized strategies for detection and order of bone cancer. This paper used the K-means clustering calculation for bone picture division. The portioned picture is additionally prepared for bone cancer detection by assessing the mean intensity in the recognized zone. Limit values are proposed for the order of clinical images for the nearness or nonappearance of bone cancer. This strategy employments jpeg pictures, yet additionally appropriate for the unique organization of DICOM (advanced imaging correspondence of medication) clinical images if any alterations are finished. The outcomes utilizing this technique gives 95% precision with less computational time.
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Papers by Pothuganti Karunakar
powerlessness to perceive non-congestion related packet misfortune affects the communication efficiency in the remote
networks. As of late proposed protocols, for example, Freeze-TCP, TCP-Probing, TCP Westwood, TCP Veno, TCPJersey,
and JTCP, all improve over the conventional TCP protocols. This paper reports a quantitative examination of
ongoing protocols against the right now frequently utilized to be specific, TCP SACK, TCP New Reno, and TCP
Vegas. Reproduction tests were intended for different network formats and with varying outside impedances trying to
recreate real situations most precisely. To complete these examinations, the presentation of every convention was
estimated dependent on three benchmark measurements: throughput, normal congestion window, and time to finish a
file transfer.
information analysis. In the examination field, it is hard to comprehend the enormous measure of information
and is very tedious as well. This way, to maintain a strategic distance from wastage of time and for the
simplicity in understanding, we have investigated a PCA calculation that can diminish the immense element of
the information into 2-dimensional. The technique for PCA is utilized to pack the most extreme measure of data
into initial two segments of the changed network known as the principal components by dismissing the other
vectors that convey the insignificant data or repetitive information. The primary target of the paper is to isolate
two mixes state A and B having various focuses for every one of the four sensors also, distinguishes which
sensors have the comparative or unique focus with the assistance of different plots that clarifies the connection
between's the various factors.