We know that the entertainment and theatre industry has made a big revolution in our world. People are getting lost in the reel world rather than staying in the real world. They are adapting to the visualized characters and their traits in the filmed videos, and are becoming less tolerant and more violent. The newer generation is highly impacted by the ill- mannered and unsubstantial figures It’s not that every motion picture is bad for generations, and is needful for every age group. But we have to see which content is appropriate for which group of society. So from this project, we will try to understand the user reviews and there comments to subcategories and describe them as negative or positive. We will conclude which movie is good for viewing and which is not, using deep learning with RNN.

Keywords :

Author : Mr. Divyanshu Kumar, Mr. Mohammed Bakhtawar Ahmed

Title : SORTING OF IMDB MOVIES REVIEWS USING RECURRENT NEURAL NETWORK AND MACHINE LEARNING

Volume/Issue : 2024;06(06)

Page No : 1-6

Now-a-days, Wireless sensor networks play an important role in a wide range of applications. All the sensor nodes equipped with non-replaceable batteries for monitoring the desired region by fixed topology. By using WSNs everywhere, it becomes the main key of the big data in the emerging world. WSNs monitor physical phenomenon changes like temperature, pressure, ambient light, solar radiation and humidity consuming a large amount of energy. Energy consumption is a primary challenge in WSNs. To decrease the energy consumption by network, this paper proposes modified energy saving based privacy preserving data aggregation method to eliminate the redundancy among sensing data. This proposed method expands the system lifetime by reducing the number of transmission among the nodes and the sink. The efficiency of proposed method has been correlated with state-of-arts methods. The execution outcomes show that the proposed MEBPP data aggregation method send more number of packets with less energy utilization and more network existence.

Keywords : Wireless Sensor Network, Data Aggregation, Slicing, Mixing, Aggregator.

Author : Mr. Suraj Kumar Ram, Mr. Mohammed Bakhtawar Ahmed

Title : Wireless Sensor Network: Energy Base Data Aggregation

Volume/Issue : 2024;06(06)

Page No : 7-14

The effect of couple stress on thermal instability of visco-elastic Rivlin-Ericksen nanofluid layer through a porous medium is investigated for more realistic boundary conditions. By applying Perturbation method, Normal mode technique, the effects of the various physical parameters of the system namely Lewis number, modified diffusivity ratio, nano particle Rayleigh number and couple stress on the stationary convection have been investigated both analytically and graphically. The Lewis number, modified diffusivity ratio, nano particle Rayleigh number and couple stress are found to have stabilizing effect on stationary convection.

Keywords : Nanofluid; Rivlin-Ericksen visco-elastic fluid; Normal mode technique; Rayleigh number; Lewis number; modified diffusivity ratio; couple stress

Author : Sudhir Kumar pundir, Deepak kapil, Rimple pundir

Title : Effect of couple stress on thermal instability of visco-elastic Rivlin-Ericksen nanofluid layer through a porous medium

Volume/Issue : 2024;06(06)

Page No : 15-24

Cloud Computing is a popular buzzword currently in the market, the essential concerns for both Cloud providers and consumers are Confidentiality, Integrity, Availability, Authenticity, and Privacy . Security in Cloud computing is a crucial important and critical aspect, and involves numerous issues and problem associated to it. Cloud service provider and the cloud service consumer must and should make sure that the cloud is stay protected from all the external threats and risks so that the customer does not get any problem such as loss of data or data theft. There is also an instance where a malicious user can entered in to the cloud by acting like a legitimate user, in consequence infecting the entire cloud and that effects many customers who are sharing the affected cloud. In this we will discuss how to administer security for the data from the unauthorized users and accommodating integrity to the users.

Keywords : Cloud, Cloud Computing, Data Integrity, Confidentiality, AES, Steganography.

Author : Mr. Ankit Kumar Shakya, Mr. Mohammed Bakhtawar Ahmed

Title : Data Security: Vital Demand in Cloud Computing

Volume/Issue : 2024;06(06)

Page No : 25-33

A graph 𝐺 with 𝑝 vertices and 𝑞 edges is a mean graph if there is an injective function f from the vertices of 𝐺 to {0, 1, 2, … , 𝑞} such that when each edge 𝑢𝑣 is labeled with ௙(௨)ା௙(௩) ଶ if 𝑓(𝑢) + 𝑓(𝑣) is even and ௙(௨)ା௙(௩)ାଵ ଶ if 𝑓(𝑢) + 𝑓(𝑣) is odd, then the resulting edges are distinct. The graph which admits the vertex odd mean labeling and vertex even mean labeling are called as vertex odd mean and vertex even mean graph respectively. In this paper we investigate vertex odd and vertex even mean labeling of the graphs 𝑃௡ + 𝑛𝑆ଷ, 𝑛𝐶ସ + 2𝑃ଶ and 𝑛𝐶ସ + 𝑃ସ.

Keywords : Mean labeling, vertex odd mean labeling, vertex even mean labeling.

Author : C. Vimala, M. Gayathri

Title : A STUDY ON VERTEX ODD MEAN & VERETX EVEN MEAN LABELING OF SOME GRAPHS

Volume/Issue : 2024;06(06)

Page No : 34-42

This paper analyzed a system of computer with component-wise redundancy with independent failures of software and hardware. There are two units-one primarily operative and other reserved as hardware cold standby. After determined operation time, by conducting precautionary conservation of hardware unit, there are two possibilities that is operative unit undergoes for software up gradation with some probability while other possibility for hardware unit after independent failures. A single server is available instantly to provide the services like repairs of hardware, software components and preventive maintenance. The system is in good state after repair. The different failures of system follow exponential distribution whereas others are arbitrary. Regenerative Point Graphical Technique (RPGT) with semi-Markov process is used for finding the consistency and other strictures of the system speedily and easily. The derived expressions like mean time to system failure (MTSF), availability of the system, different busyness of system and the number of visits of the server are shown graphically.

Keywords : Preventive maintenance, Fuzziness Measure, RPGT

Author : Anju Dhall

Title : A system of computer with Preventive maintenance over H/w and S/w subject to maximum operation time

Volume/Issue : 2024;06(06)

Page No : 43-51