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The main aim of an educational institute is to offer high-quality education to students. The system to achieve better quality in the educational system is to find the knowledge from educational data and to discover the attributes that manipulate the performance of students. Student performance prediction is a major issue in education and training, specifically in the educational data mining system. This research presents the student performance prediction approach with the MapReduce framework based on the proposed Fractional Competitive Multi-Verse Optimization-based Deep Neuro-Fuzzy Network. The proposed Fractional Competitive Multi-Verse Optimization-based Deep Neuro-Fuzzy Network is derived by integrating Fractional Calculus with Competitive Multi Verse Optimization. The MapReduce framework is designed with the mapper and the reducer phase to perform the student performance prediction mechanism with the deep learning classifier. The input data is partitioned at the mapper phase to perform the data transformation process, and thereby the features are selected using the distance measure. The selected unique features are employed for the data segmentation process, and thereafter the prediction strategy is accomplished at the reducer phase by the Deep Neuro-Fuzzy Network classifier. The proposed method obtained the performance in terms of Mean Square Error, Root Mean Square Error and Mean Absolute Error with the values of 0.3383, 0.5817, and 0.3915, respectively.

Enabling embedded System developed for working in a network environment can provide a lot of opportunities in monitoring and controlling of same from different geographical areas. It may be in a peer to peer type or client server type depending on type of application. Adding web features for such an application, system will be accessible from anywhere from the web. System developed here mainly focus on the issues of possibility of deployment of the system from LAN and Web. Stated study is a microcontroller based embedded system for monitoring and controlling of parameters like temperature and humidity. It can be implemented using simple client server technology as well as web technology. Users belong to the organizational domain can use their own Intranet for monitoring and controlling of parameters designed on simple client server technology whereas users beyond the scope of Intranet can use Internet interface designed using web technology. Both the technologies are having its own advantages as well as disadvantages. This paper explores the technological implications of the system using client server as well as web technology.

Though embedded applications were originally built on standalone devices, nowadays these devices require a growing integration with other systems through their interconnection with TCP/IP networks. Web Services, which provide a service oriented distributed architecture for the interconnection of systems through TCP/IP networks, have been widely adopted for the integration of business applications, but this sort of integration is still not widely provided by embedded applications. The present work aims to demonstrate the feasibility of using Web Services for the integration of embedded applications running on heterogeneous architectures. This is achieved through the provision of a support for the development and deployment of web services for embedded applications. Basic objective of the system developed is to monitor and control Humidity and Temperature through Internet using interactive computer front end. The feasibility of this approach in terms of security and authentications of its Internet users is demonstrated by developing an mail server along with application deployed. Mail server keeps track of authorised users’ with login password and email ID in a database table. This information is used to identify authorised users who are allowed to make changes in control parameters of the stated embedded application.

System developed for the stated study is a microcontroller based embedded system for monitoring and controlling of parameters like temperature and humidity. It can be implemented using simple client server technology as well as web technology. Users belong to the organizational domain can use their own Intranet for monitoring and controlling of parameters designed on simple client server technology whereas users beyond the scope of Intranet can use Internet interface designed using web technology. Both the technologies are having its own advantages as well as disadvantages. This paper explores the technological implications of the system using client server as well as web technology. Embedded hardware circuit is fabricated in to two separate digital circuits connecting two COM ports of Embedded server. First circuit will monitor temperature and humidity and display same in LCD. Application program executed in computer reads COM port and display the same in monitor and store in database. Second digital circuit will provide necessary hardware control of devices for controlling of temperature and humidity automatically. It is implemented through relay based on the user entered set value of temperature and humidity which is stored in database of computer. Developed system enable its both Intranet as well as or Internet users for monitoring and setting new values of temperature and humidity through the respective front end.