Volume 8 | Issue 6 |

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Stock Price Prediction, Machine Learning, Long Short Term Memory

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Creative Commons Attribution 4.0 and The Open Definition

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Water is an essential resource for life and it is now a matter of important day. This problem affects various processes such as water management, water consumption, distribution, system detection and equipment maintenance. Based on this measurement, we offer a smart water heating system by connecting the Internet of Things technology with the combination of business process and decision support systems. We provide architecture to detail physical scene where we will examine our implementation. It is uncomfortable and often effective for periodic human intervention to maintain for the any traditional water system. This paper presentation will present the system's complete working process. In the introductory, there describe the details of the system, the purpose of the system, scope and justification of the system. There have some literature reviews about the relevant projects in relevant fields, which are reviewed and described soon. There are detailed descriptions of the work flow of the procedure section which are strictly followed during the project completion. Need Analysis, design and development hardware needs, software requirements, block drawing, description of the material used in the project, circuit diagrams and flotation discussions.

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Creative Commons Attribution 4.0 and The Open Definition

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Wireless Sensor Network (WSN), water parameters, Internet of things (IoT), WI-FI.

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Creative Commons Attribution 4.0 and The Open Definition

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????? ?????? ????????????? ?????? ??????? ?????? ?????????????? ?????? ???? ??? ??????? ???? ??????????? ???? ??????? ????? ?????????? ????. ??????? ???????????? ????????? ?????????????? ????? ??????????? ????????. ?????????????? ????? ????? ?????? ????????? ?????? ????? ????????? ????? ?????????. ????????? ????? ????? ???? ????????? ????? ???????? ????????????? ??????? ????? ?????? ????????? ???? ???? ??????? ???? ???? ????? ??????? ?????? ???????????? ???????????? ??????, 20?? ?????????????? ???????? ?????? ??????? ???? ?????????? ???? ????????. ??? ????? ???????? ???????, ??????? ????? ?????? ????????????? ???? ???????? ????????????? ?????? ?????????????????? ????????????? ??????????????. ????? ????????? ????????? ????? (?????????) ????????????? ?????????? ???? ???????? ???? ???? ????????????? ?????????? ??? ?????????????. ?????????? ????? ??????????? ????? ?????? ????????????.

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Creative Commons Attribution 4.0 and The Open Definition

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Creative Commons Attribution 4.0 and The Open Definition

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The protection of microgrids (MGs) is one of the most important and dangerous operational challenges with the gradual implementation of renewable energy sources in recent power systems. MGs are generally combined with photovoltaic (PV) arrays, wind turbines, fuel cells. Fault detection in MG is very complicated due to complex structures and so many bus bars available in MG, so fault detection and classification is necessary for MG operation and control, as it allows the system to perform fast fault isolation and recovery. Otherwise, MG component like transformer, loads, generators, and insulator may get damage due to long-duration faults presents in the system. In this paper, an intelligent fault detection method for MG based on wavelet transform (WT) and neural network (NN) is used. The main objective of the proposed scheme is to provide fast fault type information for MG protection and recovery. In this scheme, branch currents are pre-processed by discrete WT to extract statistical features. Then all the available data is given as input to NNs to developed fault information. All the tests are conducted on the IEEE 14 bus system.

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Creative Commons Attribution 4.0 and The Open Definition

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Microgrid protection, fault detection, wavelet transform, neural network.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

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Creative Commons Attribution 4.0 and The Open Definition

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Feed siphon, siphon plan, CFD investigation, siphon execution, edge ranges.

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Creative Commons Attribution 4.0 and The Open Definition

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This study was inspired by an aspiration to examine the private housing developers commitment to design and construct estates in environments that have necessary facilities. The paper aims to assess the relative satisfaction level conveyed by the residents of private housing estates in Enugu, in the hope that the results would advance the design of such environments. The results of hypothesis tested show that environmental facilities have a significant effect on residents satisfaction. Analysis model of spearman rho correlation analysis showed a correlation coefficient value of 0.085 with a significance probability point of 0.023. This implies a weak relationship exists between the environmental facilities and residents satisfaction. Furthermore, the significance probability point of 0.023 shows it is significant. This finding shows that these environmental variables- mode of refuse disposal, state of roads within the estate, sanitization level, Recreation Park indeed represent the important factors that influence overall residents satisfaction. The paper concluded that by integrating the subjective assessments of the residents with developers/planners objective criteria, the shortcomings that produce dissatisfaction be annihilated. Residents satisfaction in private housing estates in the study area and future private housing projects, can be enhanced through the provision of environmental facilities and the facilities functioning well in the housing estates.

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Creative Commons Attribution 4.0 and The Open Definition

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Environment, Estates, Facilities, Private Housing, Resident's Satisfaction

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Creative Commons Attribution 4.0 and The Open Definition

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Land use is a man-made dynamic process in which human uses land resource to fulfill their various economic, social and cultural needs and the same time it also provides a base for development. The proper management, for sustainable development of land, can improve the eco-system and its productivity in a particular region. The study is an effort to indentify the current pattern of land use in Haridwar district of Uttarakhand. The total reported area of the District was 2,32,798 hectares, about more than two-fifth of that was under net sown area and about one-fourth is covered under forest area. The other land excluding agriculture was about 12.68%, and present fallow land was reported by 2.00%. The groves & gardens were extended on 1543 hectares (0.67%), cultivable waste land was 1738 hectare (0.74%) followed by other fallow land (1.43%) non-cultivable land about 1.46%, and pasture land 66 hectare (0.03%) in 2014�15. The main objective of the paper is to outline and assess the land use change in Haridwar District during 2000 to 2015 and current pattern of land use by using the secondary data sources of State Government of Uttar Pradesh, India.

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Creative Commons Attribution 4.0 and The Open Definition

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Land utilization, Net Sown Area, Pasture Land, Cultivable Waste Land, Fallow Land, Non-Cultivated Land.

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Creative Commons Attribution 4.0 and The Open Definition

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The study was undertaken at Manikandam block of Trichy district, to analyze the attitude youth towards agriculture. Attitude was one of the objectives in view; the study was conducted in fourteen villages of Manikandam block. The results of this study showed that, majority of the youth with an insight to promote agriculture were found to fit in the lower young age group of 15 to 25 years. Nearly two-third of current generation youth had moderate to high favorable attitude towards agriculture. Since youngsters are highly educated and more aware about mass media, their interest towards agriculture arouses. Improved technologies are welcomed by the youth as a means of simplifying their tasks with passion.

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Attitude-Rural Youth-Agriculture

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Creative Commons Attribution 4.0 and The Open Definition

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Welding is a powerful method of joining two or more structural parts. The industries use machines which are constructed of several parts. These parts may have joints to increase their length or surfaced area.. Welding is one of the important methods of making joints and the tungsten inert gas welding is a very important method for welding process. In welding beads are formed which are consisted of reinforcement height, depth of penetration and weld width. These dimensions of the beads indirectly decide the mechanical properties of the weld. In this work many experiments were performed with Tungsten Inert Gas Welding machine to critically analyze the effect of welding voltage on the dimensions of the bead. All the other input variables except the welding voltage were fixed, as the feed rate at 8.47 mm/s, welding speed at 1.19 mm/s and welding current at 100 A for whole the experimentation period. Only the values of welding voltage were varied and the effect of this variation on depth of penetration, weld width and reinforcement height was studied. Total 6 pairs of mild steel plates of dimensions 75 mm x 50 mm x 5 mm were welded for 6 variations of welding voltage. The results were tabulated and were expressed in three different diagrams in which one was for depth of penetration, one was for reinforcement height and one was for weld width. This study explains the sensitivity analysis of the effect of the welding voltage on the three dimensions of the weld bead.

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Tungsten Inert Gas Welding, Feed Rate, Weld Bead, Input Process Parameters, Reinforcement Height

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Creative Commons Attribution 4.0 and The Open Definition

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Personality means prevailing characteristics, habits, and behaviors that encourage a person to react, communicate, and think in a unique direction. It dictates, how a person acts, communicates, responds, and establishes his/her desires. Personality analysis makes a person unique in terms of his/her personality traits. Personality analysis can be beneficial in several real-life scenarios such as good or service and course recommendations, candidate screening, advertising, health advice, relationship counseling, and much more. In this research work, our main objective is to create a model that can analyze personality attributes of an individual which is based on named entity identification and a combination of feature engineering techniques including TF-IDF count vectorization and word2vec embedding. The most popular and open source Myers-Briggs Type Indicator (MBTI) dataset consisting of more than 8500 user-written posts has been used for evaluation purposes. We have implemented the most widely used and well-known ensemble learning models for experimentation consisting of Bagging, Boosting, and Stacking. A comparative analysis of the predictions made by the Ensemble Learning Algorithms has been carried out to determine the best overall performance. The results demonstrate that the stacking model delivers the best performance with an accuracy of 97%.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Personality analysis, Natural language processing, named entity recognition, feature engineering, MBTI, ensemble learning models.

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Creative Commons Attribution 4.0 and The Open Definition