VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE最新文献_第9页

Energy Audit System for Households using Machine Learning 使用机器学习的家庭能源审计系统

VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE Pub Date : 2021-05-30 DOI: 10.35940/IJITEE.G8895.0510721

Nagesh* A.

{"title":"Energy Audit System for Households using Machine Learning","authors":"Nagesh* A.","doi":"10.35940/IJITEE.G8895.0510721","DOIUrl":"https://doi.org/10.35940/IJITEE.G8895.0510721","url":null,"abstract":"the growth in population and economics the global\u0000demand for energy is increased considerably. The large amount\u0000of energy demand comes from houses. Because of this the\u0000energy efficiency in houses in considered most important aspect\u0000towards the global sustainability. The machine learning\u0000algorithms contributed heavily in predicting the amount of\u0000energy consumed in household level. In this paper, a energy\u0000audit system using machine learning are developed to estimate\u0000the amount of energy consumed at household level in order to\u0000identify probable areas to plug wastage of energy in household.\u0000Each energy audit system is trained using one machine leaning\u0000algorithm with previous power consumption history of training\u0000data. By converting this data into knowledge, gratification of\u0000analysis of energy consumption is attained. The performance of\u0000energy audit Linear Regression system is 82%, Decision Tree\u0000system is 86% and Random Forest 91% are predicted energy\u0000consumption and the performance of learning methods were\u0000evaluated based on the heir predictive accuracy, ease of learning\u0000and user friendly characteristics. The Random Forest energy\u0000audit system is superior when compare to other energy audit\u0000system.","PeriodicalId":23601,"journal":{"name":"VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE","volume":"30 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74874782","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

R-MFDroid: Android Malware Detection using Ranked Manifest File Components R-MFDroid: Android恶意软件检测使用排名清单文件组件

VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE Pub Date : 2021-05-30 DOI: 10.35940/IJITEE.G8951.0510721

Kartik Khariwal, Rishabh Gupta, Jatin P. Singh, Anshul Arora

{"title":"R-MFDroid: Android Malware Detection using Ranked Manifest File Components","authors":"Kartik Khariwal, Rishabh Gupta, Jatin P. Singh, Anshul Arora","doi":"10.35940/IJITEE.G8951.0510721","DOIUrl":"https://doi.org/10.35940/IJITEE.G8951.0510721","url":null,"abstract":"With the increasing fame of Android OS over the past\u0000few years, the quantity of malware assaults on Android has\u0000additionally expanded. In the year 2018, around 28 million\u0000malicious applications were found on the Android platform and\u0000these malicious apps were capable of causing huge financial\u0000losses and information leakage. Such threats, caused due to these\u0000malicious apps, call for a proper detection system for Android\u0000malware. There exist some research works that aim to study static\u0000manifest components for malware detection. However, to the best\u0000of our knowledge, none of the previous research works have\u0000aimed to find the best set amongst different manifest file\u0000components for malware detection. In this work, we focus on\u0000identifying the best feature set from manifest file components\u0000(Permissions, Intents, Hardware Components, Activities, Services,\u0000Broadcast Receivers, and Content Providers) that could give better\u0000detection accuracy. We apply Information Gain to rank the\u0000manifest file components intending to find the best set of\u0000components that can better classify between malware applications\u0000and benign applications. We put forward a novel algorithm to find\u0000the best feature set by using various machine learning classifiers\u0000like SVM, XGBoost, and Random Forest along with deep learning\u0000techniques like classification using Neural networks. The\u0000experimental results highlight that the best set obtained from the\u0000proposed algorithm consisted of 25 features, i.e., 5 Permissions, 2\u0000Intents, 9 Activities, 3 Content Providers, 4 Hardware\u0000Components, 1 Service, and 1 Broadcast Receiver. The SVM\u0000classifier gave the highest classification accuracy of 96.93% and\u0000an F1-Score of 0.97 with this best set of 25 features.","PeriodicalId":23601,"journal":{"name":"VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE","volume":"29 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83502097","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2

Bio-Oil Extraction from the Shells of Cocos Nucifera – A Source of Generating RenewableEnergy and Its Analysis 可再生能源的来源——椰壳生物油提取及其分析

VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE Pub Date : 2021-05-30 DOI: 10.35940/IJITEE.G8877.0510721

M. Shireesha, Yasser Mirza Baig, C. Sarita, Syed Rashid Iqbal, C. Wesley, N. Vaishnavi

{"title":"Bio-Oil Extraction from the Shells of Cocos Nucifera – A Source of Generating Renewable\u0000Energy and Its Analysis","authors":"M. Shireesha, Yasser Mirza Baig, C. Sarita, Syed Rashid Iqbal, C. Wesley, N. Vaishnavi","doi":"10.35940/IJITEE.G8877.0510721","DOIUrl":"https://doi.org/10.35940/IJITEE.G8877.0510721","url":null,"abstract":"Biomass is an important source of energy and fuel\u0000worldwide after coal, oil and natural gas. These fossil fuels do\u0000substantially more harm than renewable energy sources like\u0000biomass energy. Oil extracted from biomass is considered as an\u0000attractive option. In our project, we have specifically selected\u0000coconut shells as our feed as they are carbon-neutral, easy to\u0000store and abundantly available. Coconut shell also known as\u0000Cocos Nucifera shell in biological terms, once a discarded outer\u0000hardcover is now a product of great demand. Coconut shell\u0000charcoal is used as domestic and industrial fuel. This is obtained\u0000by various techniques. Initially, the shells are burned at high\u0000temperature and condensed to extract bio-oil using a series of\u0000unit operations and processes such as distillation, gas\u0000chromatography. These samples are then sent for analysis to\u0000compare them with the conventional fuel sources and then\u0000antimicrobial activity is examined. The medium-chain fatty acids\u0000in coconut oil have antimicrobial properties that can help protect\u0000against harmful microorganisms. Lauric acid and capric acid are\u0000known to have potent antimicrobial properties. Different\u0000bacterial cultures have been introduced later to test the ability of\u0000the oil to resist the harmful microorganisms and fungal cultures.\u0000Various analysis such as Infrared Spectroscopy, Gas-Mass\u0000Spectroscopy and Ultimate analysis are performed on the\u0000retrieved samples of oil extracted from the coconut shells. It is to\u0000be observed that the carbon content in the Cocos nucifera derived\u0000oil is less than the conventional diesel oil which makes it best for\u0000environmental uses.","PeriodicalId":23601,"journal":{"name":"VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE","volume":"5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77183743","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Deep Learning Model Based on Mobile-Net with Haar-like Algorithm for Masked Face Recognition at Nuclear Facilities 基于移动网络haar算法的核设施掩面人脸识别深度学习模型

VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE Pub Date : 2021-05-30 DOI: 10.35940/IJITEE.G8893.0510721

Nadia.M. Nawwar*, Kasban . Prof., Salama May

引用次数: 0

Active Travel’s Contribution to Climate Change Mitigation: Research Summary and Outlook 主动旅行对减缓气候变化的贡献:研究总结与展望

VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE Pub Date : 2021-05-22 DOI: 10.16997/ATS.1036

C. Brand

引用次数: 2

Just Advisory and Maximally Representative: A Conjoint Experiment on Non-Participants' Legitimacy Perceptions of Deliberative Forums 公正咨询与最大代表性:非参与者对协商论坛合法性认知的联合实验

VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE Pub Date : 2021-04-23 DOI: 10.16997/JDD.973

Saskia Goldberg

{"title":"Just Advisory and Maximally Representative: A Conjoint Experiment on Non-Participants' Legitimacy Perceptions of Deliberative Forums","authors":"Saskia Goldberg","doi":"10.16997/JDD.973","DOIUrl":"https://doi.org/10.16997/JDD.973","url":null,"abstract":"Citizen involvement in deliberative forums is frequently discussed with an eye to boosting the legitimacy of decision-making. However, this idea has been radically challenged by Cristina Lafont (2015, 2017, 2019), who argues that deliberative forums may decrease rather than increase legitimacy. Yet Lafont’s legitimacy challenge has been primarily discussed at a theoretical level without taking the perceptions of citizens into account. Referring to an explorative student conjoint experiment this article examines how non-participants assess deliberative forums. It focuses on different authorization mechanisms and a set of institutional design features and combines them with non-participants’ substantive considerations and their awareness of such forums. Empirical findings of the student sample confirm Lafont’s critique, as they suggest that respondents want the authority of deliberative forums to be clearly circumscribed and minimal but also maximally representative and inclusive. Moreover, legitimacy perceptions are closely tied to substantive considerations and awareness of such novel and unfamiliar institutions.","PeriodicalId":23601,"journal":{"name":"VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE","volume":"34 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81442312","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 5

Exponential Organizations Hypergrowth Strategies And Firm Performance: The Moderating Role of Firm Size And Marketing Spending 指数组织、超长战略与企业绩效:企业规模和营销支出的调节作用

VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE Pub Date : 2021-03-30 DOI: 10.35940/IJMH.F1262.035721

Hamza Tubaishat*, Refaat Faouri, Hussam Alshammar

{"title":"Exponential Organizations Hypergrowth Strategies And Firm Performance: The Moderating Role of Firm Size And Marketing Spending","authors":"Hamza Tubaishat*, Refaat Faouri, Hussam Alshammar","doi":"10.35940/IJMH.F1262.035721","DOIUrl":"https://doi.org/10.35940/IJMH.F1262.035721","url":null,"abstract":"With the increasing concerns of hypergrowth in order to compete in the international markets and survive, this study aids all firms in various industries, entrepreneurs and decision makers and draw their attention to business models and hypergrowth strategies that are applied by the fast-growing firms in the world. This study investigates the impact of hypergrowth strategy- leveraging assets that developed by Salim, (2014) and firm performance in exponential organizations; The sample size tested constituted of (34) exponential organizations form the fortune 500 and multiple regressions via Stata version 15 was applied for the time period of (2016-2019). Preliminary analysis was conducted to check the assumptions related to the regression models which include unit root, autocorrelation, residuals normality and heteroskedasticity issues. The results showed significant positive relationships between Growth in Fixed Assets (leveraging Assets strategy) and firm performance measured by ROA and ROE whereas, the moderating role of marketing spending and firm size showed insignificant impact in the relationship.","PeriodicalId":23601,"journal":{"name":"VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE","volume":"5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88742527","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2

Online Deliberation and #CivicTech: A Symposium 网络讨论与#公民科技:研讨会

VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE Pub Date : 2021-03-28 DOI: 10.16997/10.16997/JDD.988

A. Przybylska, Todd R. Davies, Weiyu Zhang

引用次数: 1

Mediation Styles and Participants’ Perception of Success in Consultative Councils: The case of Guadalajara, Mexico 协商会议中调解方式与参与者对成功的感知:以墨西哥瓜达拉哈拉为例

VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE Pub Date : 2020-05-01 DOI: 10.16997/JDD.286

David Garcia

{"title":"Mediation Styles and Participants’ Perception of Success in Consultative Councils: The case of Guadalajara, Mexico","authors":"David Garcia","doi":"10.16997/JDD.286","DOIUrl":"https://doi.org/10.16997/JDD.286","url":null,"abstract":"This article entails a comparative study of municipal consultative councils in Guadalajara, Mexico, to explore the mediation styles employed by those in charge of conducting the councils’ deliberation, which I call Mediators of Deliberative Process (MDP). Through the construction of an indicator called Participants’ Perception of Success, the article evaluates the relationship between the mediators’ styles and the degree to which participants think that the consultative council (CC) has been successful in achieving its purported goals. The results suggest that 1) MDPs exert different levels of directiveness that change over the course of the mediation according to the type of decision-making under deliberation; 2) that participants have a higher perception of the CC’s success in the case where the MDP is an expert in the subject matter of the council, resorts to a more directive approach to mediation, and deliberation is more oriented towards the outcomes of the mediation; and 3) that participants perceive the CCs as successful spaces to communicate with public officials, but least successful in having an influence over public policies.","PeriodicalId":23601,"journal":{"name":"VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE","volume":"52 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89442994","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 4

Pyramidal Democracy 金字塔形的民主

VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE Pub Date : 2020-05-01 DOI: 10.16997/jdd.82

M. Pivato

引用次数: 2