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An Efficient and Intelligent Recommender System for Mobile Platform 一种高效智能的移动平台推荐系统
Pub Date : 2018-10-01 DOI: 10.22581/MUET1982.1804.02
Muhammad Jabbar, Qaisar Javaid, Muhammad Arif, A. Munir, A. Javed
Recommender Systems are valuable tools to deal with the problem of overloaded information faced by most of the users in case of making purchase decision to buy any item. Recommender systems are used to provide recommendations in many domains such as movies, books, digital equipment’s, etc. The massive collection of available books online presents a great challenge for users to select the relevant books that meet their preferences. Users usually read few pages or contents to decide whether to buy a certain book or not. Recommender systems provide different value addition factors such as similar user ratings, users past history, user profiles, etc. to facilitate the users in terms of providing relevant recommendations according to their preferences. Recommender systems are broadly categorized into content based approach and collaborative filtering approach. Content based or collaborative filtering approaches alone are not sufficient to provide most accurate and relevant recommendations under diverse scenarios. Therefore, hybrid approaches are also designed by combining the features of both the content based and collaborative filtering approaches to provide more relevant recommendations. This paper proposes an efficient hybrid recommendation scheme for mobile platform that includes the traits of content based and collaborative filtering approaches in addition of the context based approach that is included to provide the latest books recommendations to user.Objective and subjective evaluation measures are used to compute the performance of the proposed system. Experimental results are promising and signify the effectiveness of our proposed hybrid scheme in terms of most relevant and latest books recommendations.
推荐系统是解决大多数用户在做出购买决定时所面临的信息过载问题的重要工具。推荐系统用于在许多领域提供推荐,如电影、书籍、数字设备等。海量的在线图书给用户选择符合他们喜好的相关图书带来了巨大的挑战。用户通常会阅读几页或几篇内容来决定是否购买某本书。推荐系统提供类似用户评分、用户历史记录、用户简介等不同的增值因素,方便用户根据自己的喜好提供相关的推荐。推荐系统大致分为基于内容的推荐系统和协同过滤推荐系统。单独的基于内容或协作过滤方法不足以在各种场景下提供最准确和相关的建议。因此,还设计了混合方法,将基于内容的过滤方法和协同过滤方法的特性结合起来,以提供更相关的推荐。本文提出了一种高效的移动平台混合推荐方案,该方案融合了基于内容和协同过滤方法的特点,并结合基于上下文的方法向用户提供最新的图书推荐。采用客观和主观评价指标来计算系统的性能。实验结果很有希望,表明我们提出的混合方案在最相关和最新书籍推荐方面的有效性。
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引用次数: 3
Energy and Exergy Analysis of a Coal Fired Power Plant 燃煤电厂能量与火用分析
Pub Date : 2018-10-01 DOI: 10.22581/MUET1982.1804.13
Sumit Kumar, Dileep Kumar, R. Memon, Majid Ali Wassan, S. A. Mir
In this paper, energy and exergy analysis has been conducted on a subcritical coal fired power plant of Wisconsin Power and Light Company, USA to investigate the steam cycle energy and exergy efficiency. The cycle is analyzed by developing a mathematical model using its operating and design parameters. The analysis is performed using EES (Engineering Equation Solver). The energy analysis shows that major share of energy loss occurs in condenser i.e. 72% of total cycle energy loss, whereas, exergy analysis shows that 83.09% total exergy destruction of cycle occurs in boiler.Furthermore, the simulation results are compared with actual with an absolute error of 3.1%. Additionally, the parametric study is performed to examine the effects of various operating parameters such as main steam pressure and temperature, condenser pressure, terminal and drain cooler temperature difference on net power output, energy andexergy efficiency of cycle. The parametric study shows that the plant has maximum energy and exergy efficiencies at steam pressure of 2500psi, condenser pressure of 1.0psi and main steam temperature of 1100oF. Furthermore, these parameters do not seem to change energy and exergy efficiencies significantly.
本文对美国威斯康辛电力和照明公司的亚临界燃煤电厂进行了能量和火用分析,研究了蒸汽循环的能量和火用效率。利用其运行参数和设计参数建立数学模型,对循环进行了分析。分析使用EES(工程方程求解器)进行。能量分析表明,主要的能量损失发生在冷凝器,占循环总能量损失的72%,而火用分析表明,83.09%的循环总火用破坏发生在锅炉。仿真结果与实际结果进行了比较,绝对误差为3.1%。此外,还进行了参数化研究,考察了主蒸汽压力和温度、冷凝器压力、末端和排冷器温差等各种运行参数对循环净输出功率、能量和能效比的影响。参数化研究表明,当蒸汽压力为2500psi,冷凝器压力为1.0psi,主蒸汽温度为1100oF时,该装置具有最大的能量和火用效率。此外,这些参数似乎不会显著改变能源和火用效率。
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引用次数: 6
First Person Vision for Activity Prediction Using Probabilistic Modeling 使用概率建模的第一人称视觉活动预测
Pub Date : 2018-10-01 DOI: 10.22581/MUET1982.1804.09
Shaheena Noor, Vali Uddin
Identifying activities of daily living is an important area of research with applications in smart-homes and healthcare for elderly people. It is challenging due to reasons like human self-occlusion, complex natural environment and the human behavior when performing a complicated task. From psychological studies, we know that human gaze is closely linked with the thought process and we tend to “look” at the objects before acting on them. Hence, we have used the object information present in gaze images as the context and formed the basis for activity prediction. Our system is based on HMM (Hidden Markov Models) and trained using ANN (Artificial Neural Network). We begin with extracting motion information from TPV (Third Person Vision) streams and object information from FPV (First Person Vision) cameras. The advantage of having FPV is that the object information forms the context of the scene. When context is included as input to the HMM for activity recognition, the precision increases. For testing, we used two standard datasets from TUM (Technische Universitaet Muenchen) and GTEA Gaze+ (Georgia Tech Egocentric Activities). In the first round, we trained our ANNs only with activity information and in the second round added the object information as well. We saw a significant increase in the precision (and accuracy) of predicted activities from 55.21% (respectively 85.25%) to 77.61% (respectively 93.5%). This confirmed our initial hypothesis that including the focus of attention of the actor in the form of object seen in FPV can help in predicting activities better.
识别日常生活活动是一个重要的研究领域,可用于智能家居和老年人医疗保健。由于人类的自我封闭,复杂的自然环境和人类在执行复杂任务时的行为等原因,这是具有挑战性的。从心理学研究中,我们知道人类的目光与思维过程密切相关,我们倾向于在对物体采取行动之前“看”一下。因此,我们使用凝视图像中存在的对象信息作为上下文,并形成活动预测的基础。该系统基于隐马尔可夫模型(HMM),并使用人工神经网络(ANN)进行训练。我们首先从TPV(第三人称视觉)流中提取运动信息,从FPV(第一人称视觉)相机中提取物体信息。拥有FPV的优势在于物体信息形成了场景的背景。当上下文作为HMM的输入用于活动识别时,精度会提高。为了进行测试,我们使用了来自慕尼黑工业大学(TUM)和佐治亚理工学院(Georgia Tech)的两个标准数据集Gaze+。在第一轮中,我们只使用活动信息训练我们的ann,在第二轮中也添加了对象信息。我们看到预测活动的精度(和准确度)从55.21%(分别为85.25%)显著提高到77.61%(分别为93.5%)。这证实了我们最初的假设,即在FPV中看到的物体形式中包括行为者的注意力焦点可以帮助更好地预测活动。
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引用次数: 1
Evaluation of Mesh of Liberation of Zard Koh and Kulli Koh Iron Ores of Pakistan 巴基斯坦Zard Koh和Kulli Koh铁矿解放网格评价
Pub Date : 2018-10-01 DOI: 10.22581/MUET1982.1804.11
S. A. Khoso, M. Abro, M. H. Agheem
Liberation size plays a significant role to select a correct and successful concentration method for natural iron ores. This paper aims to evaluate the liberation size of two newly discovered iron ores, namely Zard Koh and Kulli Koh, existing in Chagai region of Pakistan. Zard Koh iron ore is mainly composed of maghemite along with the pyrite, chlorite, grossular and admontite as gangue minerals, whereas, Kulli Koh iron ore is comprised of hematite mostly with quartz, dravite and kaolinite as the gangue minerals. The representative samples of ores were pulverized and sieved to different size fractions. The liberation size of iron bearing minerals and gangues was investigated by analyzing the different size fractions of each ore using XRF (X-Ray Fluorescence), SEM (Scanning Electron Microscope) attached with EDS (Energy Dispersive Spectroscope). The XRF results revealed that the most probable liberation size of Zard Koh and Kulli Koh ores is most likely existing at -75+45 and -150+106 m, respectively. In order to confirm this liberation size, further evidences were collected using SEM and EDS examinations. It is interesting to note that the results obtained from SEM and EDS were quite in agreement with XRF results.
解离粒度对选择正确、成功的天然铁矿选别方法起着重要作用。本文旨在对巴基斯坦Chagai地区新发现的Zard Koh和Kulli Koh两个铁矿的解离大小进行评价。Zard Koh铁矿主要由磁赤铁矿组成,脉石矿物为黄铁矿、绿泥石、黄铁矿和铁榴石;Kulli Koh铁矿主要由赤铁矿组成,脉石矿物为石英、黄铁矿和高岭石。对具有代表性的矿石样品进行粉碎和筛分,得到不同粒度的组分。利用x射线荧光(XRF)、扫描电子显微镜(SEM)和能谱仪(EDS)对各矿石的不同粒度组分进行了分析,研究了含铁矿物和脉石的解离粒度。XRF结果显示,Zard Koh和Kulli Koh矿石最可能的解离尺寸分别为-75+45和-150+106m。为了确认这一解放大小,进一步收集证据,利用扫描电镜和能谱检查。有趣的是,从SEM和EDS得到的结果与XRF的结果非常一致。
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引用次数: 7
Is the UK in Hot Water 英国陷入困境了吗
Pub Date : 2018-10-01 DOI: 10.1144/geosci2018-014
R ewind to 31st December 1973, the UK is experiencing an energy crisis. The Organisation of Petroleum Exporting Countries (OPEC) Arab oil states have imposed an oil embargo, causing a stock market crash. The coal miners are on strike in defiance of their low wages. Coal supplies are diminishing and tonight the lights go out. Commercial businesses will only be allowed to consume electricity three days a week. The UK is at its most vulnerable. What is the next move?
回到1973年12月31日,英国正经历着一场能源危机。石油输出国组织(OPEC)阿拉伯石油国家实施石油禁运,导致股市暴跌。煤矿工人不顾工资太低而举行罢工。煤炭供应正在减少,今晚就没有灯了。商业企业每周只允许使用三天的电力。英国正处于最脆弱的时期。下一步是什么?
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引用次数: 5
Introducing Team Coordination Framework to Support Globally Distributed Teams for Pakistani Software Industry 引入团队协调框架以支持巴基斯坦软件产业的全球分布式团队
Pub Date : 2018-10-01 DOI: 10.22581/MUET1982.1804.18
Zartasha Gul, Y. Hafeez, Amber Sarwar Hashmi, Sadia Ali, Naila Iqbal
Collaborative effort is required in DSD (Distributed Software Development) in order to develop software in manageable components. Immense effort is taking place due to the cultural, geographical and temporal distances among project teams in Pakistani Software Industry to this end. The purpose of this study is to propose a solution during DSD that will help the distributed teams in coordinating their activities. Our solution enhances the management associated activities and assists in optimal usage of team coordination in dispersed settings. The method that we used is single case study type, which involved distributed software business to assess the usefulness and efficiency related to Pakistan’s DSD industries, and has shown strong tendency of participants towards the effectiveness of proposed team coordination framework. Results indicate that the predictable solution will look up the group management, which is considered as a vigorous issue of Pakistani DSD industry. Furthermore, it will assist in resolving the problems of team coordination in distributed situation. One of the most significant current discussion about the proposed solution suggested that it helps in human communication methods team coordination in a distributed environment.
为了在可管理的组件中开发软件,DSD(分布式软件开发)中需要协作。由于巴基斯坦软件行业的项目团队之间的文化、地理和时间距离,为此目的正在进行巨大的努力。本研究的目的是在DSD期间提出一个解决方案,以帮助分布式团队协调他们的活动。我们的解决方案增强了相关活动的管理,并在分散的环境中协助团队协调的最佳使用。我们使用的方法是单一案例研究类型,它涉及分布式软件业务来评估与巴基斯坦DSD行业相关的有用性和效率,并且显示了参与者对提议的团队协调框架的有效性的强烈倾向。结果表明,可预测的解决方案可以解决集团化管理问题,这被认为是巴基斯坦DSD行业的一个充满活力的问题。此外,它将有助于解决分布式情况下的团队协调问题。当前关于所建议的解决方案的最重要的讨论之一表明,它有助于分布式环境中人类通信方法的团队协调。
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引用次数: 2
Dance On a Volcano: Bagana, Papua New Guinea 在火山上跳舞:巴加纳,巴布亚新几内亚
Pub Date : 2018-10-01 DOI: 10.1144/geosci2018-015
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引用次数: 1
An Investigation of Barriers to Females’ Involvement in the Nigeria Construction Industry 尼日利亚建筑业女性参与障碍调查
Pub Date : 2018-09-01 DOI: 10.36263/nijest.2018.02.0075
O. Akinsiku, N. Ajala
The continuous domination of the Nigeria construction industry by men remains an issue of concern to construction stakeholders as females in the Nigerian construction industry continue to be largely underrepresented. The objective of this study was to investigate the barriers to females' involvement in the Nigerian construction industry with a view to suggesting strategies that will assist to bridge this barrier. The survey reviewed literature on the level of female participation, the perceptions about women, the opportunities available to females and strategies of increasing the number of female participation in the industry. The instrument for data collection was obtained by the use of a survey questionnaire as well as the reviews of extant literature. The sampling method employed is stratified random sampling. The questionnaires were administered to built environment practitioners in consulting and contracting establishment in Lagos metropolis, Nigeria. The findings revealed that the barriers which influence female under-representation in the Nigerian construction industry include; the male-dominated structure of the construction industry, family commitments such as marriage and childbirth, masculine nature of the job, long working hours. The strategies recommended to bridge this barrier include the formulation of employment policies which prevent sexism, educating young women about the industry, providing better working conditions and flexible working policies for women, provision of incentives in order to attract more women into the Nigerian construction industry.
尼日利亚建筑业持续由男性主导仍然是建筑业利益相关者关注的一个问题,因为尼日利亚建筑业的女性代表人数仍然大大不足。这项研究的目的是调查阻碍女性参与尼日利亚建筑业的障碍,以期提出有助于消除这一障碍的战略。调查审查了关于妇女参与程度、对妇女的看法、妇女可获得的机会和增加妇女参与该行业人数的战略的文献。数据收集的工具是通过使用调查问卷以及对现有文献的回顾来获得的。抽样方法为分层随机抽样。问卷调查的对象是尼日利亚拉各斯市咨询和承包机构的建筑环境从业人员。调查结果显示,影响尼日利亚建筑业女性人数不足的障碍包括:建筑业的男性主导结构,婚姻和生育等家庭责任,工作的男性化性质,工作时间长。为消除这一障碍所建议的战略包括制订防止性别歧视的就业政策,教育年轻妇女了解建筑业,为妇女提供更好的工作条件和灵活的工作政策,提供奖励措施以吸引更多妇女进入尼日利亚建筑业。
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引用次数: 1
Determination of Heavy Metals in Sawdust Particles, Distribution in Soil and Accumulation in Plants at Ahiaeke Timber Market in Umuahia, Nigeria 尼日利亚乌穆阿希亚Ahiaeke木材市场木屑颗粒中重金属的测定、土壤分布和植物积累
Pub Date : 2018-09-01 DOI: 10.36263/nijest.2018.02.0071
P. C. Ogbonna, E. N. Kalu, O. Nwankwo
Farmers are constrained to farming on lands adjoined to sources of pollution without considering the health implications of consuming crops grown on such lands. The main route of entry of heavy metals in human body is via ingestion of food contaminated with heavy metals. Heavy metal toxicity has proven to be a major threat and there are several health risks associated with it. This, therefore, necessitated the determination of heavy metals in sawdust, distribution in soil and accumulation in plants at Ahiaeke timber market in Umuahia, Abia State. The study assessed metals (chromium [Cr], zinc [Zn], cadmium [Cd], and copper [Cu]) in sawdust particles, their distribution in soil and accumulation in plants. The highest concentration of Zn (51.00±1.84 mg/kg) and Cr (0.170±0.014 mg/kg) was observed at the sawdust dump 2, Cu (8.24±0.60 mg/kg) was highest at sawdust dump 1 while Cd (4.72±0.071 mg/kg) was highest at sawdust dump 3. The values of the highest concentration of Zn (119.7±7.02 mg/kg), Cu (75.85±4.80 mg/kg) and Cd (22.39±3.30 mg/kg) in soil were observed in 0-10 cm depth at the distance of 20 m. The values of Zn (119.7±7.02 mg/kg) and Cd (22.39±3.30 mg/kg) in soil is above the maximum permitted levels of 60 mg/kg (Zn) and 0.1 mg/kg (Cd) established by the Codex Alimentarius Commission. The highest concentration of Zn (34.70±7.05 mg/kg), Cu (5.34±0.11 mg/kg) and Cd (2.94±0.515) in plants was assimilated by Centrosema pubescence. The level of Cd in plants is well above the permissible limit (PL) 0.3 mg/kg set by FAO/WHO for vegetables and herbs. Consumption of such contaminated C. pubescence can be a route of entry of Cd in grazing animals’ vis-à-vis the people who depend on such herbivores for protein.
农民被迫在靠近污染源的土地上耕作,而不考虑食用这些土地上种植的作物对健康的影响。重金属进入人体的主要途径是通过摄入被重金属污染的食物。重金属毒性已被证明是一项重大威胁,并存在若干与之相关的健康风险。因此,有必要在阿比亚州乌穆阿希亚的Ahiaeke木材市场测定锯末中的重金属、土壤中的分布和植物中的积累。该研究评估了木屑颗粒中的金属(铬[Cr]、锌[Zn]、镉[Cd]和铜[Cu])及其在土壤中的分布和在植物中的积累。2号堆积场Zn(51.00±1.84 mg/kg)和Cr(0.170±0.014 mg/kg)含量最高,1号堆积场Cu(8.24±0.60 mg/kg)含量最高,3号堆积场Cd(4.72±0.071 mg/kg)含量最高。土壤中Zn(119.7±7.02 mg/kg)、Cu(75.85±4.80 mg/kg)和Cd(22.39±3.30 mg/kg)的最高浓度在距离20 m的0 ~ 10 cm深度处。土壤中Zn(119.7±7.02 mg/kg)和Cd(22.39±3.30 mg/kg)的含量均高于食品法典委员会规定的60 mg/kg (Zn)和0.1 mg/kg (Cd)的最大允许水平。植物中Zn(34.70±7.05 mg/kg)、Cu(5.34±0.11 mg/kg)和Cd(2.94±0.515)的吸收浓度最高的是珠蕊草短柔毛。植物中的镉含量远高于粮农组织/世卫组织为蔬菜和草药设定的0.3毫克/公斤的允许限值。食用这种受污染的短柔毛杆菌可能是食草动物体内镉的一种途径-à-vis依赖这种食草动物获取蛋白质的人。
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引用次数: 5
Bio Enhanced Energy Recovery Technology for Clean and Efficient Energy Production 清洁和高效能源生产的生物增强能源回收技术
Pub Date : 2018-06-12 DOI: 10.2118/192122-ms
Langbauer Clemens, H. Herbert, Mukhamedzianova Albina
The demand for environmentally friendly and efficient oil and gas production, especially in unconventional reservoirs, is continuously increasing. Conventional hydraulic fracturing jobs use numerous different harmful (U.S. Environmental Protection Agency, 2016) chemicals to stabilize the fracturing fluid and to maintain its proppant caring capacity. The Bio-Enhanced Energy Recovery (BEER®) fracturing technology is a new technology for clean and efficient energy recovery in tight oil and shale gas reservoirs using biological substances, without the use of environmentally harmful chemicals. This paper shows the potential of the BEER® technology in a tight gas sandstone reservoir with the help of the 3D simulator GOHFER® and laboratory tests. The technology itself consists of two essential parts. On the one hand, a biological hydraulic fracturing fluid to create the fracture and to carry the proppants is just a mixture of a few harmless components. On the other hand, special proppants, based on silicon dioxide, are applied to keep the fracture open. Experiments and lab tests have shown the high potential of the fluid. Fluid rheology, caring capacity, breaking behavior and other relevant properties are examined. The investigations of the proppants result in a very high compressive strength, narrow size range, perfect sphericity at a much lower price, compared to the common commercially available products. Based on those results by the usage of the simulator GOHFER®, the fracturing job efficiency of the BEER® technology is comparable to the performance of the standard fracturing technology. Reservoir properties, the treatment job design, the 3D fracture geometry and post-treatment production enhancement are investigated. A sensitivity analysis of gross fracture length, propped cut-off fracture length, and fracture conductivity confirms the significant potential of this technology. The results presented here indicate that the proposed technology is indeed suitable for performing environmentally friendly and clean hydraulic fracturing jobs, resulting in higher production rates at much lower costs than the conventional technology.
对环保和高效油气生产的需求正在不断增加,尤其是在非常规油藏中。传统的水力压裂作业使用了许多不同的有害化学物质(美国环境保护署,2016年)来稳定压裂液并保持支撑剂的承载能力。Bio-Enhanced Energy Recovery (BEER®)压裂技术是一项利用生物物质在致密油和页岩气储层中清洁高效地回收能源的新技术,不使用对环境有害的化学物质。本文借助GOHFER®3D模拟器和实验室测试,展示了BEER®技术在致密砂岩气藏中的潜力。这项技术本身由两个基本部分组成。一方面,用于制造裂缝和携带支撑剂的生物水力压裂液只是几种无害成分的混合物。另一方面,基于二氧化硅的特殊支撑剂被应用于保持裂缝打开。实验和实验室测试表明,这种液体具有很高的潜力。考察了流体流变学、承载能力、断裂行为和其他相关性质。研究结果表明,与市面上常见的支撑剂相比,该支撑剂具有非常高的抗压强度、较小的尺寸范围、完美的球形度和更低的价格。基于模拟GOHFER®的结果,BEER®技术的压裂作业效率与标准压裂技术的性能相当。研究了储层性质、处理作业设计、三维裂缝几何形状和处理后的增产效果。对总裂缝长度、支撑截止裂缝长度和裂缝导流能力的敏感性分析证实了该技术的巨大潜力。研究结果表明,该技术确实适用于环境友好、清洁的水力压裂作业,与传统技术相比,能够以更低的成本实现更高的产量。
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引用次数: 2
期刊
Day 1 Tue, October 23, 2018
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