Machine learning based system for managing energy efficiency of public sector as an approach towards smart cities     

《International Journal of Information Management》2021

Energy efficiency of public sector is an important issue in the context of smart cities due to the fact that buildings are the largest energy consumers, especially public buildings such as educational, health, government and other public institutions that have a large usage frequency. However, recent developments of machine learning within Big Data environment have not been exploited enough in this domain. This paper aims to answer the question of how to incorporate Big Data platform and machine learning into an intelligent system for managing energy efficiency of public sector as a substantial part of the smart city concept. Deep neural networks, Rpart regression tree and Random forest with variable reduction procedures were used to create prediction models of specific energy consumption of Croatian public sector buildings. The most accurate model was produced by Random forest method, and a comparison of important predictors extracted by all three methods has been conducted. The models could be implemented in the suggested intelligent system named MERIDA which integrates Big Data collection and predictive models of energy consumption for each energy source in public buildings, and enables their synergy into a managing platform for improving energy efficiency of the public sector within Big Data environment. The paper also discusses technological requirements for developing such a platform that could be used by public administration to plan reconstruction measures of public buildings, to reduce energy consumption and cost, as well as to connect such smart public buildings as part of smart cities. Such digital transformation of energy management can increase energy efficiency of public administration, its higher quality of service and healthier environment.  相似文献   

肌筋膜疼痛综合征诱因及外治手段研究进展     

林键杰  张翔 《体育科技文献通报》2020,(4):28-31

不良生活习惯和伤后康复不佳导致的肌筋膜疼痛综合征已经成为当前影响人们生活质量的因素之一。本文运用文献资料法,梳理肌筋膜疼痛综合征的诱因及外治(非内服药物治疗)手段,探究其干预手段的疗效,由病因入手,研究最佳干预方法。综合研究表明:(1)肌筋膜疼痛综合征病因包括:骨骼肌及筋膜外伤、风寒入侵机体、慢性劳损、局部肌筋膜慢性炎症损伤等;(2)目前对肌筋膜疼痛综合征康复的方法主要以针刺和温和灸为主,本文纳入针刺治疗和温和灸治疗有效率高达89.5%和100%;(3)其发病的常见部位为腰背部及肩颈部,不同部位、不同病因的肌筋膜疼痛综合征应采取不同的治疗方式,复合治疗方法比单一手段干预效果更佳。  相似文献   

大学生涉跑猝死事件的体医融合防卫机制研究     

洪邦辉  胡庆山  张恒波  向彪 《武汉体育学院学报》2020,54(2):32-36,58

近年来，大学生身体素质不佳，已成为"老大难"，也是刻不容缓需要解决的问题，多地曾出现在体测、运动会、马拉松中晕倒甚至猝死事件，这给学校体育工作的开展带来不小的考验。带着因涉跑引起猝死的疑问，通过猝死案例分析，探究高校大学生猝死的病理学的非运动成因。研究认为：涉跑猝死的主因是先天性生理疾病，运动不是引发猝死的主要诱因，并提出了预防运动猝死的"堵疏结合"的医学监控策略和体医融合防卫机制构建方法。建议通过入校时医学筛查、跑前医学检查、跑中医学观察、猝死现场急救、跑后跟踪复查降低猝死风险；建立宿舍、运动场地、运动项目的全覆盖的心脏复苏志愿队伍，实施"黄金8分钟"内的急救生存链；建立学生、学校、政府、社会四方体育运动分级分类保险制度，从风险转移和人道主义援助进行关怀；建立涉跑猝死、猝死、非正常死亡的数据库，开展非正常死亡人员的病理学研究；建立全生命周期医学监控和健康安全宣传教育，形成全方位、全过程、全人员的体医融合防卫机制。  相似文献   

打造“中药鉴定学”线上线下混合式金课之研究     

陆叶  刘春宇  陈重  吴文倩  陈晶磊  陈韶华 《教育教学论坛》2020,(17):204-205

金课这一概念是我国教育部陈宝生部长提出的,目的是切实提高我国高校本科教育的教学质量。国家在着力打造五类金课:线下金课、线上金课、线上和线下混合式金课、虚拟仿真金课和社会实践金课。本着老师"教得好"、学生"学得好"的原则,该文旨在探讨如何打造中药鉴定学线上线下混合式金课、精心培养卓越的中药鉴定复合型人才。  相似文献   

Surviving Being Dark: A Pedagogy of the Sacred for Survival in a Divided Society     

Karen E. Mosby 《Religious education (Chicago, Ill.)》2020,115(3):304-314

Abstract

Historically, Blacks have out of necessity prioritized survival in educating their younger generations for existence in the racially hostile and divided context of the U.S. This education and religious education has occurred formally and informally in homes, schools, community organizations, and in congregations. This paper examines three aspects of survival: survival and emancipatory education, survival and justice, and survival with emerging Black generations. Three examples will be offered that highlight each aspect of survival. The examples will demonstrate how education generally and religious education in particular have undergirded pedagogies of the sacred for the survival of Black life.  相似文献   

Sum of squares of deviations     

Josef Bukac  Jakub Sulc 《Teaching Statistics》2020,42(1):30-31

The question is whether or not we or any student are allowed to define a measure of variability in some other way that is not written in textbooks and officially approved. We compare the sum of squares of all deviations against the usual sum of squares of deviations from the mean.  相似文献   

Student success pocket-graphic: a mountain of data transformed     

Karen Briere  Kelly Drifmeyer 《Public Services Quarterly》2020,16(1):48-58

Abstract

How does a small community college library, without marketing experience or budget, advocate for its value to a campus community and its administrators? We did so by creating an engaging, bright, and easy-to-read “pocket-graphic.” In this column, we reflect on the process of shaping a multi-use product out of a mountain of data. Through research in design practices, field observations of popular information tools, and an uncomfortable step into braggadocio, we learned to articulate the successes of our library. Our “pocket-graphic” told our story, yes – but it also provoked surprise, questions (“you really have all that?”) and delight in the lesser known successes (“you really DO all that!”). In the process, we connected our students more deeply to helpful services and resources, faculty to supportive instruction, and positively changed the tone of conversation with all our stakeholders. By turning data points into selling points, we found insights and a focus that moved our own development forward, helping ourselves to define improved priorities for advancing our critical role in student success.  相似文献   

2018年世锦赛中日集体花球啦啦操成套创编比较研究     

刘秋蝶  盛小苗 《体育科技文献通报》2020,(6):147-148,163

本文采用文献资料法,视频分析法,专家访谈法,比较分析法和数理统计法等研究方法。对2018年世锦赛中日集体花球啦啦操成套创编进行比较研究,包括三大技术技巧难度(跳步、转体、柔韧与平衡)、连接难度(集体类、技巧类、层次等)、托举与配合(托举、配合)、基本手位等。力图对这些进行定量对比分析、探究,分析中日两国成套动作差异等,以期为国内成套花球舞蹈啦啦队练习的创作和编写提供参考。  相似文献   

澳大利亚体育外交战略:经验与启示     

张建会  钟秉枢 《上海体育学院学报》2020,(5):55-62

分析澳大利亚政府为实现其"富有创造力的中等强国"目标而在体育促进发展、体育外交领域实施的一系列资助计划和发展战略,将澳大利亚体育外交战略规划与实践的成功之处概括为6个方面,即体育外交与国家发展战略高度关联、战略目标关注国际社会前沿议题、战略实施中建立多元合作伙伴模式、战略资金保障制度健全、重视发挥大型体育赛事作用、实施体育外交绩效评估。据此提出对中国体育外交的启示:①持续增强体育综合实力,获得广泛国际认可;②构建中国体育外交战略,坚持周边体育外交优先发展;③提供具有吸引力的体育思想,主导国际体育秩序变迁;④建立多元体育外交合作模式,充分动员各种社会力量;⑤重视体育外交绩效评估,确保实现国家核心利益。  相似文献   

新时代高校专业课教师的政治责任     

李庆梅  何玉安 《教育教学论坛》2020,(14):24-26

习近平总书记在全国高校思想政治工作会议上的讲话中明确了我国高校教师的政治责任。高校专业课教师在履行好教学责任的同时也必须履行好政治责任,除了从制度上激励、支持、保证专业课教师履行好政治责任外,专业课教师还应当充分发挥自身优势,实现“立德树人”的工作总目标。  相似文献