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Special issue: Innovative applications of big data and artificial intelligence

Frontiers of Engineering Management 2022, Volume 9, Issue 4, Pages 517-519 doi: 10.1007/s42524-022-0234-0

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Realtime prediction of hard rock TBM advance rate using temporal convolutional network (TCN) with tunnel constructionbig data

Zaobao LIU; Yongchen WANG; Long LI; Xingli FANG; Junze WANG

Frontiers of Structural and Civil Engineering 2022, Volume 16, Issue 4, Pages 401-413 doi: 10.1007/s11709-022-0823-3

Abstract: rock-machine interaction parameters is of great significance to the adaptability of TBM and its efficiency in constructionreal-time predictive model of TBM advance rate using the temporal convolutional network (TCN), based on TBM constructionbig data.The prediction model was built using an experimental database, containing 235 data sets, establishedfrom the construction data from the Jilin Water-Diversion Tunnel Project in China.

Keywords： tunnel tunnel bore machine advance rate prediction temporal convolutional networks soft computing constructionbig data

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A review of systematic evaluation and improvement in the big data environment

Feng YANG, Manman WANG

Frontiers of Engineering Management 2020, Volume 7, Issue 1, Pages 27-46 doi: 10.1007/s42524-020-0092-6

Abstract: The era of big data brings unprecedented opportunities and challenges to management research.Exploring the applicable evaluation methods in the big data environment has become an important subjectdata environment.We first review the evaluation methods based on the main analytic techniques of big data such as dataFocused on the characteristics of big data (association feature, data loss, data noise, and visualization

Keywords： big data evaluation methods systematic improvement big data analytic techniques data mining

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Conception and Exploration of Using Data as a Service in Tunnel Construction with the NATM Article

Bowen Du, Yanliang Du, Fei Xu, Peng He

Engineering 2018, Volume 4, Issue 1, Pages 123-130 doi: 10.1016/j.eng.2017.07.002

Abstract: mass data make it extremely difficult to produce a reasonable construction scheme; they also reduceand the NATM, with the support of a big data environment.This system can integrate data resources from distributed monitoring sensors during the constructionconditions, in order to provide data references for construction schematic designs and resource allocationThe proposed data service system also provides valuable guidance for the construction of similar projects

Keywords： New Austrian Tunneling Method Big data environments Data as a service Tunnel construction

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Challenges to Engineering Management in the Big Data Era

Yong Shi

Frontiers of Engineering Management 2015, Volume 2, Issue 3, Pages 293-303 doi: 10.15302/J-FEM-2015042

Abstract: This paper presents a review of the challenges to engineering management in the Big Data Era as wellas the Big Data applications.First, it outlines the definitions of big data, data science and intelligent knowledge and the historyof big data.Second, the paper reviews the academic activities about big data in China.

Keywords： big data data science intelligent knowledge engineering management real-life applications

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Clinical research of traditional Chinese medicine in big data era

Junhua Zhang,Boli Zhang

Frontiers of Medicine 2014, Volume 8, Issue 3, Pages 321-327 doi: 10.1007/s11684-014-0370-y

Abstract:

With the advent of big data era, our thinking, technology and methodology are being transformed.Data-intensive scientific discovery based on big data, named “The Fourth Paradigm,” has becomeof diagnosis and treatment, and genomic data have been accumulated dramatically, which generates bigThe fundamental construction and innovation studies should be strengthened in the sections of data platformcreation, data analysis technology and big-data professionals fostering and training.

Keywords： big data traditional Chinese medicine clinical evaluation evidence based medicine

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Appreciating the role of big data in the modernization of environmental governance

Frontiers of Engineering Management 2022, Volume 9, Issue 1, Pages 163-169 doi: 10.1007/s42524-021-0185-x

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Scientific computation of big data in real-world clinical research

Guozheng Li,Xuewen Zuo,Baoyan Liu

Frontiers of Medicine 2014, Volume 8, Issue 3, Pages 310-315 doi: 10.1007/s11684-014-0358-7

Abstract:

The advent of the big data era creates both opportunities and challenges for traditional Chinese medicinefeature subset optimizing, multi-label learning, and complex networks based on complexity, intelligence, data

Keywords： big data real world clinical research Chinese medicine medical computing

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Urban Big Data and the Development of City Intelligence Review

Yunhe Pan, Yun Tian, Xiaolong Liu, Dedao Gu, Gang Hua

Engineering 2016, Volume 2, Issue 2, Pages 171-178 doi: 10.1016/J.ENG.2016.02.003

Abstract:

This study provides a definition for urban big data while exploring its features and applicationsFurthermore, this paper examines the role of urban big data in city intelligence by showing that it notThis study also points out the challenges of shaping and developing of China’s urban big data.Considering the supporting and core role that urban big data plays in city intelligence, the study thenexpounds on the key points of urban big data, including infrastructure support, urban governance, public

Keywords： Urban big data City intelligence Ternary space Construction emphases

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Development of Key Domain-Relevant Technologies for Smart Construction in China

Chen Ke, Ding Lieyun

Strategic Study of CAE 2021, Volume 23, Issue 4, Pages 64-70 doi: 10.15302/J-SSCAE-2021.04.007

Abstract:

Smart construction integrates new-generation information technology withconstruction and is important for the highquality development of China’s construction industryThis study expounds the basic concept and importance of smart construction and summarizes four typesInternet of things for smart construction sites, intelligent construction machinery for man–machineintegration, and construction big data for intelligent decision making.

Keywords： smart construction，engineering software，construction Internet of things，construction machinery，constructionbig data

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A study on specialist or special disease clinics based on big data

Zhuyuan Fang,Xiaowei Fan,Gong Chen

Frontiers of Medicine 2014, Volume 8, Issue 3, Pages 376-381 doi: 10.1007/s11684-014-0356-9

Abstract:

Correlation analysis and processing of massive medical information can be implemented through bigThis paper explores the concept of constructing a big medical data platform and introduces the clinicalmodel construction.Medical data can be collected and consolidated by distributed computing technology.Big data analysis, such as Hadoop, can be used to construct early prediction and intervention models

Keywords： big data correlation analysis medical information integration data analysis clinical model

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Study on Big Data-based Behavior Modification in Metro Construction

Lie-yun Ding,Sheng-yu Guo

Frontiers of Engineering Management 2015, Volume 2, Issue 2, Pages 131-136 doi: 10.15302/J-FEM-2015037

Abstract: With the rapid development of metro construction in China, construction accidents frequently happen,This paper introduces the study on big data-based metro construction behavior modification, aiming toSecondly, the development of behavior modification system of metro construction (BMSMC) is introducedObservations at one metro construction site in Wuhan indicate that the unsafe behavior rate of modified

Keywords： big data unsafe behavior behavior modification behavior-based safety (BBS) unsafe behavior rate

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Slope stability analysis based on big data and convolutional neural network

Yangpan FU; Mansheng LIN; You ZHANG; Gongfa CHEN; Yongjian LIU

Frontiers of Structural and Civil Engineering 2022, Volume 16, Issue 7, Pages 882-895 doi: 10.1007/s11709-022-0859-4

Abstract: A CNN model can process data quickly and complete a large amount of data analysis in a specific situationIt is difficult to get enough slope data samples in practical engineering.In particular, the combination of typical actual slopes and generated slope data provides enough training

Keywords： slope stability limit equilibrium method convolutional neural network database for slopes big data

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Utilizing big data to build personalized technology and system of diagnosis and treatment in traditional

Baoyan Liu

Frontiers of Medicine 2014, Volume 8, Issue 3, Pages 272-278 doi: 10.1007/s11684-014-0364-9

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Big Data to support sustainable urban energy planning: The EvoEnergy project

Moulay Larbi CHALAL, Benachir MEDJDOUB, Nacer BEZAI, Raid SHRAHILY

Frontiers of Engineering Management 2020, Volume 7, Issue 2, Pages 287-300 doi: 10.1007/s42524-019-0081-9

Abstract: consumption where we developed a 3D urban energy prediction system (EvoEnergy) using the old UK panel datasurvey, namely, the British household panel data survey (BHPS).aim, the household transition and energy prediction modules of EvoEnergy have been tested under both dataand had a good prediction accuracy (MAPE  5%) when compared to actual energy performance certificate data, to consider merging the BHPS and UKHLS data sets.

Keywords： urban energy planning sustainable planning Big Data household transition energy prediction