利用协同分布式处理管道(CDPPs)实现广域数据分析

A. Feldmann, M. Hauswirth, V. Markl
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引用次数: 2

摘要

没有互联网的生活是不可能的,也是不可想象的。想想长时间网络中断的影响吧:影响最小的是,我们的大多数孩子和同龄人将不再能够与他们的同龄人互动。他们可能会严重错过休闲活动的质量,这些活动越来越依赖于社交网络、在线游戏、YouTube和其他在线娱乐服务。这可能是一个麻烦,但仍然是可以容忍的。更为严肃和经济相关的是,制造业和贸易将不再正常运作,因为企业内部和企业之间的所有互动都依赖于有效的互联网。事实上,随着电话和传真等旧式通信手段被完全取代,工业4.0框架内的准时制订购机制和物联网增强的生产链将不再有效。实际上,这两种替代机制——传真、电话和消息传递——都不可用,因为它们也依赖于Internet技术。更糟糕的是,关键基础设施的控制也将受到严重影响,因为它们越来越依赖互联网来收集输入数据和传播控制信息。此外,包括金融交易在内的所有大数据分析应用程序都将失败,因为它们无法再收集和处理输入数据。更糟糕的是,如今“没有能量就没有交流”的事实也意味着“没有交流就没有能量”这一相互命题的适用。
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Enabling Wide Area Data Analytics with Collaborative Distributed Processing Pipelines (CDPPs)
Life without the Internet is no longer possible nor thinkable. Consider the effects of a prolonged Internet outage: In the least impactful way, most of our kids and peers just would no longer be able to interact with their peers. They might severely miss out on the quality of their leisure time activities which increasingly relies on social networks, online games, YouTube, and other online entertainment offers. This may be a nuisance but still is tolerable. More seriously and economically relevant, manufacturing and trade would no longer work as all interactions inside and among companies rely on a working Internet. Indeed, just-in-time ordering mechanisms and Internet of Things-enhanced production chains within the Industry 4.0 framework would no longer be operational as old-style communication means such as phone and faxes have completely been replaced. Indeed, neither of these alternative mechanisms—faxes, phone, and also messaging—would be available either as they also rely on Internet technology. Even worse, the control of critical infrastructures would also be affected severely as they increasingly rely on the Internet for gathering input data and propagating control information. Moreover, all big data analytic applications, including financial transactions, would fail as they can no longer gather and process their input data. Even worse, the fact that there is “no communication without energy” nowadays also means that the reciprocal statement applies that there is no “energy without communication.”
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