DiAl: Distributed Streaming Analytics Anywhere, Anytime

نویسندگان

  • Ivo Santos
  • Marcel Tilly
  • Badrish Chandramouli
  • Jonathan Goldstein
چکیده

Connected devices are expected to grow to 50 billion in 2020. Through our industrial partners and their use cases, we validated the importance of inflight data processing to produce results with low latency, in particular local and global data analytics capabilities. In order to cope with the scalability challenges posed by distributed streaming analytics scenarios, we propose two new technologies: (1) JStreams, a low footprint and efficient JavaScript complex event processing engine supporting local analytics on heterogeneous devices and (2) DiAlM, a distributed analytics management service that leverages cloud-edge evolving topologies. In the demonstration, based on a real manufacturing use case, we walk through a situation where operators supervise manufacturing equipment through global analytics, and drill down into alarm cases on the factory floor by locally inspecting the data generated by the manufacturing equipment.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Special issue on ubiquitous multimedia services

Emerging ubiquitous multimedia services are expected to be available anytime, anywhere, and using different computing devices. Services such as audio/video streaming, digital libraries, on-line businesses, and live camera remote surveillance are widely deployed. Users will be able to access these services anytime, anywhere, and using any computing device in a pervasive way. For example, a user ...

متن کامل

A Study on Video Streaming in Cloud Environment

Now-a-days digital media can be accessed anywhere, anytime on any digital device on demand. People start their day with technology, live along with technology and end with technology. Users like to Share videos in social networking, watch TV and learn concepts through videos etc. In the fast moving world, people do not like to spend time in downloading and viewing them. Video streaming techniqu...

متن کامل

Editorial: special issue on ubiquitous electronic commerce systems

Ubiquitous computing is a post-desktop model of human-computer interaction in which information processing has been thoroughly integrated into everyday objects and activities. Emerging ubiquitous electronic commerce systems (UECS) are expected to be available anytime, anywhere, and using different official or personal computing devices. Systems and services such as digital libraries, on-line bu...

متن کامل

Using Streaming Technology and Tablet PCs for Teaching Information Systems

The delivery of educational content via a web browser over the Internet anytime and anywhere is emerging as a new education channel. Today's rapidly changing technological environment demands that faculty maintain technological currency. Computer based and other tutorials have demonstrated success in helping faculty maintain technological competence and currency in the academic arena in the pas...

متن کامل

Advances and Challenges for Scalable Provenance in Stream Processing Systems

While data provenance is a relatively well-studied topic in both the fields of databases and workflow systems, its support within stream processing systems presents a new set of challenges. Given the potentially high event rate of the input streams and the low processing latency requirements imposed by many streaming applications, capturing data provenance effectively in a stream processing sys...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • PVLDB

دوره 6  شماره 

صفحات  -

تاریخ انتشار 2013