Opportunities and Challenges for Running Scientific Workflows on the Cloud

نویسندگان

  • Yong Zhao
  • Xubo Fei
  • Ioan Raicu
  • Shiyong Lu
چکیده

Cloud computing is gaining tremendous momentum in both academia and industry. The application of Cloud computing, however, has mostly focused on Web applications and business applications; while the recognition of using Cloud computing to support large-scale workflows, especially dataintensive scientific workflows on the Cloud is still largely overlooked. We coin the term “Cloud Workflow”, to refer to the specification, execution, provenance tracking of large-scale scientific workflows, as well as the management of data and computing resources to enable the execution of scientific workflows on the Cloud. In this paper, we analyze why there has been such a gap between the two technologies, and what it means to bring Cloud and workflow together; we then present the key challenges in running Cloud workflow, and discuss the research opportunities in realizing workflows on the Cloud. Cloud computing; Scientific Workflow; Cloud workflow; Data Intensive Computing

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

A Clustering Approach to Scientific Workflow Scheduling on the Cloud with Deadline and Cost Constraints

One of the main features of High Throughput Computing systems is the availability of high power processing resources. Cloud Computing systems can offer these features through concepts like Pay-Per-Use and Quality of Service (QoS) over the Internet. Many applications in Cloud computing are represented by workflows. Quality of Service is one of the most important challenges in the context of sche...

متن کامل

A survey on impact of cloud computing security challenges on NFV infrastructure and risks mitigation solutions

Increased broadband data rate for end users and the cost of resource provisioning to an agreed SLA in telecom service providers, are forcing operators in order to adhere to employment Virtual Network Functions (VNF) in an NFV solution. The newly 5G mobile telecom technology is also based on NFV and Software Define Network (SDN) which inherit opportunities and threats of such constructs. Thus a ...

متن کامل

Deadline Based Execution of Scientific workflows on IaaS Clouds using Resource Provisioning and Scheduling Strategy

Cloud computing is the latest distributed computing paradigm and it offers tremendous opportunities to solve large-scale scientific problems. However, it presents various challenges that need to be addressed in order to be efficiently utilized for workflow applications. Although the workflow scheduling problem has been widely studied, there are very few initiatives tailored for cloud environmen...

متن کامل

Crossroads - Spring 2010

14 Spring 2010/ Vol. 16, No. 3 www.acm.org/crossroads Crossroads Besides public data repositories, scientific collaborations maintain community-wide data resources. For example, in gravitational-wave physics, the Laser Interferometer Gravitational-Wave Observatory [3] maintains geographically distributed repositories holding time-series data collected by the instruments and their associated met...

متن کامل

Enabling scalable scientific workflow management in the Cloud

Cloud computing is gaining tremendous momentum in both academia and industry. In this context, we define the term “Cloud Workflow” as the specification, execution and provenance tracking of large-scale scientific workflows, as well as the management of data and computing resources to support the execution of large-scale scientific workflows in the Cloud. In this paper, we first analyze the gap ...

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:

دوره   شماره 

صفحات  -

تاریخ انتشار 2011