One of the difficulties of globally applying MAPS is that this method results in a large dense matrix which in turn severely restricts the number of interpolation points, thereby affecting our ability to solve large-scale science and engineering problems.
They have christened their approach Semantic Data Processing (SDP), and describe its benefits, impact and future challenges for large scale science in the article "Lightweight Semantic Data Processing for Facility Science".
It's a good example of the international horse-trading and cooperation that large scale science needs.
Yet, large scale science has its own unique goals, context and requirements that must be taken into account when designing ways to evaluate success.
The facility's money troubles make it hesitant to embark on very large scale science projects such as ESS or TESLA, BMBF says.
It is not sufficient to simply apply the same processes of evaluation traditionally associated with individual investigator awards because the expectations of large scale science are broader.
This paper examines several large-scale science problems, their requirements for computing and data Grid infrastructure, and the current approaches to providing the necessary functionality.
The term Big Science first appeared in a 1961 article in Science magazine, titled "Impact of Large-Scale Science on the United States," by physicist and Oak Ridge National Laboratory director Alvin Weinberg.
Modern large-scale science requires networking that is global in extent, highly reliable and versatile, and that provides high bandwidth and supports sustained high volume traffic.
Palankar et al. [19] evaluated in 2008 the ability of Amazon S3 to provide storage to large-scale science projects from the perspective of cost, availability and performance.
The era of large-scale science, which is linked both to recent technological advances and to the availability of full genetic information, has boosted the research for new biomarkers and molecular subtyping.
