VFILM: A Value Function Driven Approach to Information Lifecycle Management

Abstract

Information Management (IM) services need lifecycle management, i.e., determining how long persistent information is retained locally and when it is moved to accommodate new information. This is important when bridging IM services from enterprise to tactical environments, which can have limited onboard storage and be in highly dynamic situations with varying information needs. In this paper, we describe an approach to Value Function based Information Lifecycle Management (VFILM) that balances the value of existing information to current and future missions with constraints on available storage. VFILM operates in parallel with IM services in dynamic situations where missions and their informa-tion needs, the types of information being managed, and the criticality of information to current missions and operations are changing. In contrast to current solutions that simply move the oldest or least frequently accessed information when space is needed, VFILM manages information lifecycle based on a combination of inputs including attributes of the in-formation (its age, size, type, and other observable attributes), ongoing operations and missions, and the relationships between different pieces of information. VFILM has three primary innovative features: (1) a fuzzy logic function that calculates a ordering of information value based on multiple relative valued attributes; (2) mission/task awareness that considers current and upcoming missions in information valuation and storage requirements; and (3) information group-ing that treats related information collectively. This paper describes the VFILM architecture, a VFILM prototype that works with Air Force Research Laboratory IM services, and the results of experiments showing VFILM's effectiveness and efficiency.

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Document Details

Document Type
Technical Report
Publication Date
Apr 01, 2011
Accession Number
ADA556035

Entities

People

  • James Hanna
  • Jeffrey Cleveland
  • Jonathan Webb
  • Joseph P. Loyall
  • Shane Clark

Organizations

  • RTX

Tags

Communities of Interest

  • Air Platforms
  • C4I
  • Materials and Manufacturing Processes

DTIC Thesaurus Topics

  • Abstracts
  • Air Force
  • Air Force Research Laboratories
  • Battle Damage Assessment
  • Contrast
  • Damage Assessment
  • Environment
  • Fuzzy Logic
  • Fuzzy Sets
  • High Resolution
  • Information Operations
  • Logic
  • Metadata
  • Military Research
  • Models
  • Prototypes
  • Storage

Fields of Study

  • Computer science

Readers

  • Artificial Intelligence
  • Geospatial Intelligence and Artificial Intelligence Analytics
  • Logistics and Supply Chain Management.

Technology Areas

  • Space