SIAM Workshop on Automatic Differentiation of Algorithms: Theory, Implementation and Application

Abstract

The workshop was attended by sixty-five researchers, of whom thirty gave half hour lecturers, and nineteen presented posters. This was the first scientific meeting devoted to the topic of automatic differentiation of algorithms. There were many excellent talks on large scale applications - in particular weather modeling, oceanography, petroleum reservoir modeling, beam tracing in optics, satellite orbit analysis, and mechanical systems simulation. Some of the speakers delineated very clearly the remaining deficiencies of currently available automatic differentiation techniques in comparison to handcoded derivative evaluation programs. From the lively discussion that followed, it can be expected that the software developers present will accept the challenge of closing this gap in efficiency without sacrificing user convenience. In many formal and informal discussions, the participants raised the question of how potential users and the scientific community at large can be made aware of the extremely promising computational techniques presented at the workshop. Some felt that the name Automatic Differentiation sounds too mechanical and fails to indicate the wealth of intrinsic problems and ramifications.

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Document Details

Document Type
Technical Report
Publication Date
Jan 01, 1991
Accession Number
ADA241512

Entities

People

  • I. E. Block

Organizations

  • Society for Industrial and Applied Mathematics

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  • Space

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  • Abstracts
  • Algorithms
  • Applied Mathematics
  • Automatic
  • Colorado
  • Computer Languages
  • Computers
  • Differential Equations
  • Equations
  • Language
  • Mathematical Programming
  • Mathematics
  • Neural Networks
  • Optimization
  • Simulations
  • Test And Evaluation
  • Workshops

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  • Space