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Author:

Cheng Qiang (Cheng Qiang.) (Scholars:程强) | Cao JianWen (Cao JianWen.) | Wang Bin (Wang Bin.) | Zhang HaiBin (Zhang HaiBin.) (Scholars:张海斌)

Indexed by:

Scopus SCIE

Abstract:

The adjoint code generator (ADG) is developed to produce the adjoint codes, which are used to analytically calculate gradients and the Hessian-vector products with the costs independent of the number of the independent variables. Different from other automatic differentiation tools, the implementation of ADG has advantages of using the least program behavior decomposition method and several static dependence analysis techniques. In this paper we first address the concerned concepts and fundamentals, and then introduce the functionality and the features of ADG. In particular, we also discuss the design architecture of ADG and implementation details including the recomputation and storing strategy and several techniques for code optimization. Some experimental results in several applications are presented at the end.

Keyword:

Hessian automatic differentiation gradient adjoint model

Author Community:

  • [ 1 ] [Cheng Qiang]Chinese Acad Sci, Inst Atmospher Phys, LASG, Beijing 100029, Peoples R China
  • [ 2 ] [Wang Bin]Chinese Acad Sci, Inst Atmospher Phys, LASG, Beijing 100029, Peoples R China
  • [ 3 ] [Zhang HaiBin]Chinese Acad Sci, Inst Atmospher Phys, LASG, Beijing 100029, Peoples R China
  • [ 4 ] [Cheng Qiang]Chinese Acad Sci, Inst Comp Math, LSEC, Beijing 100080, Peoples R China
  • [ 5 ] [Cao JianWen]Chinese Acad Sci, Inst Software, Beijing 100190, Peoples R China
  • [ 6 ] [Zhang HaiBin]Beijing Univ Technol, Coll Appl Sci, Beijing 100022, Peoples R China

Reprint Author's Address:

  • 程强

    [Cheng Qiang]Chinese Acad Sci, Inst Atmospher Phys, LASG, Beijing 100029, Peoples R China

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Source :

SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES

ISSN: 1009-2757

Year: 2009

Issue: 6

Volume: 52

Page: 926-941

JCR Journal Grade:4

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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