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Author:

Cheng, Qiang (Cheng, Qiang.) (Scholars:程强) | Zhang, Haibin (Zhang, Haibin.) (Scholars:张海斌) | Wang, Bin (Wang, Bin.) | Zhao, Yonghua (Zhao, Yonghua.)

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Scopus SCIE

Abstract:

The differentiation transforming (DFT) system is developed to produce the tangent linear codes, which is used to calculate the Jacobian and the Hessian-vector products with no truncation errors. This paper first gives the introduction of the functionality and features of the DFT system, and then discusses several techniques for the implementation of automatic differentiation tools, including data dependence analysis, singular differentiation and code optimization. Finally, the codes generated with DFT used in several applications have been demonstrated. (C) 2008 National Natural Science Foundation of China and Chinese Academy of Sciences. Published by Elsevier Limited and Science in China Press. All rights reserved.

Keyword:

Hessian Tangent linear model Automatic differentiation Jacobian

Author Community:

  • [ 1 ] [Cheng, Qiang]Chinese Acad Sci, LASG, Inst Atmospher Phys, Beijing 100029, Peoples R China
  • [ 2 ] [Wang, Bin]Chinese Acad Sci, LASG, Inst Atmospher Phys, Beijing 100029, Peoples R China
  • [ 3 ] [Cheng, Qiang]Chinese Acad Sci, LSEC, Inst Comp Math, Beijing 100080, Peoples R China
  • [ 4 ] [Cheng, Qiang]Chinese Acad Sci, SC, Inst Comp Network Informat Ctr, Beijing 100190, Peoples R China
  • [ 5 ] [Zhao, Yonghua]Chinese Acad Sci, SC, Inst Comp Network Informat Ctr, Beijing 100190, Peoples R China
  • [ 6 ] [Zhang, Haibin]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

Reprint Author's Address:

  • 程强

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

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Source :

PROGRESS IN NATURAL SCIENCE-MATERIALS INTERNATIONAL

ISSN: 1002-0071

Year: 2009

Issue: 3

Volume: 19

Page: 397-406

4 . 7 0 0

JCR@2022

ESI Discipline: MATERIALS SCIENCE;

JCR Journal Grade:2

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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