LAI INVERSION USING A BACKPROPAGATION NEURAL-NETWORK TRAINED WITH A MULTIPLE-SCATTERING MODEL

被引：71

作者：

SMITH, JA

机构：

[1] NASA Goddard Space Flight Center, Greenbelt

来源：

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 1993年 / 31卷 / 05期

关键词：

D O I：

10.1109/36.263783

中图分类号：

P3 [地球物理学]; P59 [地球化学];

学科分类号：

0708 ; 070902 ;

摘要：

Standard regression methods applied to canopies within a single homogeneous soil type yield good results for estimating leaf area index (LAI) but perform unacceptably when applied across soil boundaries. In contrast, the neural network reported here generally yielded absolute percentage errors of < 30%. The network was applied, without retraining, to a Landsat TM.

引用

页码：1102 / 1106

页数：5

共 50 条

[1] INVERSION OF SNOW PARAMETERS FROM PASSIVE MICROWAVE REMOTE-SENSING MEASUREMENTS BY A NEURAL NETWORK TRAINED WITH A MULTIPLE-SCATTERING MODEL
TSANG, L
CHEN, ZX
OH, S
MARKS, RJ
CHANG, ATC
[J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1992, 30 (05): : 1015 - 1024
[2] Multiple-scattering simulator-trained neural network for intensity diffraction tomography
Matlock, Alex
Zhu, Jiabei
Tian, Lei
[J]. OPTICS EXPRESS, 2023, 31 (03) : 4094 - 4107
[3] USING GENETIC ALGORITHMS FOR AN ARTIFICIAL NEURAL-NETWORK MODEL INVERSION
DEWEIJER, AP
LUCASIUS, CB
BUYDENS, L
KATEMAN, G
HEUVEL, HM
[J]. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1993, 20 (01) : 45 - 55
[4] APPLICATION OF AN ARTIFICIAL NEURAL-NETWORK IN CANOPY SCATTERING INVERSION
PIERCE, LE
SARABANDI, K
ULABY, FT
[J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 1994, 15 (16) : 3263 - 3270
[5] ESTIMATION OF SCATTERED PHOTONS IN SPECT IMAGES USING A BACKPROPAGATION NEURAL-NETWORK
CHAN, KH
MOORE, SC
ZIMMERMAN, RE
KIJEWSKI, MF
[J]. JOURNAL OF NUCLEAR MEDICINE, 1994, 35 (05) : P17 - P18
[6] Efficient inversion of multiple-scattering model for optical diffraction tomography
Soubies, Emmanuel
Thanh-An Pham
Unser, Michael
[J]. OPTICS EXPRESS, 2017, 25 (18): : 21786 - 21800
[7] ACCELERATION BY PREDICTION FOR ERROR BACKPROPAGATION ALGORITHM OF NEURAL-NETWORK
KANDA, A
FUJITA, S
AE, T
[J]. SYSTEMS AND COMPUTERS IN JAPAN, 1994, 25 (01) : 78 - 87
[8] A successive overrelaxation backpropagation algorithm for neural-network training
De Leone, R
Capparuccia, R
Merelli, E
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1998, 9 (03): : 381 - 388
[9] CLASSIFICATION OF POLYNOMIAL-SHAPED MEASUREMENT SIGNALS USING A BACKPROPAGATION NEURAL-NETWORK
LAMPINEN, J
OVASKA, SJ
UGAROV, A
[J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 1994, 43 (06) : 933 - 936
[10] MULTIPLE-SCATTERING AEROSOL LIDAR INVERSION METHOD
BISSONNETTE, LR
HUTT, DL
[J]. CANADIAN JOURNAL OF PHYSICS, 1993, 71 (1-2) : 39 - 46

← 1 2 3 4 5 →