The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges

被引：107

作者：

Dematte, Jose A. M. ^{[1
]}

Dotto, Andre Carnieletto ^{[1
]}

Paivaa, Ariane F. S. ^{[1
]}

Sato, Marcus, V ^{[1
]}

Dalmolin, Ricardo S. D. ^{[2
]}

de Araujo, Maria do Socorro B. ^{[3
]}

da Silva, Elisangela B. ^{[4
]}

Nanni, Marcos R. ^{[5
]}

ten Caten, Alexandre ^{[6
]}

Noronha, Norberto C. ^{[7
]}

Lacerda, Marilusa P. C. ^{[8
]}

de Araujo Filho, Jose Coelho ^{[9
]}

Rizzo, Rodnei ^{[10
]}

Bellinaso, Henrique ^{[11
]}

Francelino, Marcio R. ^{[12
]}

Schaefer, Carlos E. G. R. ^{[12
]}

Vicente, Luiz E. ^{[13
]}

dos Santos, Uemeson J. ^{[14
]}

Barretto Sampaio, Everardo V. de Sa ^{[14
]}

Menezes, Romulo S. C. ^{[14
]}

de Souza, Jose Joao L. L. ^{[15
]}

Abrahao, Walter A. P. ^{[12
]}

Coelho, Ricardo M. ^{[16
]}

Grego, Celia R. ^{[13
]}

Lani, Joao L. ^{[12
]}

Fernandes, Antonio R. ^{[17
]}

Goncalves, Deyvison A. M. ^{[17
]}

Silva, Sergio H. G. ^{[18
]}

de Menezes, Michele D. ^{[18
]}

Curi, Nilton ^{[18
]}

Couto, Eduardo G. ^{[19
]}

dos Anjos, Lucia H. C. ^{[20
]}

Ceddia, Marcos B. ^{[20
]}

Pinheiro, Erika F. M. ^{[20
]}

Grunwald, Sabine ^{[21
]}

Vasques, Gustavo M. ^{[22
]}

Marques Junior, Jose ^{[23
]}

da Silvax, Airon J. ^{[24
]}

de Vasconcelos Barreto, Marcos C. ^{[24
]}

Nobrega, Gabriel N. ^{[25
]}

da Silva, Marcelo Z. ^{[26
]}

de Souza, Sara F. ^{[27
]}

Valladares, Gustavo S. ^{[28
]}

Viana, Joao Herbert M. ^{[29
]}

Terra, Fabricio da Silva ^{[30
]}

Horak-Terra, Ingrid ^{[30
]}

Fiorio, Peterson R. ^{[31
]}

da Silva, Rafael C. ^{[1
]}

Frade Junior, Elizio F. ^{[32
]}

Lima, Raimundo H. C. ^{[33
]}

机构：

[1] Univ Sao Paulo, Luiz de Queiroz Coll Agr ESALQ, Dept Soil Sci, Ave Padua Dias 11,Cx Postal 9, BR-13418900 Piracicaba, SP, Brazil

[2] Univ Fed Santa Maria, Dept Soil, Av Roraima 1000, BR-97105900 Santa Maria, RS, Brazil

[3] Univ Fed Pernambuco, Geog Sci Dept, Av Ac Helio Ramos S-N, BR-50740530 Recife, PE, Brazil

[4] Agr Res & Rural Extens Corp Santa Catarina, Rodovia Admar Gonzaga 134Z, BR-88034901 Florianopolis, SC, Brazil

[5] Univ Estadual Maringa, Dept Agron, Av Colombo 5790, BR-87020900 Maringa, Parana, Brazil

[6] Univ Fed Santa Catarina, Dept Agr Biodivers & Forestry, Rodovia Ulysses Gaboardi 3000 Km 3, BR-89520000 Curitibanos, SC, Brazil

[7] Fed Rural Univ Amazon, Ave Presidente Tancredo Neves 2501, BR-66077530 Belem, Para, Brazil

[8] Univ Brasilia, Fac Agron & Vet Med, BR-70910900 Brasilia, DF, Brazil

[9] EMBRAPA Solos, R Antonio Falcao 402, BR-51020240 Recife, PE, Brazil

[10] Univ Sao Paulo, Ctr Nucl Energy Agr CENA, Av Centenario 303, BR-13416000 Piracicaba, SP, Brazil

[11] CDRS Secretary Agr Sao Paulo State, R Campos Salles 507, BR-13400200 Piracicaba, SP, Brazil

[12] Univ Fed Vicosa, Dept Soils, Ave Peter Henry Rolfs S-N, BR-36570900 Vicosa, MG, Brazil

[13] EMBRAPA Informat Agr, Ave Andre Toseilo 209, BR-13083886 Campinas, SP, Brazil

[14] Univ Fed Pernambuco, Dept Nucl Enersy, Av Prof Luis Freire 1000, BR-50740540 Recife, PE, Brazil

[15] Univ Fed Rio Grande do Norte, Dept Geog, R Joaquim Gregorio S-N, BR-59300000 Caico, RN, Brazil

[16] Agron Inst Campinas IAC, Ave Barao Itapura 1481, BR-13020902 Campinas, SP, Brazil

[17] Fed Rural Univ Amazonia, Inst Agr Sci, Ave Presidente Tancredo Neves 2501, BR-66077830 Belem, Para, Brazil

[18] Univ Fed Lavras, Dept Soil Sci, BR-37200000 Lavras, MG, Brazil

[19] Univ Fed Mato Grosso, Av Fernando Correa da Costa 2367, BR-78060900 Cuiaba, MG, Brazil

[20] Univ Fed Rural Rio de Janeiro, Dept Soils, Rodovia BR 465,Km 07 S-N, BR-23890000 Seropedica, RJ, Brazil

[21] Univ Florida, Dept Soil & Water Sci, 2181 McCarty Hallr,POB 110290, Gainesville, FL 32611 USA

[22] EMBRAPA Solos, R Jardim Bot 1024, BR-22460000 Rio De Janeiro, RJ, Brazil

[23] Sao Paulo State Univ FCAV UNESP, Sch Agr & Vet Studies, Dept Soils & Fertilizers, Via Acesso Prof Paulo Donato Castellane S-N, BR-14884900 Jaboticabal, SP, Brazil

[24] Univ Fed Sergipe, Av Marechal Rondon S-N, BR-49100000 Sao Cristovao, Sergipe, Brazil

[25] Fed Fluminense Univ, Dept Geochem, Grad Program Earth Sci Geochem, Outeiro Sao Joao Batista S-N, BR-24020141 Niteroi, RJ, Brazil

[26] Fed Inst Southeast Minas Gerais, R Monsenhor Jose Augusto 204, BR-36205018 Barbacena, MG, Brazil

[27] Univ Fed Rio Grande do Norte, It Joaquim Gregorio S-N, BR-59300000 Caico, RN, Brazil

[28] Univ Fed Piaui, BR-64049550 Teresina, Piaui, Brazil

[29] EMBRAPA Milho & Sorgo, Rod MG 424 Km 45, BR-35701970 Sete Lagoas, MG, Brazil

[30] Fed Univ Jequitinhonha & Mucuri Valleys, Inst Agr Sci, Ave Ver Joao Narciso 1380, BR-38610000 Unai, MG, Brazil

[31] Univ Sao Paulo, ESALQ, Dept Biosyst Engn, Ave Padua Dias 11,Cx Postal 9, BR-13418900 Piracicaba, SP, Brazil

[32] Univ Fed Acre, Rodovia BR 364 Km 04, Rio Branco, Acre, Brazil

[33] Univ Fed Amazonas, Av Gen Rodrigo OJ Ramos 1200, BR-69067005 Manaus, Amazonas, Brazil

[34] EMBRAPA Clima Temperado, BR 392,Km 78, BR-96010971 Pelotas, RS, Brazil

[35] Univ Fed Rural Pernambuco, Dept Agron, R Manuel de Medeiros S-N, BR-52171900 Recife, PE, Brazil

[36] EMBRAPA Cocais, Quadra 11,Av Sao Luis Rei de Franca 4, BR-65067205 Sao Luis, Maranhao, Brazil

[37] Museu Paraense Emilio Goeldi, Av Gov Magalhaes Barata 376, BR-66040170 Belem, Para, Brazil

[38] Exata Lab, Rua Silvestre Carvalho Q 11, BR-75800000 Jatai, Go, Brazil

[39] Fed Univ Rondonia, BR 364,Km 9-5, BR-76801059 Porto Velho, Rondonia, Brazil

[40] Natl Inst Amazonian Res, Ave Andre Araujo 2936, BR-69067375 Manaus, Amazonas, Brazil

[41] Univ Sao Paulo, ESALQ, Dept Forestry Sci, Ave Padua Dias 11,Cx Postal 9, BR-13418900 Piracicaba, SP, Brazil

来源：

GEODERMA | 2019年 / 354卷

基金：

巴西圣保罗研究基金会;

关键词：

Spectral sensing; Proximal sensing; Vis-NIR-SWIR spectroscopy; Pedometrics; ORGANIC-CARBON CONTENT; REFLECTANCE SPECTROSCOPY; QUANTITATIVE-ANALYSIS; PREDICTION; NIR; CLASSIFICATION; REGRESSION; SELECTION; QUALITY; MODELS;

D O I：

10.1016/j.geoderma.2019.05.043

中图分类号：

S15 [土壤学];

学科分类号：

0903 ; 090301 ;

摘要：

The present study was developed in a joint partnership with the Brazilian pedometrics community to standardize and evaluate spectra within the 350-2500 nm range of Brazilian soils. The Brazilian Soil Spectral Library (BSSL) began in 1995, creating a protocol to gather soil samples from different locations in Brazil. The BSSL reached 39,284 soil samples from 65 contributors representing 41 institutions from all 26 states. Through the BSSL spectra database, it was possible to estimate important soil attributes, such as clay, sand, soil organic carbon, cation exchange capacity, pH and base saturation, resulting in differences among the multi-scale models taking Brazil (overall), regional and state scale. In general, spectral descriptive and quantitative behavior indicated important relationship with physical, chemical and mineralogical properties. Statistical analyses showed that six basic patterns of spectral signatures represent the Brazilian soils types and that environmental conditions explain the differences in spectra. This study demonstrates that spectroscopy analyses along with the establishment of soil spectral libraries are a powerful technique for providing information on a national and regional levels. We also developed an interactive online platform showing soil sample locations and their contributors. As soil spectroscopy is considered a fast, simple, accurate and nondestructive analytical procedure, its application may be integrated with wet analysis as an alternative to support the sustainable management of soils.

引用

页数：21

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