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| 1 | Automated Chinese medicinal plants classification based on machine learning using leaf morpho-colorimetry,fractal dimension and visible/near infrared spectroscopy显示文摘The identification of Chinese medicinal plants was conducted to rely on ampelographic manual assessment by experts.More recently,machine learning algorithms for pattern recognition have been successfully applied to leaf recognition in other plant species.These new tools make the classification of Chinese medicinal plants easier,more efficient and cost effective.This study showed comparative results between machine learning models obtained from two methods:i)a morpho-colorimetric method and ii)a visible(VIS)/Near Infrared(NIR)spectral analysis from sampled leaves of 20 different Chinese medicinal plants.Specifically,the automated image analysis and VIS/NIR spectral based parameters obtained from leaves were used separately as inputs to construct customized artificial neural network(ANN)models.Results showed that the ANN model developed using the morpho-colorimetric parameters as inputs(Model A)had an accuracy of 98.3%in the classification of leaves for the 20 medicinal plants studied.In the case of the model based on spectral data from leaves(Model B),the ANN model obtained using the averaged VIS/NIR spectra per leaf as inputs showed 92.5%accuracy for the classification of all medicinal plants used.Model A has the advantage of being cost effective,requiring only a normal document scanner as measuring instrument.This method can be adapted for non-destructive assessment of leaves in-situ by using portable wireless scanners.Model B combines the fast,non-destructive advantages of VIS/NIR spectroscopy,which can be used for rapid and non-invasive identification of Chinese medicinal plants and other applications by analyzing specific light spectra overtones from leaves to assess concentration of pigments such as chlorophyll,anthocyanins and others that are related active compounds from the medicinal plants. | Jinru Xue Sigfredo Fuentes Carlos Poblete-Echeverria Claudia Gonzalez Viejo Eden Tongson Hejuan Du Baofeng Su | 2019 | International Journal of Agricultural and Biological Engineering2019，12，2： | 3 |
| 2 | Pitting corrosion behaviour of austenitic stainless steels – combining effects of Mn and Mo additions显示文摘 | A. Pardo M.C. Merino A.E. Coy F. Viejo R. Arrabal E. Matykina | 2008 | Corrosion Science2008，，6： | 2 |
| 3 | Bordetella bronchiseptica pleural infection in a patient with AIDS显示文摘 | VIEJO G DE LA IGLESIA P OTERO L | 2002 | Scandinavian Journal of Infectious Diseases2002，34，8： | 1 |
| 4 | Bordetella bronchisepticapleural infection in a patient with AIDS显示文摘 | Viejo G de la Iglesia P Otero L | 2002 | Scand J InfectiousDis2002，34，8： | 1 |
| 5 | Physicians' knowledge of inhaler devices and inha- lation techniques remains poor in Spain显示文摘 | Plaza V Sanchis J Roma P Molina J Calle M Quirce S Viejo JL Ca- ballero F Murio C | 2012 | J Aerosol Med Pulm Dm8 Deliv2012，25，1： | 1 |
| 6 | Hydration status assessment by multi - frequency bioimpedance in patients with ad- vanced chronic kidney disease显示文摘 | Caravaea F Martinez del Viejo C Villa J | 2011 | Nefrologia2011，31，5： | 1 |
| 7 | Respiratory manifestations of avian influenza 显示文摘 | Viejo B | 2006 | Arch Bronconeumol2006，42，： | 1 |
| 8 | Support Vector Machines Used to Estimate the Battery State of Charge 显示文摘 | Anton Nieto Viejo Vilan JAV | 2012 | IEEE TRANSACTIONS ON POWER ELECTRONICS2012，28，12： | 1 |
| 9 | Support vector machines used to estimate the battery state of charge显示文摘 | Juan Carlos Alvarez Anton Paulino Jose Garca Nieto Cecilio Blanco Viejo | 2013 | IEEE Transactions on Power Electronics2013，28，12： | 1 |
| 10 | Small Supplements of N-3 Fatty Acids Change Serum Low Density Lipoprotein Composition by Decreasing Phospholipid and Apolipoprotein B Concentrations in Young Adult Women 显示文摘 | Sanchez-Muniz F J Bastida S Viejo J M | 1999 | Eur J Nutr1999，38，： | 1 |
| 11 | Corrosion resistance of WE43 and AZ91D magnesium alloys with phosphate PEO coatings显示文摘 | ARRABAL R MATYK1NA E VIEJO F SKELDON P THOMPSON G E | 2008 | Corrosion Science2008，50，6： | 1 |
| 12 | AC plasma electrolytic oxidation of magnesium with zirconia nanoparticles显示文摘 | Arrabal R Matykina E Viejo F | 2008 | Appli- ed Surface Science2008，254，21： | 1 |
| 13 | Bordetella bronchiseptica pleural infection in a patient with AIDS 显示文摘 | Viejo G de la lqlesia P Otero L | 2002 | Scand J Infect Dis2002，34，8： | 1 |
| 14 | Comparison of microstructure and residual stress characteristics of electroless Ni–W–P coatings annealed with a laser and a furnace显示文摘 | H. Liu R.X. Guo F. Viejo Z. Liu | 2011 | Surface & Coatings Technology2011，，8： | 1 |
| 15 | Round pneumonia:a rare cause of multiple pulmonary nodes显示文摘 | Nú(n)ez Viejo MA Fernández Montes A Iturbe Fernández D | | 0，，： | 1 |
| 16 | Analysis and design of a high power factor, single-stage electronic ballast for high-intensity discharge lamps显示文摘 | Francisco Javier Ferrero Martin Cecilio Blanco Viejo | 2003 | IEEE Trans On Power Electronic2003，18，2： | 1 |
| 17 | Mapping air pollutioneffects on atmospheric degradation of cultural heritage显示文摘 | de la Fuente D Vega J M Viejo F | | Journalof Cultural Heritage0，14，2： | 1 |
| 18 | Density- dependent regulation in an invasive seaweed: responses at plant and modular levels显示文摘 | ARENAS F VIEJO R M FERNANDEZ C | 2002 | J Ecol2002，90，： | 1 |
| 19 | Risk of lipodystro- phy in HIV- I -infected patients treated with protease inhibitors: a prospective cohort study显示文摘 | Martnez E Mocroft A Garcia - Viejo MA | 2001 | Lancet2001，357，9256： | 1 |
| 20 | Low temperature SiC growth by metallorganic LPCVD on M BE carbonized Si(011 ) substrates显示文摘 | Hurtos E Rodriguez- viejo J Bassas J | 1999 | Materials Science and Engineering1999，6162，： | 1 |
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