Dr. Emilio Vargas - Tendencias en IngenieríaE-mail: [email protected]! Datos...

!

!!!!!

Tendencias en

ingeniería, tecnología y

sociedad

Dr. Gilberto Herrera

(Coordinador) !!!!!!!!!!!!!!

!"#$%&'!()*$'!+!"&,&-.!+!/01)2&!34!+!56%-)6,&!7$!89):$!

!

Edición Alejandro Herrera Coordinadores Gilberto Herrera Ruiz María del Carmen Espino Gudiño Vicente Rodríguez Hernández Revisión David Moisés Terán Pérez Gerente editorial Marcelo Grillo

Tendencias en ingeniería, tecnología y sociedad

Gilberto Herrera Ruiz, María del Carmen Espino Gudiño, Vicente Rodríguez Hernández; COORDINADORES Derechos reservados © 2012, por Alfaomega Grupo Editor, S.A. de C.V. México

!

Primera Edición por Alfaomega Grupo Editor, S.A. de C.V. México, febrero 2012

© 2012, por Alfaomega Grupo Editor, S.A. de C.V. México Pitágoras 1139, Col. Del Valle, C.P. 03100, México, D.F. Miembro de la Cámara Nacional de la Industria Editorial Mexicana Registro No. 2317

Internet: http://www.alfaomega.com.mx E-mail: [email protected]

ISBN: 978-607-707-327-7

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Datos catalográficos Herrera Ruiz Gilberto; Espino Gudiño María del Carmen; Rodríguez Hernández Vicente. Coordinadores Tendencias en ingeniería, tecnología y sociedad Primera Edición Alfaomega Grupo Editor, S.A. de C.V. México.

ISBN:!978-607-707-327-7 Formato: 17 x 23 cm Páginas 290!

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Alfaomega TENDENCIAS EN INGENIERÍA, TECNOLOGÍA Y SOCIEDAD - GILBERTO HERRERA /COORDINADOR

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RESUMEN

El modelado y la predicción de partículas contaminantes son temas de

especial interés en las ciencias ambientales y de la salud. El

desarrollo de modelos de partículas contaminantes permite evitar

contingencias ambientales, prevenir aumento en los niveles de

enfermedades respiratorias sobre la población, entre otros. El

objetivo de este trabajo es manifestar la factibilidad del uso de

modelos de partículas contaminantes utilizando Máquinas de Soporte

de Vectores (MSV). El caso de estudio en este artículo es la ciudad

de México y su zona metropolitana, a partir de un conjunto de

mediciones experimentales de partículas contaminantes con un radio

menor a diez Micras (PM10)

Palabras clave

Modelado y predicción de partículas contaminantes, máquinas de

soporte de vectores, PM10.

0/%4(-&!!0=/)

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y = wiφi (x) + bi=1

l

! # ?G@#

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R(C) = C1

NLε (di , yi )

i=1

N

! +1

2|| w ||

2# ?L@#

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!


F1+'&:#

Lε (d, y) =d − y − ε

0

"#$

%$

d − y ≥ ε

others# ?i@#

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R(w,ζ ) =1

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* (ζ i + ζ i

* )i=1

n

! wφ (xi ) + b − d i ≤ ε + ζ i # ?M@#

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f (x,α ,α *) = (α i −α i

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i+1

l

! # ?P@#

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αi

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φ(α,α*)= di (αi,αi

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*)−1

2(αi,αi

*)(α j ,α j

*)j=1

l

!i=1

l

!i=1

l

!i=1

l

! K(αi,α j )# ?_@#

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(αi −αi

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i=1

l

!

con restricciones:

i=1,…,l

0 ≤α*

i ≤C #(lG:k:/# ?a@#

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K(xi, x j ) = φ(xi ),φ(x j ) (4)

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K(xi , x j ) = exp− xi − x j

2

2σ 2

&

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Dr. Emilio Vargas - Tendencias en IngenieríaE-mail: [email protected]! Datos...

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Transcript of Dr. Emilio Vargas - Tendencias en IngenieríaE-mail: [email protected]! Datos...