INSTITUTO DE INVESTIGACIONES EN INGENIERÍA ELÉCTRICA

INSTITUTO DE INVESTIGACIONES EN INGENIERÍA ELÉCTRICA

<img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151" srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" sizes="(max-width: 840px) 100vw, 840px" />

RODMY ADALID MIRANDA ORDOÑEZ

rodmy_ada@hotmail.com

Ingneieria Electrica

<img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151" srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" sizes="(max-width: 840px) 100vw, 840px" />

EMERSON EVARISTO ARUQUIPA

earuquipa.u@gmail.com

Ingneieria Electrica

Generacion de Empresas Electricas

https://orcid.org/0009-0008-1513-7559

<img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151" srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" sizes="(max-width: 840px) 100vw, 840px" />

OSCAR EUSEBIO ROMAY AZURDUY

oscarromay2019@gmail.com

Ingneieria Electrica

<img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151" srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" sizes="(max-width: 840px) 100vw, 840px" />

RODRIGO NICOLAS GUTIERREZ RIVEROS

rngutierrez@umsa.bo

Ingneieria Electrica

https://orcid.org/0000-0001-8559-7827

<img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151" srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" sizes="(max-width: 840px) 100vw, 840px" />

MARCELO JESUS HARRIAGUE ALVAREZ

marcelojesush214@gmail.com

Ingneieria Electrica

<img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" data-src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151 lazyload" data-srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" data-sizes="(max-width: 840px) 100vw, 840px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 840px; --smush-placeholder-aspect-ratio: 840/663;" /><noscript><img decoding="async" width="840" height="663" src="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png" alt="" class="wp-image-1151" srcset="https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2.png 840w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-300x237.png 300w, https://dipgis.umsa.bo/wp-content/uploads/2023/05/PROFILE-LOGO-PERSONA-2-768x606.png 768w" sizes="(max-width: 840px) 100vw, 840px" />

MARYSOL SONIA AYALA SANTANDER

mayala14@uc.cl

Ingneieria Electrica

https://orcid.org/0000-0002-9880-2903

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