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Víctor Asanza
Topics
• Introduction
• AVR Architecture
• Acquisition
• Identification
• Control Design
• ARM Architecture
• GPIO Control
• Automation Solutions
• Industrial Shields
• FPGA Architecture vs Hardware Design
• Behavioral Signal Processing with Machine Learning Based on FPGA
• Future Work
PROTOTIPADO DE APLICACIONES INDUSTRIALES
BASADO EN HARDWARE DE CÓDIGO ABIERTO
Introduction
¿Qué es un sistema embebido?
Introduction
Industria 4.0
AVR Architecture
AVR Architecture
AVR Architecture
Planta de Prueba
AVR Architecture
Acquisition
AVR Architecture
Acquisition
AVR Architecture
Identification
Modelo identificador Box Jenkins
AVR Architecture
Identification
Modelo identificador Box Jenkins
Open Loop
AVR Architecture
Control Design
AVR Architecture
Control Design
ARM Architecture
https://www.raspberrypi.org/products/raspberry-pi-4-model-b/
ARM Architecture
https://www.raspberrypi.org/products/raspberry-pi-4-model-b/
Raspberry Pi4
ARM Architecture
Planta de Prueba
ARM Architecture
Planta de Prueba
Automation Solutions
Industrial Shields
https://www.industrialshields.com/es_ES/industrial-plc-raspberry-pi-202007#preorder
Automation Solutions
Industrial Shields
https://www.industrialshields.com/es_ES/industrial-plc-based-on-arduino-ethernet-range-m-duino
Automation Solutions
Industrial Shields
https://www.industrialshields.com/es_ES/industrial-plc-raspberry-pi-202007#preorder
Automation Solutions
Industrial Shields
https://www.industrialshields.com/es_ES/industrial-plc-raspberry-pi-202007#preorder
Automation Solutions
Industrial Shields
https://www.industrialshields.com/es_ES/industrial-plc-raspberry-pi-202007#preorder
FPGA Architecture
Field Programmable Gate Arrays (FPGAs)
FPGA Architecture
Hardware Design (Hard-processor ARM)
For more information about Hardware Design, check the link:
ELECTRONIC PROTOTYPES DESIGN
https://vasanza.blogspot.com/p/shared-material.html
FPGA Architecture
Hardware Design (Hard-processor ARM)
For more information about Hardware Design, check the link:
ELECTRONIC PROTOTYPES DESIGN
https://vasanza.blogspot.com/p/shared-material.html
FPGA Architecture
Hardware Design (Hard-processor ARM)
For more information about Hardware Design, check the link:
ELECTRONIC PROTOTYPES DESIGN
https://vasanza.blogspot.com/p/shared-material.html
Field Programmable Gate Arrays (FPGAs)
FPGA Architecture
Configurable Design (MSI)
For more information about Hardware Design, check the link:
ELECTRONIC PROTOTYPES DESIGN
https://vasanza.blogspot.com/p/shared-material.html
FPGA Architecture
Configurable Design (Soft-processor NIOS II)
Field Programmable Gate Arrays (FPGAs)
For more information about FPGA, check the link:
DIGITAL SYSTEMS 1, DIGITAL SYSTEMS 2, DIGITAL SYSTEMS DESIGN and VHDL
https://vasanza.blogspot.com/p/shared-material.html
FPGA Architecture
Hard-processor vs Software-processor
Arreglos de puertas lógicas programable
Field Programmable Gate Arrays (FPGAs)
For more information about FPGA, check the link:
DIGITAL SYSTEMS 1, DIGITAL SYSTEMS 2, DIGITAL SYSTEMS DESIGN and VHDL
https://vasanza.blogspot.com/p/shared-material.html
DE10NANO - Terasic
Arquitectura H/S Processor - Cyclone V
NIOS II
processor
FPGA Architecture
Field Programmable Gate Arrays (FPGAs)
For more information about FPGA, check the link:
DIGITAL SYSTEMS 1, DIGITAL SYSTEMS 2, DIGITAL SYSTEMS DESIGN and VHDL
https://vasanza.blogspot.com/p/shared-material.html
FPGA Architecture
Ejemplo: Runtime CPU ARM Architecture
515 ms
Field Programmable Gate Arrays (FPGAs)
For more information about FPGA, check the link:
DIGITAL SYSTEMS 1, DIGITAL SYSTEMS 2, DIGITAL SYSTEMS DESIGN and VHDL
https://vasanza.blogspot.com/p/shared-material.html
FPGA Architecture
Ejemplo: Runtime NIOSIIx2 Multiprocessor System
* Es 2,076 veces más rápido
248 ms
Field Programmable Gate Arrays (FPGAs)
For more information about FPGA, check the link:
DIGITAL SYSTEMS 1, DIGITAL SYSTEMS 2, DIGITAL SYSTEMS DESIGN and VHDL
https://vasanza.blogspot.com/p/shared-material.html
Behavioral Signal Processing with Machine Learning Based on FPGA
FPGA Architecture
Asanza V., Sanchez G., Cajo R., Peláez E. (2021) Behavioral Signal Processing with Machine Learning Based on
FPGA. In: Botto-Tobar M., Zamora W., Larrea Plúa J., Bazurto Roldan J., Santamaría Philco A. (eds) Systems
and Information Sciences. ICCIS 2020. Advances in Intelligent Systems and Computing, vol 1273. Springer,
Cham. https://doi.org/10.1007/978-3-030-59194-6_17
Behavioral Signal Processing with Machine Learning Based on FPGA
Overview of our proposed architecture
Results obtained while testing different ser of neurons in
Hidden Layer
Resources used by FPGA
FPGA Architecture
Asanza V., Sanchez G., Cajo R., Peláez E. (2021) Behavioral Signal Processing with Machine Learning Based on
FPGA. In: Botto-Tobar M., Zamora W., Larrea Plúa J., Bazurto Roldan J., Santamaría Philco A. (eds) Systems
and Information Sciences. ICCIS 2020. Advances in Intelligent Systems and Computing, vol 1273. Springer,
Cham. https://doi.org/10.1007/978-3-030-59194-6_17
Future Work
Coordinator
Actuator
(On/Off - Relé)
End Device End Device End Device
Future Work
Bansal, S., & Kumar, D. (2020). IoT Ecosystem: A Survey on Devices, Gateways, Operating Systems,
Middleware and Communication. International Journal of Wireless Information Networks, 1-25.
MACI
Víctor Asanza
Mail: vasanza@espol.edu.ec
Facultad de Ingeniería en Electricidad y Computación, FIEC
Escuela Superior Politécnica del Litoral, ESPOL
Campus Gustavo Galindo Km 30.5 Vía Perimetral, P.O. Box 09-01-5863
090150 Guayaquil, Ecuador
For more information
Video: https://www.youtube.com/watch?v=IwfuZqxI3Dw
Thank you!

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