From f9d29318975a4f8763fb68d3a8b8417d88865eca Mon Sep 17 00:00:00 2001 From: david Date: Wed, 10 Apr 2024 14:12:40 -0700 Subject: [PATCH] Spresense Printer --- .../image01.jpg | Bin 0 -> 227498 bytes .../image02.jpg | Bin 0 -> 235982 bytes .../image03.jpg | Bin 0 -> 149971 bytes .../image04.png | Bin 0 -> 742585 bytes .../image05.png | Bin 0 -> 88291 bytes .../image06.jpg | Bin 0 -> 198066 bytes .../image07.jpg | Bin 0 -> 213888 bytes .../image08.jpg | Bin 0 -> 205979 bytes .../image09.jpg | Bin 0 -> 217110 bytes .../image10.jpg | Bin 0 -> 223055 bytes .../image11.jpg | Bin 0 -> 194158 bytes .../image12.png | Bin 0 -> 36318 bytes .../image13.png | Bin 0 -> 15371 bytes .../image14.png | Bin 0 -> 22901 bytes .../image15.png | Bin 0 -> 92257 bytes .../image16.png | Bin 0 -> 53370 bytes .../image17.png | Bin 0 -> 38722 bytes .../image18.png | Bin 0 -> 22460 bytes .../image19.png | Bin 0 -> 117006 bytes .../image20.png | Bin 0 -> 117681 bytes .../image21.png | Bin 0 -> 97063 bytes 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[https://studio.edgeimpulse.com/studio/140871](https://studio.edgeimpulse.com/studio/140871) - Vibration + +GitHub Repo: [https://github.com/Zalmotek/edge-impulse-predictive-maintenance-vibration-commonsense-sony-spresense](https://github.com/Zalmotek/edge-impulse-predictive-maintenance-vibration-commonsense-sony-spresense) + +## Introduction + +Predictive maintenance can help you avoid costly downtime and repairs, by predicting when equipment is going to fail. This allows you to schedule maintenance before the problem occurs. Additionally, predictive maintenance can improve safety by identifying potential hazards before they cause an accident. This allows companies to take steps to prevent accidents from occurring. And last but not least, predictive maintenance can help avoid costly downtime and repairs by predicting when equipment is going to fail. This allows you to schedule maintenance before the problem occurs, instead of waiting for something to break. + +## The Challenge + +The machineries present in a print shop include printers, copiers, and scanners. These machines are used to print, copy, and scan documents. Additionally, there are often other machines present in a print shop such as shredders and laminators. + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image01.jpg) + +One of our clients has a Xerox iGen4 machine in its print shop, and while the machine has been launched a few years ago when it's properly maintained and cared for it can still be used to print materials. Some common problems with Xerox iGen4 print machines include paper jams, toner issues, and printer errors. These problems can cause the machine to fail and result in lost production. Additionally, these problems can also be safety hazards if they are not fixed. While the unit has basic features to identify the above problems in their interface once you start using the machine there are some blind spots that you cannot safely detect. + +The air quality in a print shop can be dangerous because of the chemicals used in the printing process. These chemicals can be harmful to your health if you are exposed to them for too long. + +## Our Solution + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image02.jpg) + +If a print shop has equipment that is predicted to fail, they can schedule maintenance and repairs before the equipment actually fails. This can help avoid costly downtime and lost production. Additionally, if predictive maintenance can identify potential hazards, the print shop can take steps to prevent accidents from occurring. + +Our client needed some extra peace of mind and informed us where issues usually arise. We have chosen the Sony Spresense development board paired with the CommonSense expansion board to monitor vibrations and air quality by being placed directly inside the print unit in key points where they could detect issues and report them in real time. + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image03.jpg) + +The Sony Spresense development board is a processor developed by Sony for IoT and sensing applications. The main board can be operated alone or with the extension board. The Spresense uses Sony’s new chipset on the main board: the CXD5602 System on Chip (SoC) multi core processor with GNSS and the the CXD5247 power management and audio analog interface chip. + +The CommonSense expansion board created by SensiEdge provides an array of very useful sensors that can be used with the Sony Spresense board to capture the data we are interested in, especially the vibration sensor and the air quality one. + +### Hardware requirements +- [Sony Spresense](https://developer.sony.com/develop/spresense/) +- [CommonSense expansion board developed by SensiEdge](https://www.sensiedge.com/commonsense) +- Enclosure with wall mount options + +### Software requirements +- Edge Impulse account +- Arduino CLI +- Edge Impulse CLI +- Git + +## Hardware Setup + +The Spresense main board has the following features: Sony’s CXD5602 Processor, 8 MB Flash memory, PCB with small footprint, Dedicated camera connector, GNSS (GPS) antenna, Pins and LEDs, Multiple GPIO (UART, SPI, I2C, I2S), 2 ADC channels, Application LED x 4 (Green), Power LED (Blue), USB serial port. + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image04.png) + +From the CommonSense expansion board we are interested in LSM6DS3: inertial module: 3D accelerometer and 3D gyroscope and the SGP-40: Air quality sensor: + +The LSM6DS3 is a system-in-package featuring a 3D digital accelerometer and a 3D digital gyroscope. Enabling always-on low-power features for an optimal motion experience. + +The SGP40 is a digital gas sensor designed for easy integration into air purifiers or demand controlled ventilation systems. Sensirion’s CMOSens ® technology offers a complete , easy to use sensor system on a single chip featuring a digital I2C interface and a temperature controlled micro hotplate, providing a humidity compensated VOC based indoor air quality signal . The output signal can be directly processed by Sensirion’s powerful VOC Algorithm to translate the raw signal into a VOC Index as a robust measure for indoor air quality. The VOC Algorithm automatically adapts to the environment the sensor is exposed to. + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image05.png) + +The CommonSense can be plugged directly in the Sony Spresense since its pins are matching perfectly. + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image06.jpg) + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image07.jpg) + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image08.jpg) + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image09.jpg) + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image10.jpg) + +![](../.gitbook/assets/predictive-maintenance-sony-spresense-commonsense/image11.jpg) + +## Software Setup + +### Setting up the build environment + +#### Gnu Arm Embedded Toolchain + +The first step in setting up the build environment for the Sony Spresense board equipped with the Common Sense expansion board is installing the GNU Arm Embedded Toolchain. + +Determine the latest version of the toolchain: + +``` +$ARM_TOOLCHAIN_VERSION=$(curl -s https://developer.arm.com/downloads/-/gnu-rm | grep -Po '

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