updated main landing page

This commit is contained in:
CaCO3
2022-09-19 20:33:04 +02:00
parent 45c9914efa
commit 3fc6c194e5
2 changed files with 46 additions and 25 deletions

View File

@@ -1,27 +1,57 @@
# AI-on-the-edge-device # Welcome to the AI-on-the-edge-device
Artificial intelligence based systems have been established in our every days live. Just think of speech or image recognition. Most of the systems relay on either powerful processors or a direct connection to the cloud for doing the calculations up there. With the increasing power of modern processors the AI systems are coming closer to the end user - which is usually called **edge computing**.
Here this edge computing is brought into a practical oriented example, where a AI network is implemented on a ESP32 device so: **AI on the edge**.
This is an example of Artificial Intelligence (AI) calculations on a very cheap hardware. This projects allows you to digitalize your **analoge** water, gas, power and other meters using cheap and easily available hardware.
### Details on **function**, **installation** and **configuration** can be found on the **[Wiki Page](https://github.com/jomjol/AI-on-the-edge-device/wiki)** All you need is an [ESP32 board with a supported camera](wiki/Hardware-Compatibility) and a bit of a practical hand.
<img src="images/esp32-cam.png" width="200">
## Key features
- **Small** and **cheap** device (3x4.5x2 cm³, < 10 EUR)
- camera and illumination integrated
- Web surface for administration and control
- OTA-Interface to update directly through the web interface
- API for easy integration
- Inline Image processing (feature detection, alignment, ROI extraction)
- Tensorflow Lite (TFlite) integration - including easy to use wrapper
## Workflow
The device takes a photo of your meter at a defined interval. It then extracts the Regions of Interest (ROI's) out of it and runs them through an artificial inteligence. As a result, you get the digitalized value of your meter.
There are several options what to do with that value. Either send it to a MQTT broker, write it to an InfluxDb or simply provide it throug a REST API.
<img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/idea.jpg" width="600">
## Impressions
### AI-on-the-edge-device on a Water Meter
<img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/watermeter_all.jpg" width="200"><img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/main.jpg" width="200"><img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/size.png" width="200">
### Web Interface (Water Meter)
<img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/watermeter.jpg" width="600">
### AI-on-the-edge-device on a Electrical Power Meter
<img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/powermeter.jpg" width="600">
## Setup
There is a growing [wiki](wiki) which provides you with a lot of information.
Head there to get a start, set it up and configure it.
## Download
The latest available version is available on the [Releases page](releases).
Initially you will have to flash it through an USB connection. Later an update is possible directly over the Air (OTA).
### Casing
A 3d-printable housing can be found here: A 3d-printable housing can be found here:
- https://www.thingiverse.com/thing:4573481 (Water Meter) - https://www.thingiverse.com/thing:4573481 (Water Meter)
- https://www.thingiverse.com/thing:5028229 (Power Meter) - https://www.thingiverse.com/thing:5028229 (Power Meter)
- https://www.thingiverse.com/thing:4571627 (ESP32-Cam housing only) - https://www.thingiverse.com/thing:4571627 (ESP32-Cam housing only)
<img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/watermeter_all.jpg" width="200"><img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/main.jpg" width="200"><img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/size.png" width="200">
<img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/watermeter.jpg" width="600">
<img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/powermeter.jpg" width="600">
## Donate ## Donate
------
If you would like to support the developer with a cup of coffee you can do that via [Paypal](https://www.paypal.com/donate?hosted_button_id=8TRSVYNYKDSWL). If you would like to support the developer with a cup of coffee you can do that via [Paypal](https://www.paypal.com/donate?hosted_button_id=8TRSVYNYKDSWL).
<form action="https://www.paypal.com/donate" method="post" target="_top"> <form action="https://www.paypal.com/donate" method="post" target="_top">
@@ -33,8 +63,6 @@ If you have any technical topics, you can file a issue in this repository.
In other cases you can contact the developer via email: <img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/mail.jpg" height="25"> In other cases you can contact the developer via email: <img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/mail.jpg" height="25">
------
## Changelog ## Changelog
**General remark:** Besides the file `firmware.bin`, typically the content of `/html` will need to be updated! **General remark:** Besides the file `firmware.bin`, typically the content of `/html` will need to be updated!
@@ -99,21 +127,14 @@ In other cases you can contact the developer via email: <img src="https://raw.gi
- Bug Fix: InfluxDB enabling in grahic configuration - Bug Fix: InfluxDB enabling in grahic configuration
## Tools ## Tools
* Logfile downloader and combiner (Thx to [reserve85](https://github.com/reserve85)) * Logfile downloader and combiner (Thx to [reserve85](https://github.com/reserve85))
* Files see ['/tools/logfile-tool'](tbd), How-to see [wiki](https://github.com/jomjol/AI-on-the-edge-device/wiki/Gasmeter-Log-Downloader) * Files see ['/tools/logfile-tool'](tbd), How-to see [wiki](https://github.com/jomjol/AI-on-the-edge-device/wiki/Gasmeter-Log-Downloader)
## Additional Ideas ## Additional Ideas
There are some ideas and feature requests which are not followed currently - mainly due to capacity reasons on side of the developer. They are collected here: [FeatureRequest.md](FeatureRequest.md) There are some ideas and feature requests which are not followed currently - mainly due to capacity reasons on side of the developer. They are collected here: [FeatureRequest.md](FeatureRequest.md)
------ ------
## History ## History

BIN
images/esp32-cam.png Normal file

Binary file not shown.

After

Width:  |  Height:  |  Size: 237 KiB