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OpenCV
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1
.gitignore
vendored
1
.gitignore
vendored
@@ -32,3 +32,4 @@ Makefile
|
||||
CMakeCache.txt
|
||||
cmake_install.cmake
|
||||
src/C++/OpenCV/main
|
||||
.vs
|
51
docs/Infrastructure/system-services.md
Normal file
51
docs/Infrastructure/system-services.md
Normal file
@@ -0,0 +1,51 @@
|
||||
# Systemd Services
|
||||
|
||||
# What is a service
|
||||
A service is a program or script that runs in the background and is managed by the system. Services are started at boot time and run until the system is shut down. Services can be started, stopped, and restarted by the system administrator.
|
||||
|
||||
# How to manage services on systemD
|
||||
|
||||
## Starting a service
|
||||
To start a service, use the `systemctl start` command followed by the service name. For example, to start the `apache2` service, use the following command:
|
||||
|
||||
```bash
|
||||
sudo systemctl start apache2
|
||||
```
|
||||
|
||||
## Stopping a service
|
||||
To stop a service, use the `systemctl stop` command followed by the service name. For example, to stop the `apache2` service, use the following command:
|
||||
|
||||
```bash
|
||||
sudo systemctl stop apache2
|
||||
```
|
||||
|
||||
## Restarting a service
|
||||
To restart a service, use the `systemctl restart` command followed by the service name. For example, to restart the `apache2` service, use the following command:
|
||||
|
||||
```bash
|
||||
sudo systemctl restart apache2
|
||||
```
|
||||
|
||||
## Enabling a service
|
||||
To enable a service to start at boot time, use the `systemctl enable` command followed by the service name. For example, to enable the `apache2` service, use the following command:
|
||||
|
||||
```bash
|
||||
sudo systemctl enable apache2
|
||||
```
|
||||
|
||||
## Creating a new service
|
||||
To create a new service, you need to create a new service file in the `/etc/systemd/system/` directory. The service file should have a `.service` extension and contain the following sections:
|
||||
|
||||
### Example service file:
|
||||
|
||||
```bash
|
||||
[Unit]
|
||||
Description=FlaskApp #description of the service
|
||||
After=network.target #start the service after the network is up
|
||||
|
||||
[Service]
|
||||
User=ishak #start the service as a specific user
|
||||
WorkingDirectory=/home/ishak/rooziinuubii79/src/Python/flask/web/ #working directory of the service
|
||||
ExecStart=/usr/bin/gunicorn -w 3 -b 127.0.0.1:5000 app:app #command to start the service
|
||||
```
|
||||
|
50
docs/code/Mqtt.md
Normal file
50
docs/code/Mqtt.md
Normal file
@@ -0,0 +1,50 @@
|
||||
# MQTT
|
||||
|
||||
## What is MQTT?
|
||||
MQTT is a lightweight messaging protocol made for IOT devices. It allows efficient communication between IoT devices, servers, and applications by allowing them to
|
||||
publish and subscribe to messages.
|
||||
|
||||
|
||||
## How to connect
|
||||
To connect to a MQTT server you need to create a instance of the class.
|
||||
|
||||
Example:
|
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```cpp
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// server adress, Client ID, Client Username, Client Password
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MqttClient client("ws://145.92.224.21/ws/", "KobukiRPI", "rpi", "rpiwachtwoordofzo"); // create a client object
|
||||
```
|
||||
Later in the setup function you need to call ```client.connect();``` to connect to the mqtt server.
|
||||
```cpp
|
||||
client.connect();
|
||||
```
|
||||
|
||||
When you've connected and the instance is initiated you can subscribe to topics or send messages to topics.
|
||||
|
||||
|
||||
## Subscribing and receiving messages
|
||||
Example subscribing to a topic:
|
||||
```cpp
|
||||
void setup(){
|
||||
client.subscribe("home/commands");
|
||||
}
|
||||
```
|
||||
|
||||
Example receiving latest message from a topic:
|
||||
```cpp
|
||||
std::string foo(){
|
||||
std::string latestMqttMessage = "";
|
||||
latestMqttMessage = client.getLastMessage();
|
||||
return latestMqttMessage;
|
||||
}
|
||||
```
|
||||
|
||||
If you want to subscribe to mulitple topics you need to initiate multiple instances of the mqtt class.
|
||||
|
||||
## Publishing messages
|
||||
Example publishing a message:
|
||||
```cpp
|
||||
void foo(std::string Message){
|
||||
//channel, payload
|
||||
client.publishMessage("kobuki/example", Message);
|
||||
}
|
||||
```
|
@@ -1,20 +1,69 @@
|
||||
# OpenCV
|
||||
## Requirements
|
||||
For the camera we want it to detect what is happening on the video feed and identify it so it can identify dangers.
|
||||
|
||||
We want that the camera we want it to detect what is happening on the video feed and identify it so it can identify dangers.
|
||||
|
||||
## Issues
|
||||
|
||||
* OpenCL not grabbing gpu
|
||||
* Solution: https://github.com/Smorodov/Multitarget-tracker/issues/93
|
||||
|
||||
## Installation
|
||||
### Dependencies
|
||||
* glew
|
||||
* opencv
|
||||
* glew (for openGL)
|
||||
* opencv C++ lib
|
||||
|
||||
How to install OpenCV
|
||||
```bash
|
||||
sudo apt-get install libopencv-dev
|
||||
```
|
||||
|
||||
## Code explanation
|
||||
|
||||
### Opening the camera with OpenCV
|
||||
```cpp
|
||||
VideoCapture cap(0); //Open the default camera (0), points to /dev/video0. You could also change the number to the preferred camera
|
||||
if (!cap.isOpened()) { //if camera is not opened throw a error message
|
||||
cerr << "Error: Could not open camera" << endl;
|
||||
return;
|
||||
}
|
||||
```
|
||||
|
||||
## Taking a picture and storing it in a variable
|
||||
```cpp
|
||||
Mat frame; //create a new Matrix variable called frame
|
||||
while (true) {
|
||||
cap >> frame; // Capture a new image frame.
|
||||
if (frame.empty()) { //if the variable frame is not filled return a error
|
||||
cerr << "Error: Could not capture image" << endl;
|
||||
continue;
|
||||
}
|
||||
```
|
||||
|
||||
## Encoding the image for sending it over MQTT
|
||||
```cpp
|
||||
vector<uchar> buf; //create a dyanmic buffer for the image
|
||||
imencode(".jpg", frame, buf); //encode the image to the buffer
|
||||
auto* enc_msg = reinterpret_cast<unsigned char*>(buf.data());
|
||||
```
|
||||
|
||||
```cpp
|
||||
|
||||
void CapnSend() {
|
||||
|
||||
|
||||
|
||||
|
||||
// Convert the image to a byte array
|
||||
|
||||
|
||||
// Publish the image data
|
||||
client.publishMessage("kobuki/cam", string(enc_msg, enc_msg + buf.size()));
|
||||
cout << "Sent image" << endl;
|
||||
|
||||
std::this_thread::sleep_for(std::chrono::milliseconds(300)); // Send image every 1000ms
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
|
||||
## Sources
|
||||
* https://github.com/UnaNancyOwen/OpenCVDNNSample/tree/master
|
25
docs/code/kobuki-driver.md
Normal file
25
docs/code/kobuki-driver.md
Normal file
@@ -0,0 +1,25 @@
|
||||
# Kobuki driver
|
||||
|
||||
## How do i communicate with the kobuki
|
||||
You can communicate with the kobuki by usb serial or the big serial port on the front. We chose the usb port paired with a raspberry Pi.
|
||||
|
||||
The Kobuki sends a message every 200ms with a baudrate of 115200. It sends all the sensordata and the message always starts with the same 2 bytes 0xAA and 0x55.
|
||||
|
||||
## Kobuki payloads
|
||||
To communicate with the kobuki we need to send payloads to the kobuki. These are structured the same as the payloads that the kobuki sends.
|
||||
|
||||
```cpp
|
||||
unsigned char KobukiPayload[11] = {
|
||||
0xaa, // Start byte 1
|
||||
0x55, // Start byte 2
|
||||
0x08, // Payload length (the first 2 bytes dont count)
|
||||
0x01, // payload type (0x01 = control command)
|
||||
0x04, // Control byte or additional identifier
|
||||
actual_speed % 256, // Lower byte of speed value (max actual_speed 1024)
|
||||
actual_speed >> 8, // Upper byte of speed value
|
||||
0x00, // Placeholder for radius
|
||||
0x00, // Placeholder for radius
|
||||
0x00 // Placeholder for checksum (will be applied later)
|
||||
};
|
||||
```
|
||||
You can also find the documentation about the payloads on the kobuki website
|
@@ -592,6 +592,8 @@ void CKobuki::robotSafety() {
|
||||
std::cout << "Safety condition triggered!" << std::endl; // Debug print
|
||||
forward(-100); // reverse the robot
|
||||
}
|
||||
std::this_thread::sleep_for(std::chrono::milliseconds(static_cast<int>(100)));
|
||||
|
||||
}
|
||||
}
|
||||
|
||||
|
@@ -2,6 +2,8 @@
|
||||
#include <iostream>
|
||||
//moet checkenvalue gebruiken of moet kijken naar de payloadlength welke dingen er extra zijn
|
||||
int KobukiParser::parseKobukiMessage(TKobukiData &output, unsigned char *data) {
|
||||
std::this_thread::sleep_for(std::chrono::milliseconds(static_cast<int>(20))); //avoid busy waiting. The kobuki sends a message every 20ms
|
||||
|
||||
int rtrnvalue = checkChecksum(data);
|
||||
if (rtrnvalue != 0) {
|
||||
// std::cerr << "Invalid checksum" << std::endl;
|
||||
|
@@ -2,6 +2,8 @@
|
||||
#define KOBUKIPARSER_H
|
||||
|
||||
#include <vector>
|
||||
#include <thread>
|
||||
|
||||
|
||||
struct TRawGyroData {
|
||||
int x, y, z;
|
||||
|
@@ -37,7 +37,6 @@ void MqttClient::subscribe(const std::string& topic, int qos) {
|
||||
|
||||
void MqttClient::publishMessage(const std::string& topic, const std::string& payload) {
|
||||
try {
|
||||
std::cout << "Publishing message: " << payload << std::endl;
|
||||
client_.publish(topic, payload)->wait();
|
||||
} catch (const mqtt::exception& exc) {
|
||||
std::cerr << "Error: " << exc.what() << std::endl;
|
||||
|
@@ -36,7 +36,11 @@ int main()
|
||||
std::thread sendMqtt([&]() { sendKobukiData(robot.parser.data); });
|
||||
|
||||
while(true){
|
||||
parseMQTT(readMQTT());
|
||||
std::string message = readMQTT();
|
||||
if (!message.empty()){
|
||||
parseMQTT(message);
|
||||
}
|
||||
|
||||
}
|
||||
|
||||
sendMqtt.join();
|
||||
@@ -46,10 +50,13 @@ int main()
|
||||
|
||||
std::string readMQTT()
|
||||
{
|
||||
message = client.getLastMessage();
|
||||
if (!message.empty())
|
||||
static std::string lastMessage;
|
||||
|
||||
std::string message = client.getLastMessage();
|
||||
if (!message.empty() && message != lastMessage)
|
||||
{
|
||||
std::cout << "MQTT Message: " << message << std::endl;
|
||||
lastMessage = message;
|
||||
}
|
||||
|
||||
// Add a small delay to avoid busy-waiting
|
||||
@@ -305,6 +312,6 @@ void CapnSend() {
|
||||
client.publishMessage("kobuki/cam", string(enc_msg, enc_msg + buf.size()));
|
||||
cout << "Sent image" << endl;
|
||||
|
||||
std::this_thread::sleep_for(std::chrono::milliseconds(300)); // Send image every 1000ms
|
||||
std::this_thread::sleep_for(std::chrono::milliseconds(200)); // Send image every 200ms
|
||||
}
|
||||
}
|
41
src/Python/YOLO/app.py
Normal file
41
src/Python/YOLO/app.py
Normal file
@@ -0,0 +1,41 @@
|
||||
from ultralytics import YOLO
|
||||
import cv2
|
||||
import numpy as np
|
||||
import requests
|
||||
import time
|
||||
|
||||
model = YOLO("yolo11n.pt")
|
||||
|
||||
#try to fetch the image from the given url
|
||||
def fetch_image(url):
|
||||
try:
|
||||
response = requests.get(url)
|
||||
response.raise_for_status()
|
||||
image_array = np.frombuffer(response.content, np.uint8)
|
||||
image = cv2.imdecode(image_array, cv2.IMREAD_COLOR)
|
||||
return image
|
||||
except requests.RequestException as e:
|
||||
print(f"Error: Could not fetch image - {e}")
|
||||
return None
|
||||
|
||||
# URL of the photostream
|
||||
url = "http://145.92.224.21/image"
|
||||
|
||||
while True:
|
||||
frame = fetch_image(url)
|
||||
if frame is None:
|
||||
print("Error: Could not fetch image, retrying...")
|
||||
time.sleep(1) # Wait for 1 second before retrying
|
||||
continue
|
||||
|
||||
# Predict on the frame
|
||||
results = model(frame)
|
||||
|
||||
# Display the results
|
||||
results[0].show()
|
||||
|
||||
# Exit if 'q' is pressed
|
||||
if cv2.waitKey(1) & 0xFF == ord('q'):
|
||||
break
|
||||
|
||||
cv2.destroyAllWindows()
|
1
src/Python/flask/.dockerignore
Normal file
1
src/Python/flask/.dockerignore
Normal file
@@ -0,0 +1 @@
|
||||
__pycache__
|
18
src/Python/flask/Dockerfile
Normal file
18
src/Python/flask/Dockerfile
Normal file
@@ -0,0 +1,18 @@
|
||||
FROM python:3.9
|
||||
|
||||
WORKDIR /app
|
||||
|
||||
COPY . .
|
||||
|
||||
RUN apt-get update && apt-get install -y libgl1
|
||||
|
||||
|
||||
RUN pip install -r requirements.txt
|
||||
|
||||
EXPOSE 5000
|
||||
|
||||
CMD ["python", "web/app.py"]
|
||||
|
||||
#build instruction: sudo docker buildx build -t flaskapp:latest .
|
||||
#run instruction: sudo docker run --network="host" flaskapp:latest
|
||||
# need to use network host to connect to the host's mqtt server
|
5
src/Python/flask/requirements.txt
Normal file
5
src/Python/flask/requirements.txt
Normal file
@@ -0,0 +1,5 @@
|
||||
Flask==3.1.0
|
||||
paho-mqtt==1.6.1
|
||||
ultralytics==8.3.58
|
||||
opencv-python-headless==4.6.0.66
|
||||
numpy==1.23.4
|
@@ -1,20 +1,49 @@
|
||||
from flask import Flask, Response, request, render_template, jsonify
|
||||
import paho.mqtt.client as mqtt
|
||||
from ultralytics import YOLO
|
||||
import cv2
|
||||
import numpy as np
|
||||
|
||||
app = Flask(__name__)
|
||||
|
||||
kobuki_message = "empty"
|
||||
# Load a model
|
||||
model = YOLO("yolo11n.pt") # pretrained YOLO11n model
|
||||
|
||||
kobuki_message = ""
|
||||
latest_image = None
|
||||
yolo_results = []
|
||||
|
||||
# https://medium.com/@Mert.A/how-to-segment-objects-with-yolov11-68593eb49fa8
|
||||
yolo_classes = list(model.names.values())
|
||||
|
||||
def on_message(client, userdata, message):
|
||||
global kobuki_message, latest_image
|
||||
global kobuki_message, latest_image, yolo_results
|
||||
if message.topic == "kobuki/data":
|
||||
kobuki_message = str(message.payload.decode("utf-8"))
|
||||
elif message.topic == "kobuki/cam":
|
||||
latest_image = message.payload
|
||||
latest_image = np.frombuffer(message.payload, np.uint8)
|
||||
latest_image = cv2.imdecode(latest_image, cv2.IMREAD_COLOR)
|
||||
# Process the image with YOLO
|
||||
results = model(latest_image)
|
||||
yolo_results = []
|
||||
for result in results:
|
||||
for box in result.boxes:
|
||||
class_id = int(box.cls.item()) # Convert to integer
|
||||
class_name = yolo_classes[class_id]
|
||||
yolo_results.append({
|
||||
"class": class_name,
|
||||
"confidence": box.conf.item(),
|
||||
"bbox": box.xyxy.tolist()
|
||||
})
|
||||
# Draw bounding box on the image
|
||||
x1, y1, x2, y2 = map(int, box.xyxy[0])
|
||||
cv2.rectangle(latest_image, (x1, y1), (x2, y2), (0, 255, 0), 2)
|
||||
cv2.putText(latest_image, f"{class_name} {box.conf.item():.2f}", (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.9, (0, 255, 0), 2)
|
||||
|
||||
# Create an MQTT client instance
|
||||
mqtt_client = mqtt.Client()
|
||||
mqtt_client.username_pw_set("server", "serverwachtwoordofzo")
|
||||
mqtt_client.connect("localhost", 80, 60)
|
||||
mqtt_client.connect("localhost", 1884, 60)
|
||||
mqtt_client.loop_start()
|
||||
mqtt_client.subscribe("kobuki/data")
|
||||
mqtt_client.subscribe("kobuki/cam")
|
||||
@@ -49,23 +78,19 @@ def move():
|
||||
def data():
|
||||
return kobuki_message
|
||||
|
||||
|
||||
@app.route('/image')
|
||||
def image():
|
||||
global latest_image
|
||||
if latest_image is not None:
|
||||
return Response(latest_image, mimetype='image/jpeg')
|
||||
_, buffer = cv2.imencode('.jpg', latest_image)
|
||||
return Response(buffer.tobytes(), mimetype='image/jpeg')
|
||||
else:
|
||||
return "No image available", 404
|
||||
|
||||
|
||||
@app.route('/phpmyadmin/<path:path>')
|
||||
def phpmyadmin_passthrough(path):
|
||||
# Laat Apache deze route direct afhandelen
|
||||
return "", 404
|
||||
|
||||
|
||||
|
||||
@app.route('/yolo_results', methods=['GET'])
|
||||
def yolo_results_endpoint():
|
||||
global yolo_results
|
||||
return jsonify(yolo_results)
|
||||
|
||||
if __name__ == '__main__':
|
||||
app.run(debug=True, port=5000)
|
||||
app.run(debug=True, port=5000)
|
@@ -14,7 +14,7 @@ document.addEventListener("DOMContentLoaded", function() {
|
||||
body: JSON.stringify({ direction: direction })
|
||||
})
|
||||
.then(response => response.json())
|
||||
.then(data => {script
|
||||
.then(data => {
|
||||
console.log("Success:", data);
|
||||
})
|
||||
.catch(error => {
|
||||
@@ -25,9 +25,13 @@ document.addEventListener("DOMContentLoaded", function() {
|
||||
|
||||
// Fetch data from the server
|
||||
async function fetchData() {
|
||||
const response = await fetch("/data");
|
||||
const data = await response.json();
|
||||
return data;
|
||||
try {
|
||||
const response = await fetch("/data");
|
||||
const data = await response.json();
|
||||
return data;
|
||||
} catch (error) {
|
||||
console.error("Error:", error);
|
||||
}
|
||||
}
|
||||
|
||||
// Parse the data and show it on the website
|
||||
@@ -49,9 +53,9 @@ document.addEventListener("DOMContentLoaded", function() {
|
||||
img.src = "/image?" + new Date().getTime(); // Add timestamp to avoid caching
|
||||
}
|
||||
|
||||
// Fetch and display sensor data every 5 seconds
|
||||
// Fetch and display sensor data every 1 second
|
||||
setInterval(parseData, 1000);
|
||||
|
||||
// Update the image every 5 seconds
|
||||
setInterval(updateImage, 200);
|
||||
// Update the image every 200 milliseconds
|
||||
setInterval(updateImage, 100);
|
||||
});
|
BIN
src/Python/flask/web/yolo11n.pt
Normal file
BIN
src/Python/flask/web/yolo11n.pt
Normal file
Binary file not shown.
@@ -1,7 +0,0 @@
|
||||
import sys
|
||||
import logging
|
||||
|
||||
logging.basicConfig(stream=sys.stderr)
|
||||
sys.path.insert(0, "/home/ishak/rooziinuubii79/src/Python/flask/web")
|
||||
|
||||
from app import app as application
|
13
src/config/rpi/kobukiDriver.service
Normal file
13
src/config/rpi/kobukiDriver.service
Normal file
@@ -0,0 +1,13 @@
|
||||
[Unit]
|
||||
Description=kobukiDriver
|
||||
After=network.target
|
||||
|
||||
[Service]
|
||||
User=user1
|
||||
WorkingDirectory=/home/user1/rooziinuubii79/src/C++/Driver/
|
||||
ExecStart=/home/user1/rooziinuubii79/src/C++/Driver/kobuki_control
|
||||
Restart=always
|
||||
RestartSec=5
|
||||
|
||||
[Install]
|
||||
WantedBy=multi-user.target
|
Reference in New Issue
Block a user