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A* ALGORITHM BASICS FOR PATH FINDING & HEURISTICS METHODS : ARTIFICIAL INTELLIGENCE

 A* ALGORITHM BASICS FOR PATH FINDING A* , widely used  known form of best-first search & path planning algorithm nowadays in mobile robots,games. this is the function for A*,                                     f(n) = g(n) + h(n) g ( n ) is the cost of the path from the start node to n , and h ( n ) is a heuristic function that estimates the cost of the cheapest path from n to the goal This will find cheapest f(n) value in neighbor nodes to archive goal node. check below image  A to B path finding with g(n),h(n),f(n) value In the final level check below image Now we will check the Algorithm // A* Search Algorithm 1. Initialize the open list 2. Initialize the closed list put the starting node on the open list (you can leave its f at zero) 3. while the open list is not empty a) find the node with the least f on the open list, call it "q" b) pop q off the open list c) generate q's 8 successors

Microcontroller Programming Beginning with Arduino

Micro-controllers

  • Tiny, self­contained computers in an IC
  • Often contain peripherals
  • Different packages available
  • Vast array of size and power availible 

Sensory Input

  • Robots need to be able to receive input from the
  • world in the form of sensory input.
  • Micro-controllers handle this input.
  • Thousands of sophisticated sensors available
  1. Pressure/Force Sensors
  2. GPS Locators
  3. Gyroscopes
  4. Wheel Encoders
  5. In-fared Proximity Detectors
  6. Accelerometers
  7. Ultrasonic Range-finders
  8. Alcohol Vapor Density Detectors

Arduino 


  • Development board for the ATMega328
  • Inludes
    •    Programmer,
    •    Voltage Regulators
    •    Serial to USB Converter
  • CHEAP ­­ $30! Has everything you need! 

Arduino C Template

   void setup() {
     // Setup stuff to only run once at the beginning  
   }
   void loop()
  {
    // This function gets called indefinatly
  }

 Peripherals

  •  Analog to Digital Converters (ADC)
  • Counters/Timers (TMRx)
  • PWM Modules (CCP/PWM)
  • Serial Ports (UART)
  • Many, many more....

 Digital I/O

  •  Only HIGH and LOW values
  • Each pin configurable to do input or output
  • pinMode(pinNumber, pinState)
  • pinMode(13, INPUT)
  • pinMode(13, OUTPUT)

 Digital I/O (Part II)


  • Output
    • digitalWrite(pinNumber, HIGH/LOW)
  • Input
    • int val = digitalRead(pinNumber)

Arduino Digital I/O Example

int ledPin =  13;
void setup() {
  // Set the digital pin as output:
  pinMode(ledPin, OUTPUT);     
}
void loop()
{
  // Bring the pin high (1)
  digitalWrite(ledPin, HIGH);
}

 Serial Interface (UART)

  •  Communicate with other microcontrollers or PC'sAsynch. 
  • communication Arduino libraries make it extremely easy
  • Serial.begin(baudRate)
  • Serial.println(”String To Send”)
  • int bytesWaiting = Serial.Availible()
  • Char incomingData = Serial.read()

 Arduino Serial Example

void setup() {
     Serial.begin(9600);  // Setup baud rate for Arduino to Pc taking
}
void loop() {
    Serial.println(”Give me input”);  // output data in Serial monitor
    while(Serial.availible() < 1) {     // if there's data waiting for
       char input = Serial.read();     // get a byte of data from serial connection
    }
}

 Analog to Digital Converter(ADC)

  •  Take analog voltage as input on one of the pins
  • Return digital representation to program
  • Different numbers of bits change precision.
 
 

 Light Sensors

  • Photoresistors
  • Extremely Simple to Use
  • Resistance changes with light
  • Measure voltage over the sensor with an ADC, and you're done
  • Many more complicated sensors
  • simulate this behavior for simplicity

 Arduino ADC Example

int sensorPin = 0;
void setup() {
     Serial.begin(9600);
// Setup baud rate for Arduino to Pc taking 
     pinMode(sensorPin , INPUT); // Assign sensorPin as a input
}
void loop() {
     // read the value from the sensorpin 0
     sensorValue = analogRead(sensorPin);
 
     // Print sensor value to the Serial monitor
     Serial.println(sensorValue);
}

 

 PWM Modules (CCP)

  •  Create PWM signals on output pins
  • Measure PWM signals on input pins
  • CCP stands for Capture/Compare
  • What is PWM, anyway?

 Pulse Width Modulation(PWM)


  • Transmit analog values using a single digital input/output pin through careful timing.
  • A PWM signal consists of two values 
  • Period: how long before the signal repeats
  • Pulse Width: how long the signal is HIGH before it goes LOW.
  • Duty Cycle: % of time the signal is HIGH, or
  • (Pulse Width / Period)

 PWM In Robotics

  • The average voltage (Duty Cycle * Voltage) can be
  • used to control the speed of DC motors.Innaccurate, poor strength, braking, and other problems exist.
  • Servo Motors and Speed Controllers.

 Servo Motors

  • DC Motor with gears allow for high torque
  • Embedded microcontroller monitors PWM input and motor position.
  • Vary pulse width to change position of motor

 Speed Controllers 

  • Embedded microcontroller varies voltage on output lines based on PWM input.
  • Results in constant voltage to motors rather than intermittent.
  • Allow a second, more powerful, power supply to drive large motors.
  • Alter pusle width to change the speed of the motor

 Arduino PWM Command


  • AnalogWrite(Pin, DutyCycle)
  • DutyCycle = 0  →  0%, 127  →  50%, 255  →  100%
  • Pin can be 3, 5, 6, 9, 10, or 11
  • Frequency of about 490HtzOther periods are possible, but not with AnalogWrite

 Arduino PWM Example

int Pin = 9;
void setup()
{
   pinMode(Pin, OUTPUT);
}
void loop()
{
  analogWrite(Pin, 127);  // Generate 50% duty cycle on ”Pin”
}

Easy to learn Arduino.. please guys learn with intrest and share it
Robinroy peter

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A* ALGORITHM BASICS FOR PATH FINDING & HEURISTICS METHODS : ARTIFICIAL INTELLIGENCE

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