upload the the test3 code

Code/Feather_Code_Test/feather_main_test3_PID/Camera.cpp

+#include "Camera.h"
+#include <Wire.h>
+#include <Arduino.h>
+#include <openmvrpc.h>
+
+Camera::Camera(openmv::rpc_i2c_master *intface){
+  interface = intface;
+}
+
+void Camera::exe_face_detection(){
+    struct { uint16_t x, y, w, h; } face_detection_result;
+    if (interface->call_no_args(F("face_detection"), &face_detection_result, sizeof(face_detection_result))) {
+        Serial.print(F("Largest Face Detected [x="));
+        Serial.print(face_detection_result.x);
+        Serial.print(F(", y="));
+        Serial.print(face_detection_result.y);
+        Serial.print(F(", w="));
+        Serial.print(face_detection_result.w);
+        Serial.print(F(", h="));
+        Serial.print(face_detection_result.h);
+        Serial.println(F("]"));
+    }
+}
+
+bool Camera::exe_apriltag_detection(int ID,int *x_temp,int *y_temp,int *angle_temp){
+    struct { uint16_t cx, cy, rot; } result;
+    if (interface->call(F("apriltags"), &ID, sizeof(ID), &result, sizeof(result))) {
+    }
+    if (result.cx == 0 && result.cy == 0 && result.rot == 0){
+      return false;
+    } else {
+      *x_temp = result.cx;
+      *y_temp = result.cy;
+      *angle_temp = result.rot;
+      return true;
+    }
+}
+  
+bool Camera::exe_color_detection(int8_t l_min, int8_t l_max, int8_t a_min, int8_t a_max, int8_t b_min, int8_t b_max){
+    int8_t color_thresholds[6] = {l_min, l_max, a_min, a_max, b_min, b_max};
+    short buff[128 + 1] = {};
+    if (interface->call(F("color_detection"), color_thresholds, sizeof(color_thresholds), buff, sizeof(buff)-1)) {
+          int i = 0;
+          while (buff[i] != '\0' && i<100) {
+            Serial.print(buff[i]);
+            i++;  
+          }
+          Serial.println("");
+    }
+    if (buff[0] == 0){ //no blob detected
+      return false;
+    } else {
+      return true;
+    }
+}
+
+bool Camera::exe_color_detection_biggestblob(int8_t l_min, int8_t l_max, int8_t a_min, int8_t a_max, int8_t b_min, int8_t b_max, int& x, int&y){
+  int8_t color_thresholds[6] = {l_min, l_max, a_min, a_max, b_min, b_max};
+  struct { uint16_t cx, cy; } color_detection_result;
+  if (interface->call(F("color_detection_single"), color_thresholds, sizeof(color_thresholds), &color_detection_result, sizeof(color_detection_result))) {
+    
+  }
+  x = color_detection_result.cx;
+  y = color_detection_result.cy;
+  if (x == 0 && y == 0){
+    return false;
+  } else {
+    return true;
+  }
+}
+
+
+bool Camera::exe_goalfinder(int8_t goal1, int8_t goal2, int8_t goal3, int&id, int&tx, int&ty, int&tz, int&rx, int&ry, int&rz){
+  int8_t goalid[3] = {goal1, goal2, goal3};
+  struct { uint16_t cid, ctx, cty, ctz, crx, cry, crz; } goalfinder_result;
+  if(interface->call(F("goalfinder"), goalid, sizeof(goalid), &goalfinder_result, sizeof(goalfinder_result))){
+    
+  }
+  if (goalfinder_result.crx == 0 && goalfinder_result.cry == 0){
+    return false;
+  } else {
+    id = goalfinder_result.cid;
+    tx = goalfinder_result.ctx;
+    ty = goalfinder_result.cty;
+    tz = goalfinder_result.ctz;
+    rx = goalfinder_result.crx;
+    ry = goalfinder_result.cry;
+    rz = goalfinder_result.crz;
+    return true;
+  }
+}

Code/Feather_Code_Test/feather_main_test3_PID/Camera.h

+#ifndef CAMERA_H
+#define CAMERA_H
+#include <openmvrpc.h>
+
+class Camera 
+{
+  private:
+  openmv::rpc_i2c_master *interface;
+  
+  public:
+  Camera(openmv::rpc_i2c_master *intface);
+  void exe_face_detection(); // Face should be about 2ft away.
+  bool exe_apriltag_detection(int ID,int *x_temp,int *y_temp,int *angle_temp);
+  bool exe_color_detection(int8_t l_min, int8_t l_max, int8_t a_min, int8_t a_max, int8_t b_min, int8_t b_max);
+  bool exe_color_detection_biggestblob(int8_t l_min, int8_t l_max, int8_t a_min, int8_t a_max, int8_t b_min, int8_t b_max, int& x, int&y);
+  bool exe_goalfinder(int8_t goal1, int8_t goal2, int8_t goal3, int&id, int&tx, int&ty, int&tz, int&rx, int&ry, int&rz); //optional to add tag size as parameter?
+
+};
+#endif

Code/Feather_Code_Test/feather_main_test3_PID/LedPanel.cpp

+#include "LedPanel.h"
+
+LedPanel::LedPanel(int pixelnum, int pixelpin){
+  led_num = pixelnum;
+  //pixels = Adafruit_NeoPixel(pixelnum, pixelpin, NEO_GRB + NEO_KHZ800);
+}
+
+void LedPanel::fullPanelLight(int r, int g, int b){
+  for (int i=0 ; i<led_num ; i++){
+    pixels.setPixelColor(i, r,g,b);
+  }
+  pixels.show();
+}
+
+void LedPanel::beginPanel(){
+  pixels.begin();
+}
+
+void LedPanel::resetPanel(){
+  for (int i=0 ; i<led_num ; i++){
+    pixels.setPixelColor(i, 0,0,0);
+  }
+  pixels.show();
+}
+
+void LedPanel::topLeftQuadrant(int r, int g, int b){
+  for (int i = 0; i<HORIZONTAL_SIZE/2; i++){
+      for (int j=0; j<VERTICAL_SIZE/2;j++){
+        pixels.setPixelColor(i+j*HORIZONTAL_SIZE, r, g, b);
+      }
+  }
+  pixels.show();
+}
+
+void LedPanel::bottomLeftQuadrant(int r, int g, int b){
+    for (int i = 0; i<HORIZONTAL_SIZE/2; i++){
+      for (int j=VERTICAL_SIZE/2; j<VERTICAL_SIZE;j++){
+        pixels.setPixelColor(i+j*HORIZONTAL_SIZE, r, g, b);
+      }
+  }
+  pixels.show();
+}
+
+void LedPanel::topRightQuadrant(int r, int g, int b){
+  for (int i = HORIZONTAL_SIZE/2; i<HORIZONTAL_SIZE; i++){
+    for (int j=0; j<VERTICAL_SIZE/2;j++){
+      pixels.setPixelColor(i+j*HORIZONTAL_SIZE, r, g, b);
+    }
+  }
+  pixels.show();
+}
+
+void LedPanel::bottomRightQuadrant(int r, int g, int b){
+  for (int i = HORIZONTAL_SIZE/2; i<HORIZONTAL_SIZE; i++){
+    for (int j=VERTICAL_SIZE/2; j<VERTICAL_SIZE;j++){
+      pixels.setPixelColor(i+j*HORIZONTAL_SIZE, r, g, b);
+    }
+  }
+  pixels.show();  
+}
+
+void LedPanel::singleLED(int num, int r, int g, int b) {
+    pixels.setPixelColor(num, r, g, b);
+    pixels.show();
+}

Code/Feather_Code_Test/feather_main_test3_PID/LedPanel.h

+#ifndef LEDPANEL_H
+#define LEDPANEL_H
+
+#include <Adafruit_NeoPixel.h>
+#define NUMPIXELS 32
+#define PIN_PIXELS 32 // Use pin 32 for NeoPixels
+const int HORIZONTAL_SIZE = 8;
+const int VERTICAL_SIZE = 4;
+
+class LedPanel {
+  private:
+  int led_num;
+  Adafruit_NeoPixel pixels = Adafruit_NeoPixel(NUMPIXELS, PIN_PIXELS, NEO_GRB + NEO_KHZ800);
+  
+  public:
+  LedPanel(int pixelnum, int pixelpin);
+  void fullPanelLight(int r, int b, int g);
+  void resetPanel();
+  void topLeftQuadrant(int r, int g, int b);
+  void bottomLeftQuadrant(int r, int g, int b);
+  void topRightQuadrant(int r, int g, int b);
+  void bottomRightQuadrant(int r, int g, int b);
+  void beginPanel();
+  void singleLED(int num, int r, int g, int b);
+  
+};
+
+#endif

Code/Feather_Code_Test/feather_main_test3_PID/feather_main_test3_PID.ino

+#include <Wire.h>
+#include <Adafruit_MotorShield.h>
+// #include "Adafruit_VL53L0X.h"
+// #include "ArnholdMesh.h"
+#include "LedPanel.h"
+#include <Arduino.h>
+#include <string>
+#include <vector>
+#include "Camera.h"
+#include <PID_v1.h>
+#include "utilities.h"
+
+double Setpointx, Inputx, Outputx;
+double Setpointy, Inputy, Outputy;
+
+//Identify all the global constants that will be used by the robot
+const int BAUD_RATE = 115200;
+const int MAX_SPEED = 255;
+const int SEEKING_SPEED = 70;
+const double RESOLUTION_W = 320.0;
+const double RESOLUTION_H = 240.0;
+const int ENDDEMO_TAG = 0;
+const uint32_t THISNODE_ID = 88789821;
+
+//Identify all the variables that will be used by the robot
+int findcolor = 1; //based on the same code from openMV. Determine the color you want to find
+char newPTCL = '1';
+int pau = 0;
+int displayTracking = 0;
+int8_t threshold[6] = {0, 0, 0, 0, 0, 0};
+int BASE_SPEED = 50; //125;
+
+//The debug LEDs that we will be using. Description at:
+const int DEBUG_STATE = 31;
+const int DEBUG_KP = 30;
+const int DEBUG_KI = 29;
+const int DEBUG_KD = 28;
+const int DEBUG_BASESPEED = 27;
+const int DEBUG_THRESHOLD_MIN = 26;
+const int DEBUG_THRESHOLD_MAX = 25;
+const int DEBUG_VERTICALSPEED = 17;
+const int DEBUG_RSPEED = 16;
+const int DEBUG_LSPEED = 24;
+
+//Create the interface that will be used by the camera
+openmv::rpc_scratch_buffer<256> scratch_buffer; // All RPC objects share this buffer.
+openmv::rpc_i2c_master interface(0x12, 100000); //to make this more robust, consider making address and rate as constructor argument
+
+// Create the motor shield object with the default I2C address
+Adafruit_MotorShield AFMS = Adafruit_MotorShield(); 
+Adafruit_DCMotor *motorVertical_L = AFMS.getMotor(2); 
+Adafruit_DCMotor *motorVertical_R = AFMS.getMotor(1);
+Adafruit_DCMotor *motorLeft = AFMS.getMotor(3);
+Adafruit_DCMotor *motorRight = AFMS.getMotor(4);
+
+Camera cam(&interface);
+LedPanel panel(NUMPIXELS,PIN_PIXELS);
+// ArnholdMesh thisNode;
+
+//Specify the links and initial tuning parameters
+double Kpx=2, Kix=0.05, Kdx=0.25;
+double Kpy=2, Kiy=0.1, Kdy=0.25;
+PID PID_x(&Inputx, &Outputx, &Setpointx, Kpx, Kix, Kdx, DIRECT);
+PID PID_y(&Inputy, &Outputy, &Setpointy, Kpy, Kiy, Kdy, DIRECT);
+
+void setup() {
+  Serial.begin(BAUD_RATE);
+  translateCodetoThreshold(findcolor);
+  Wire.begin();
+  AFMS.begin();  // create with the default frequency 1.6KHz
+  interface.begin(); //communication between ESP and OpenMV
+  panel.beginPanel();
+  
+  Setpointx = 160.0; 
+  Setpointy = 120.0; //the values that the PID will try to reach
+  PID_y.SetOutputLimits(-255, 255); //up positive
+  PID_x.SetOutputLimits(-255, 255); //left positive
+  PID_x.SetMode(AUTOMATIC);
+  PID_y.SetMode(AUTOMATIC);
+}
+
+void loop() {  
+  //
+  panel.singleLED(DEBUG_BASESPEED, BASE_SPEED, BASE_SPEED, BASE_SPEED);
+
+  while(pau == 1){
+    // thisNode.update();
+    int zero = 0;
+    moveVertical(zero);
+    moveHorizontal(zero,zero);
+    panel.singleLED(DEBUG_STATE, 10, 10, 0);
+    Serial.println("pause");
+  }
+  
+  //Check to see if we want to end the demo
+  int xtemp = 0;
+  int ytemp = 0;
+  int angletemp = 0;
+//  if(cam.exe_apriltag_detection(ENDDEMO_TAG, &xtemp, &ytemp, &angletemp)){
+//    int zero = 0;
+//    moveVertical(zero);
+//    moveHorizontal(zero,zero);
+//    panel.singleLED(DEBUG_STATE, 0, 0, 10);
+//    while(1){
+//      Serial.println("end of demo");
+//    }
+//  }
+
+  //if the demo is still ongoing, check to see if there is a desired-color blob
+  int x = 0;
+  int y = 0;
+  panel.singleLED(DEBUG_STATE, 10, 0, 0); //standby
+  //if(cam.exe_color_detection_biggestblob(threshold[0], threshold[1], threshold[2], threshold[3], threshold[4], threshold[5], x, y)){
+  int id = -1;
+  int tx = 0;
+  int ty = 0;
+  int tz = 0;
+  int rx = 0;
+  int ry = 0;
+  int rz = 0;
+  int8_t goal[3] = {0,1,2};
+  if(cam.exe_goalfinder(goal[0], goal[1], goal[2], id, x, y, tz, rx, ry, rz)){
+    if (displayTracking > 0){
+      displayTrackedObject(x, y, RESOLUTION_W, RESOLUTION_H); //THIS NEEDS WORK
+    }
+    panel.singleLED(DEBUG_STATE, 0, 10, 0);
+    Serial.println("blob detected");
+    Serial.print("x value: ");
+    Serial.println(x);
+    Serial.print("y value: ");
+    Serial.println(y);
+    Inputx = x/1.00;
+    Inputy = y/1.00;
+    PID_x.Compute();
+    PID_y.Compute();
+
+    Serial.println(Outputy);
+    Serial.println(Outputx);
+    Serial.print("Outputx: ");
+    Serial.println(Outputx);
+    //actuate the vertical motor
+    moveVertical(Outputy);
+    moveHorizontal(Outputx, BASE_SPEED);
+    
+  } else { //seeking algorithm
+    //panel.resetPanel();
+    panel.singleLED(DEBUG_STATE, 10, 10, 10);
+    Serial.println("seeking...");
+    int zero = 0;
+    moveVertical(zero);
+    moveHorizontal(SEEKING_SPEED, zero);
+  }
+}
+
+//vel value should be between -255 to 255 with positive values moving the blimp
+//upward.
+void moveVertical(int vel){
+    if (vel > 0) { //up
+      panel.singleLED(DEBUG_VERTICALSPEED, abs(vel), 0, 0);
+      motorVertical_L->setSpeed(abs((int) vel));
+      motorVertical_R->setSpeed(abs((int) vel)); 
+      motorVertical_L->run(BACKWARD);
+      motorVertical_R->run(BACKWARD);
+    } else if(vel < 0) { //down
+      panel.singleLED(DEBUG_VERTICALSPEED, 0, 0, abs(vel));
+      motorVertical_L->setSpeed(abs((int) Outputy));  
+      motorVertical_R->setSpeed(abs((int) Outputy)); 
+      motorVertical_L->run(FORWARD);
+      motorVertical_R->run(FORWARD);
+    } else {
+      panel.singleLED(DEBUG_VERTICALSPEED, 0, 0, 0);
+      motorVertical_L->setSpeed(0);
+      motorVertical_R->setSpeed(0);
+    }
+}
+
+void moveHorizontal(int vel_hori,int base_speed){
+  int lspeed = -1*vel_hori + base_speed;
+  int rspeed = vel_hori + base_speed;
+
+  if (rspeed > 0){
+    motorLeft->run(FORWARD);
+    Serial.print("rspeed:");
+    Serial.println(rspeed);
+  } else {
+    motorLeft->run(FORWARD);
+  }
+
+  if (lspeed > 0){
+    motorRight->run(BACKWARD);
+    Serial.print("lspeed:");
+    Serial.println(lspeed);
+  } else {
+    motorRight->run(FORWARD);
+  }
+  displaySpeed(lspeed, rspeed);
+  motorLeft->setSpeed(min(MAX_SPEED, abs(rspeed)));
+  motorRight->setSpeed(min(MAX_SPEED, abs(lspeed)));
+}
+
+void displaySpeed(int lspeed, int rspeed){
+  //Serial.println("display speed");
+  if (lspeed < 0){
+    panel.singleLED(DEBUG_LSPEED, 0, 0, abs(lspeed));
+  } else {
+    panel.singleLED(DEBUG_LSPEED, abs(lspeed), 0, 0);
+  }
+
+  if (rspeed < 0){
+    panel.singleLED(DEBUG_RSPEED, 0, 0, abs(rspeed));
+  } else {
+    panel.singleLED(DEBUG_RSPEED, abs(rspeed), 0, 0);
+  }
+}
+
+//When using the camera to detect objects such as colored blobs or april tags. This function is
+//useful when only a single object is the target. The approximate position will be marked with an
+//led turning white in the 8*4 panel of the NeoPixel LED Panel. Therefore, this function can be 
+//called assuming that you have created the LED panel object, which in this code is named "panel".
+//If the LED panel is called something else, just edit the code here
+void displayTrackedObject(int cx, int cy, int w_res, int h_res){
+  int lednum = 0;
+  int vertshift = 0;
+  panel.resetPanel();
+  lednum = cx/(w_res/8); //because lednum is an int, it will handle flooring the value
+  vertshift = cy/(h_res/4);
+  lednum = lednum + 8*vertshift;
+  panel.singleLED(lednum, 10, 10 , 10);
+}
+
+
+//Interpret a message to change what color the camera is detecting
+void setColor(String msg) {
+  if (msg.length() < 3){
+    int val = msg.toInt();
+    translateCodetoThreshold(val);
+    Serial.println("code detected");
+  } else {
+    Serial.println("new threshold detected");
+    setColorThreshold(msg, threshold, 6);
+  }
+  for (int j = 0; j < 6; j++){
+    Serial.print(threshold[j]);
+    Serial.print(" ");
+  }
+  Serial.println("");
+}
+
+//in case we don't want to maually set each LAB threshold, we can send over an int to
+//use preset threshold values instead
+void translateCodetoThreshold(int code){
+  switch(code){
+    case 1: //green old = (30, 100, -68, -13, 30, 127)
+      //(30,100,-68,2,6,127) - detect the yellow wall as well
+      threshold[0] = 30;
+      threshold[1] = 100;
+      threshold[2] = -93;
+      threshold[3] = -5;
+      threshold[4] = 13;
+      threshold[5] = 127;
+    break;
+    case 2: //blue
+      threshold[0] = 30;
+      threshold[1] = 100;
+      threshold[2] = -108;
+      threshold[3] = -9;
+      threshold[4] = 0;
+      threshold[5] = -42;
+    break;
+    case 5: //red (30, 100, 127, 41, 127, 13)
+      threshold[0] = 30;
+      threshold[1] = 100;
+      threshold[2] = 127;
+      threshold[3] = 41;
+      threshold[4] = 127;
+      threshold[5] = 13;
+  }
+}
+
+
+//threshold array must have at least six elements. This function helps 
+//translating a message with threshold values to ints. Example msg that would
+//be received by this function are "1 2 3 4 5 6" or "-100 70 9 -9 -50 128". 
+//NOTE: - the threshold value should be between -128 to 128
+//      - the message should not include the command character used by the mesh  
+//      - suggested command character: 'C'[olor]
+void setColorThreshold(String msg, int8_t thres[], int arraySize){
+  int len = msg.length();
+  int temp = 0;
+  int startpoint = 0;
+  for (int i = 0; i < len; i++){
+    if (msg[i] == ' '){
+      thres[temp] = msg.substring(startpoint,i).toInt();
+      startpoint = i + 1;
+      temp++;
+    }
+    if (temp == 5){
+      thres[temp] = msg.substring(startpoint).toInt();
+      break; 
+    }
+  }
+}
+
+//This function translate a string of message into the constants for a PID controller. Ignoring the 
+//first command character, user can input any one, two, or all three parameter to be changed by identifying
+//the new parameter with the capital letter of that specific parameter, each separated with a space. 
+//Some of the valid msg examples are:
+//  - "P0.02"
+//  - "D1.23"
+//  - "P0.14 D9.5"
+//  - "P0.1 I0.1 D0.1"
+//
+//NOTE:
+//  - the parameter doesn't have to be in order. You can do DI or IP in whichever order as long as it follows a valid double value
+//  - while the function works if you passed a negative double, the PID controller will not and will produce error.
+//  - suggested command character: 'T'[uning]
+void setPIDConstants(String msg, double &p_constant, double &i_constant, double &d_constant){
+  double new_p = Kpx;
+  double new_i = Kix;
+  double new_d = Kdx;
+  
+  int len = msg.length();
+  int startpoint = 0;
+  int endpoint = 0;
+  for (int i = 0; i < len; i++){
+    if (msg[i] == 'P'){
+      startpoint = i + 1;
+      for (int j = i + 1; j < len; j++){
+        if (msg[j] == ' '){
+          endpoint = j;
+          break;
+        } else {
+          endpoint = len;
+        }
+      }
+      if (endpoint > startpoint){ //check to see if it is a valid value
+        //Serial.println(msg.substring(startpoint, endpoint));
+        new_p = msg.substring(startpoint, endpoint).toDouble();
+      }
+    }
+
+    if (msg[i] == 'I'){
+      startpoint = i + 1;
+      for (int j = i + 1; j < len; j++){
+        if (msg[j] == ' '){
+          endpoint = j;
+          break;
+        } else {
+          endpoint = len;
+        }
+      }
+      if (endpoint > startpoint){ //check to see if it is a valid value
+        //Serial.println(msg.substring(startpoint, endpoint));
+        //i_constant = msg.substring(startpoint, endpoint).toDouble();
+        new_i = msg.substring(startpoint, endpoint).toDouble();
+      }
+    }
+
+    if (msg[i] == 'D'){
+      startpoint = i + 1;
+      for (int j = i + 1; j <= len; j++){
+        if (msg[j] == ' ' || msg[j] == '\0'){
+          endpoint = j;
+          break;
+        } else {
+          endpoint = len;
+        }
+      }
+      if (endpoint > startpoint){ //check to see if it is a valid value
+        //Serial.println(msg.substring(startpoint, endpoint));
+        //d_constant = msg.substring(startpoint, endpoint).toDouble();
+        new_d = msg.substring(startpoint, endpoint).toDouble();
+      }
+    }
+  }
+
+  //DEBUGGING SECTION
+  unsigned long t = millis();
+  debugPIDConstants(DEBUG_KP, p_constant, new_p);
+  debugPIDConstants(DEBUG_KI, i_constant, new_i);
+  debugPIDConstants(DEBUG_KD, d_constant, new_d);
+
+  p_constant = new_p;
+  i_constant = new_i;
+  d_constant = new_d;
+  
+  while(millis() < t+2000); //debugging LED will light up for 2 seconds
+  panel.singleLED(DEBUG_KP, 0, 0, 0);
+  panel.singleLED(DEBUG_KI, 0, 0, 0);
+  panel.singleLED(DEBUG_KD, 0, 0, 0);
+}
+
+void debugPIDConstants(int lednum, double oldval, double newval){
+  int r, g, b;
+  if (newval > oldval){
+    panel.singleLED(lednum, 0, 10, 0);
+  } else if (newval < oldval){
+    panel.singleLED(lednum, 10, 0, 0);
+  } else { //equal
+    panel.singleLED(lednum, 10, 10, 10);
+  }
+}

Code/Feather_Code_Test/feather_main_test3_PID/utilities.cpp

+#include <math.h>
+
+//Source: http://www.easyrgb.com/index.php?X=MATH&H=01#text1
+void lab2rgb( float l_s, float a_s, float b_s, float& R, float& G, float& B )
+{
+    float var_Y = ( l_s + 16. ) / 116.;
+    float var_X = a_s / 500. + var_Y;
+    float var_Z = var_Y - b_s / 200.;
+
+    if ( pow(var_Y,3) > 0.008856 ) var_Y = pow(var_Y,3);
+    else                      var_Y = ( var_Y - 16. / 116. ) / 7.787;
+    if ( pow(var_X,3) > 0.008856 ) var_X = pow(var_X,3);
+    else                      var_X = ( var_X - 16. / 116. ) / 7.787;
+    if ( pow(var_Z,3) > 0.008856 ) var_Z = pow(var_Z,3);
+    else                      var_Z = ( var_Z - 16. / 116. ) / 7.787;
+
+    float X = 95.047 * var_X ;    //ref_X =  95.047     Observer= 2°, Illuminant= D65
+    float Y = 100.000 * var_Y  ;   //ref_Y = 100.000
+    float Z = 108.883 * var_Z ;    //ref_Z = 108.883
+
+
+    var_X = X / 100. ;       //X from 0 to  95.047      (Observer = 2°, Illuminant = D65)
+    var_Y = Y / 100. ;       //Y from 0 to 100.000
+    var_Z = Z / 100. ;      //Z from 0 to 108.883
+
+    float var_R = var_X *  3.2406 + var_Y * -1.5372 + var_Z * -0.4986;
+    float var_G = var_X * -0.9689 + var_Y *  1.8758 + var_Z *  0.0415;
+    float var_B = var_X *  0.0557 + var_Y * -0.2040 + var_Z *  1.0570;
+
+    if ( var_R > 0.0031308 ) var_R = 1.055 * pow(var_R , ( 1 / 2.4 ))  - 0.055;
+    else                     var_R = 12.92 * var_R;
+    if ( var_G > 0.0031308 ) var_G = 1.055 * pow(var_G , ( 1 / 2.4 ) )  - 0.055;
+    else                     var_G = 12.92 * var_G;
+    if ( var_B > 0.0031308 ) var_B = 1.055 * pow( var_B , ( 1 / 2.4 ) ) - 0.055;
+    else                     var_B = 12.92 * var_B;
+
+    R = var_R * 255.;
+    G = var_G * 255.;
+    B = var_B * 255.;
+
+}
+
+
+
+
+
+//old codes
+
+//      motorVertical->setSpeed(0);
+//      motorVertical->run(FORWARD);
+//      // turn on motor
+//      motorVertical->run(RELEASE);
+//      Serial.println(SEEKING_SPEED);
+//      motorLeft->setSpeed(SEEKING_SPEED);
+//      motorLeft->run(FORWARD); 
+//      motorRight->setSpeed(SEEKING_SPEED);
+
+//    if (abs(Outputx) < 125){
+//      motorRight->setSpeed(BASE_SPEED - Outputx); 
+//      motorRight->run(BACKWARD);
+//      motorLeft->setSpeed(BASE_SPEED + Outputx); //this need to be higher
+//      motorLeft->run(BACKWARD);
+//    } else if (Outputx >= 125) { //propeller push in opposite direction, moving to the right
+//      motorRight->setSpeed(Outputx); 
+//      motorRight->run(FORWARD);
+//      motorLeft->setSpeed(255); //this need to be higher
+//      motorLeft->run(BACKWARD);
+//    } else {
+//      motorRight->setSpeed(255); 
+//      motorRight->run(BACKWARD);
+//      motorLeft->setSpeed(Outputx); //this need to be higher
+//      motorLeft->run(FORWARD);
+//    }
+
+//    motorVertical->setSpeed(0);
+//    motorVertical->run(FORWARD);
+//    // turn on motor
+//    motorVertical->run(RELEASE);
+//    motorLeft->setSpeed(0);
+//    motorLeft->run(FORWARD);
+//    motorRight->setSpeed(0);
+//    motorRight->run(BACKWARD);
+//      motorRight->run(BACKWARD);

Code/Feather_Code_Test/feather_main_test3_PID/utilities.h

+#ifndef UTI_H
+#define UTI_H
+
+void lab2rgb( float l_s, float a_s, float b_s, float& R, float& G, float& B );
+void translateCodetoThreshold(int code);
+
+
+#endif