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I want to be able to classify my image using bands for prediction (B2, B3, B4, etc.) but I also want to use indices as "bands" (B2, B3, B4, NDVI, EBBI, MSAVI2, etc.). Unfortunately, I can't seem to think of the proper script for this and it keeps giving me the error:

Error

Here is my script:

// Creating a buffer around my region of interest
var buffer = ee.Geometry.Point([103.83841283715412,1.3736828122619071]).buffer(10000);
Map.centerObject(buffer, 12);

// Load Landsat 8 surface reflectance data
// Look for adequate image filtered by date and cloud cover and region
var l8sr = ee.ImageCollection('LANDSAT/LC08/C01/T1_SR')
              .filterBounds(buffer)
              .filter(ee.Filter.calendarRange(2018,2019,'year'))
              .filter(ee.Filter.calendarRange(4,5,'month'))
              .map(function(image){return image.clip(buffer)});

// Function to cloud mask from the Fmask band of Landsat 8 SR data.
function maskL8sr(image) {
  // Bits 3 and 5 are cloud shadow and cloud, respectively.
  var cloudShadowBitMask = ee.Number(2).pow(3).int();
  var cloudsBitMask = ee.Number(2).pow(5).int();

  // Get the pixel QA band.
  var qa = image.select('pixel_qa');

  // Both flags should be set to zero, indicating clear conditions.
  var mask = qa.bitwiseAnd(cloudShadowBitMask).eq(0)
      .and(qa.bitwiseAnd(cloudsBitMask).eq(0));

  // Return the masked image, scaled to [0, 1].
  return image.updateMask(mask).divide(10000);
}




// Map the function over years of data and take the median.
var composite = l8sr.map(maskL8sr)
                    .median();


//The Band Variables for Landsat 8
var B2_Blue = composite.select('B2');
var B3_Green = composite.select('B3');
var B4_Red = composite.select('B4');
var B5_NIR = composite.select('B5');
var B6_SWIR1 = composite.select('B6');
var B7_SWIR2 = composite.select('B7');
var B10_TIR1 = composite.select('B10');
var B11_TIR2 = composite.select('B11');


// Creating an add variable function for Landsat 8 NDVI. 
var addNDVI_L8 = function(image) {
  var ndvi = composite.expression(
  '(B5-B4)/(B5+B4)', {
    'B5': B5_NIR,
    'B4': B4_Red
  }).rename('ndvi');
  return composite.addBands(ndvi);
};


// Creating an add variable function for Landsat 8 MSAVI2. 
var addMSAVI2_L8 = function(image) {
  var msavi2 = composite.expression(
  '(2 * B5 + 1 - sqrt(pow((2 * B5 + 1), 2) - 8 * (B5 - B4)) ) / 2', {
    'B5': B5_NIR,
    'B4': B4_Red
  }).rename('msavi2');
  return composite.addBands(msavi2);
};

// Creating an add variable function for Landsat 8 EBBI. 
var addEBBI_L8 = function(image) {
  var ebbi = composite.expression(
    '(B6-B5)/(sqrt(B6+B10)*(10))', {
    'B5': B5_NIR,
    'B6': B6_SWIR1,
    'B10': B10_TIR1
  }).rename('ebbi');
  return composite.addBands(ebbi);
};

//Defining the composite image with the added NDVI band
var composite_NDVI = addNDVI_L8(composite);

//printing to see if it has 13 bands (i.e. with the NDVI band added) (THIS WORKS!)
print(composite_NDVI, 'Image with added NDVI band')

//THIS CODE DOESN'T WORK "composite.map is not a function"
var composite_indices = composite.map(addNDVI_L8).map(addMSAVI2_L8).map(addEBBI_L8);

print(composite_indices, 'composite indices');

so my script, doesn't seem to work:

var composite_indices = composite.map(addNDVI_L8).map(addMSAVI2_L8).map(addEBBI_L8);
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  • Please always provide error messages as formatted text rather than pictures.
    – PolyGeo ♦
    Commented Apr 13, 2022 at 23:24

1 Answer 1

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2

map() function is for ImageCollection object. Computing median, you're converting ImageCollection object in Image object, thas why doesn't work your code. Try this:

// Creating a buffer around my region of interest
var buffer = ee.Geometry.Point([103.83841283715412,1.3736828122619071]).buffer(10000);
Map.centerObject(buffer, 12);

// Load Landsat 8 surface reflectance data
// Look for adequate image filtered by date and cloud cover and region
var l8sr = ee.ImageCollection('LANDSAT/LC08/C01/T1_SR')
              .filterBounds(buffer)
              .filter(ee.Filter.calendarRange(2018,2019,'year'))
              .filter(ee.Filter.calendarRange(4,5,'month'))
              .map(function(image){return image.clip(buffer)});

// Function to cloud mask from the Fmask band of Landsat 8 SR data.
function maskL8sr(image) {
  // Bits 3 and 5 are cloud shadow and cloud, respectively.
  var cloudShadowBitMask = ee.Number(2).pow(3).int();
  var cloudsBitMask = ee.Number(2).pow(5).int();

  // Get the pixel QA band.
  var qa = image.select('pixel_qa');

  // Both flags should be set to zero, indicating clear conditions.
  var mask = qa.bitwiseAnd(cloudShadowBitMask).eq(0)
      .and(qa.bitwiseAnd(cloudsBitMask).eq(0));

  // Return the masked image, scaled to [0, 1].
  return image.updateMask(mask).divide(10000);
}

// Map the function over years of data and take the median.
var composite = l8sr.map(maskL8sr);

// Creating an add variable function for Landsat 8 NDVI. 
var addNDVI_L8 = function(image) {
  var ndvi = image.expression(
  '(B5-B4)/(B5+B4)', {
    'B5': image.select('B5'),
    'B4': image.select('B4')
  }).rename('ndvi');
  return image.addBands(ndvi);
};

// Creating an add variable function for Landsat 8 MSAVI2. 
var addMSAVI2_L8 = function(image) {
  var msavi2 = image.expression(
  '(2 * B5 + 1 - sqrt(pow((2 * B5 + 1), 2) - 8 * (B5 - B4)) ) / 2', {
    'B5': image.select('B5'),
    'B4': image.select('B4')
  }).rename('msavi2');
  return image.addBands(msavi2);
};

// Creating an add variable function for Landsat 8 EBBI. 
var addEBBI_L8 = function(image) {
  var ebbi = image.expression(
    '(B6-B5)/(sqrt(B6+B10)*(10))', {
    'B5': image.select('B5'),
    'B6': image.select('B6'),
    'B10': image.select('B10')
  }).rename('ebbi');
  return image.addBands(ebbi);
};

//THIS CODE DOESN'T WORK "composite.map is not a function"
var composite_indices = composite.map(addNDVI_L8)//.map(addMSAVI2_L8).map(addEBBI_L8);

I modified your functions to make them more readable

An specific approach for Image object:

// Creating a buffer around my region of interest
var buffer = ee.Geometry.Point([103.83841283715412,1.3736828122619071]).buffer(10000);
Map.centerObject(buffer, 12);

// Load Landsat 8 surface reflectance data
// Look for adequate image filtered by date and cloud cover and region
var l8sr = ee.ImageCollection('LANDSAT/LC08/C01/T1_SR')
              .filterBounds(buffer)
              .filter(ee.Filter.calendarRange(2018,2019,'year'))
              .filter(ee.Filter.calendarRange(4,5,'month'))
              .map(function(image){return image.clip(buffer)});

// Function to cloud mask from the Fmask band of Landsat 8 SR data.
function maskL8sr(image) {
  // Bits 3 and 5 are cloud shadow and cloud, respectively.
  var cloudShadowBitMask = ee.Number(2).pow(3).int();
  var cloudsBitMask = ee.Number(2).pow(5).int();

  // Get the pixel QA band.
  var qa = image.select('pixel_qa');

  // Both flags should be set to zero, indicating clear conditions.
  var mask = qa.bitwiseAnd(cloudShadowBitMask).eq(0)
      .and(qa.bitwiseAnd(cloudsBitMask).eq(0));

  // Return the masked image, scaled to [0, 1].
  return image.updateMask(mask).divide(10000);
}

// Map the function over years of data and take the median.
var composite = l8sr.map(maskL8sr).median();

// Creating an add variable function for Landsat 8 NDVI. 
var compute_indices = function(image) {
  var ndvi = image.expression(
  '(B5-B4)/(B5+B4)', {
    'B5': image.select('B5'),
    'B4': image.select('B4')
  }).rename('ndvi');

  var msavi2 = image.expression(
  '(2 * B5 + 1 - sqrt(pow((2 * B5 + 1), 2) - 8 * (B5 - B4)) ) / 2', {
    'B5': image.select('B5'),
    'B4': image.select('B4')
  }).rename('msavi2');

  var ebbi = image.expression(
    '(B6-B5)/(sqrt(B6+B10)*(10))', {
    'B5': image.select('B5'),
    'B6': image.select('B6'),
    'B10': image.select('B10')
  }).rename('ebbi');

  return image.addBands(ndvi).addBands(msavi2).addBands(ebbi);
};

// Compute multiple indices
var composite_indices = compute_indices(composite);

enter image description here

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