WASTE MANAGEMENT AND ITS PROFIT ANALYSIS USING DEEP LEARNING
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WASTE MANAGEMENT AND ITS PROFIT ANALYSIS USING DEEP LEARNING

Project period

01/04/2020 - 02/02/2020

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WASTE MANAGEMENT AND ITS PROFIT ANALYSIS USING DEEP LEARNING
WASTE MANAGEMENT AND ITS PROFIT ANALYSIS USING DEEP LEARNING

Separating and then recycling of waste materials is necessary for every society. The segregation and recycling processes that are currently in use require facilities to separate garbage by hand and use a series of large filters to separate out more defined objects. The goal is to find an automatic method for sorting waste from bins. This helps in processing plants more efficiently and helps to reduce waste, its a known fact that the employees sort everything with 100% accuracy. This will have positive environmental effects also benefits economic effects.

According to nature, everything is degraded and reused, which means there is no waste. When plants and animals die they get rot into the ground and they provide nutrients for other living plants and animals. For a long time, both the reality of the waste and definition of waste have been traveling together. There are many types of definitions for waste, but they have common semantic relations. Almost in human history, every highly-populated area developed their design to dispose of the waste generated by humans.

Also, the wastes generated by humans was often confused with staying fit and hygiene problems. Previously, in ancient middle age periods, there was a rapid increase in population and industries which resulted in increased solid wastes in the streets. To prevent the spreading of the disease, the departments decided to move the wastes from the street. Actually, this was considered as the first garbage collection attempt.

Why: Problem statement

For a sustainable economy, Waste management and recycling is considered as a basic part. For best and safe recycling and management, it is needful to make use of intelligent automated systems instead of involving humans as workers in the waste management system. This is considered as one of the early works explaining the benefits of the current intelligent approaches and designs. In this project, we have explained on well-known deep convolutional neural network architectures.

Using the built model, we will be able to improve the waste management. This will help all urban and rural cities to become more resistant to extreme climate conditions such as flooding, damaged infrastructure, and their livelihoods.

How: Solution description

Step 1: The collected wastes are divided using CNN ( using convolutional neural network )

CNN a Deep Learning algorithm which can take in an input image, assign importance (learnable weights and biases) to various aspects/objects in the image and be able to differentiate one from the other. The pre-processing required in a ConvNet is much lower as compared to other classification algorithms. While in primitive methods, filters are hand-engineered, with enough training, ConvNets have the ability to learn these filters/characteristics.

Step 2: The collected data is divided into train data (85%) and Test data (15%)

Training Data - 22564 Images

Test Data - 2513 Images

Step 3: The parameters used are Epochs (4) and Batch size(706)

Step 4: The waste is categorized into organic and recycle waste. Then the percentage of rate is analyzed. Investments and profits are calculated.

How is it different from competition

Disposal of waste has become a significant problem all over the world. Even though the production of waste keeps on increasing, the recycle and reuse of this waste have not improved. When we analyzed the drawbacks of the recycling process the significant causes were the separation of the waste into organic and recycle waste and the money investment for this process. 

Another disadvantage of existing models is that they are a little bit slower in prediction time. To make it faster the prediction performance of the models was altered. The connection patterns of the skip connections inside dense blocks were also altered. Our project recycle net is a carefully optimized deep convolutional neural network architecture for separations of selected recyclable object classes. The differences between the existing and proposed model are explained in the table below:

Who are your customers

Municipal Corporation, MNC 's , public .

Project Phases and Schedule

PHASE 1: Data collection

PHASE 2: Training the data

PHASE 3: CNN algorithm

PHASE 4:Prediction

Resources Required

TOOLS

ANACONDA - PYTHON 3.7 VERSION

PACKAGES

  • Keras 

  • TensorFlow

Download:
Project Code Code copy
/* Your file Name : Code.ipynb */
/* Your coding Language : python */
/* Your code snippet start here */
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Conv2D\n",
    "from keras.layers import MaxPooling2D\n",
    "from keras.layers import Flatten\n",
    "from keras.layers import Dense\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from keras.preprocessing import image\n",
    "from PIL import Image\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=194x259 at 0x241DAAAB708>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open('DATASET/DATASET/TEST/O/O_13191.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=225x225 at 0x241DAB47A08>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open('DATASET/DATASET/TEST/R/R_10045.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialising the CNN\n",
    "classifier = Sequential()\n",
    "\n",
    "# Step 1 - Convolution\n",
    "classifier.add(Conv2D(32, (3, 3), input_shape = (64, 64, 3),\n",
    "                      activation = 'relu'))\n",
    "\n",
    "# Step 2 - Pooling\n",
    "classifier.add(MaxPooling2D(pool_size = (2, 2)))\n",
    "\n",
    "# Adding a second convolutional layer\n",
    "classifier.add(Conv2D(32, (3, 3), activation = 'relu'))\n",
    "classifier.add(MaxPooling2D(pool_size = (2, 2)))\n",
    "\n",
    "# Step 3 - Flattening\n",
    "classifier.add(Flatten())\n",
    "\n",
    "# Step 4 - Full connection\n",
    "classifier.add(Dense(units = 128, activation = 'relu'))\n",
    "classifier.add(Dense(units = 1, activation = 'sigmoid'))\n",
    "\n",
    "# Compiling the CNN\n",
    "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy',\n",
    "                   metrics = ['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_datagen = ImageDataGenerator(rescale = 1./255)\n",
    "test_datagen = ImageDataGenerator(rescale = 1./255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 22564 images belonging to 2 classes.\n",
      "Found 2513 images belonging to 2 classes.\n"
     ]
    }
   ],
   "source": [
    "training_set = train_datagen.flow_from_directory('DATASET/DATASET/TRAIN',\n",
    "                                                 target_size = (64, 64),\n",
    "                                                 batch_size = 32,\n",
    "                                                 class_mode = 'binary')\n",
    "\n",
    "test_set = test_datagen.flow_from_directory('DATASET/DATASET/TEST',\n",
    "                                            target_size = (64, 64),\n",
    "                                            batch_size = 32,\n",
    "                                            class_mode = 'binary')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/4\n",
      "706/706 [==============================] - 515s 730ms/step - loss: 0.4258 - accuracy: 0.8140 - val_loss: 0.4587 - val_accuracy: 0.8875\n",
      "Epoch 2/4\n",
      "706/706 [==============================] - 274s 388ms/step - loss: 0.3664 - accuracy: 0.8444 - val_loss: 0.2340 - val_accuracy: 0.8839\n",
      "Epoch 3/4\n",
      "706/706 [==============================] - 280s 397ms/step - loss: 0.3354 - accuracy: 0.8602 - val_loss: 0.2674 - val_accuracy: 0.8996\n",
      "Epoch 4/4\n",
      "706/706 [==============================] - 280s 397ms/step - loss: 0.3051 - accuracy: 0.8711 - val_loss: 0.2978 - val_accuracy: 0.8802\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.callbacks.History at 0x241dd40fa48>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier.fit_generator(training_set,\n",
    "                         steps_per_epoch = 706,\n",
    "                         epochs = 4,\n",
    "                         validation_data = test_set,\n",
    "                         validation_steps = 2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# organic image\n",
    "test_image = image.load_img('DATASET/DATASET/TEST/O/O_13191.jpg',\n",
    "                            target_size = (64, 64))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_image = image.img_to_array(test_image)\n",
    "test_image = np.expand_dims(test_image, axis = 0)\n",
    "result = classifier.predict(test_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'O': 0, 'R': 1}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_set.class_indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "if result[0][0] == 1:\n",
    "    prediction = 'Recyclable'\n",
    "else:\n",
    "    prediction = 'Organic'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Organic'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}

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