diff --git a/Digital_Thermometer_Simulation_MSE_Somantha_Manuranga.ipynb b/Digital_Thermometer_Simulation_MSE_Somantha_Manuranga.ipynb new file mode 100644 index 0000000..f252d76 --- /dev/null +++ b/Digital_Thermometer_Simulation_MSE_Somantha_Manuranga.ipynb @@ -0,0 +1,539 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f8c588be-ef37-4f29-a2ce-78980fd5f424", + "metadata": {}, + "source": [ + "# Digital IR Thermometer Simulation\n", + "## Done by :- Somantha Manuranga\n", + "\n", + "This simulation shows how digital infrared (IR) thermometer takes temperature readings repeatedly over 60 seconds ot time.It helps to see how the readings can change slightly each and every time becasue of small errors , noises." + ] + }, + { + "cell_type": "markdown", + "id": "306552bd-8a96-4324-97bf-029a988c4967", + "metadata": {}, + "source": [ + "## Simulated Aspect\n", + "\n", + "A digital infrared (IR) thermometer checks an object's temperature by detecting the heat which is coming from its surface wihtout touching the object.This each and every reading happens very fast.Which means less than a second. To simulate the 60 seconds period of time we need to repeat the readings over this time period\n", + "\n", + "During the 60 seconds of period of time we have to take many fast temperature readings.Like one time or two times per second. However the main objective is to show how these readigns can slightly change even if the objects surface temperature steady state. Noises like small changes of environment , sensor limits can be causes for these variations of the measured temperature.\n", + "Therefore, our simulation models a target temperature and adds a random component to each reading to represent this typical measurement variability." + ] + }, + { + "cell_type": "markdown", + "id": "4b7d0307-882f-4979-9e03-5ce8675fbef7", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "## Basis Formula for the Simulation\n", + "\n", + "The fundamental physical principle relating the temperature of an object to the thermal radiation it emits is the **Stefan-Boltzmann Law**. For a perfect blackbody, the power ($P$) radiated per unit area ($A$) is given by:\n", + "\n", + "$$ \\frac{P}{A} = \\epsilon \\sigma T^4 $$\n", + "\n", + "where:\n", + "- $P/A$ is the radiant power emitted per unit area (W/m²)\n", + "- $\\epsilon$ is emissivity (how efficiently a surface emits radiation)\n", + "- $\\sigma$ is the Stefan-Boltzmann constant ($\\approx 5.67 \\times 10^{-8} \\text{ W/(m}^2\\text{K}^4\\text{)}$)\n", + "- $T$ is the absolute temperature of the object in Kelvin (K)\n", + "\n", + " Also IR thermometers sonsor detects a signal S that is proportional to this emitted power,\n", + "\n", + "$$ S \\propto \\epsilon T^4$$\n", + " \n", + "\n", + "For a real object (not a perfect blackbody), the formula is modified by its **emissivity** ($\\epsilon$), a value between 0 and 1. A perfect blackbody absorbs and emits 100% of radiation while real objects absorb and emit only a part of it.\n", + "\n", + "In real world device the detected signal is affected by the object's true emissivity and temperature as well as the sensor noise,\n", + "\n", + "$$ S_{detected} = K \\times \\epsilon_{true} \\times (T_{true})^4 + \\text{Noise} $$\n", + "\n", + "Where K is a constant related to the sensor characteristics.But the thermometer has fixed emissivity , ($\\epsilon_{calib}$) during the calibration and calculates the measured temperature using,\n", + "\n", + "\n", + "$$ T_{measured} = \\left( \\frac{S_{detected}}{K \\times \\epsilon_{calib}} \\right)^{1/4} $$\n", + "\n", + "It means any difference between actual and assumed emissivity along with noise can cause errors in the measured temperature.\n", + "\n", + "\n", + "The core *formula for this simulation* is much simpler. It describes how a single simulated measured reading is derived from a hypothetical true temperature and the inherent measurement variability.\n", + "\n", + "The formula for each simulated reading is:\n", + "\n", + "$$ \\text{Measured Temperature} = \\text{Ideal Temperature} + \\text{Measurement Variation (Noise)} $$\n" + ] + }, + { + "cell_type": "markdown", + "id": "65e82db5-17b0-4484-a001-cdfdd9d81f28", + "metadata": {}, + "source": [ + "## Calculation Process\n", + "\n", + "For this simulation, I set up that how long it will run, how often readings are taken, true body temperature (like 37°C) , how noises effected to the readings .Then figured out how many temperature readings we need according to the set up time and interval. For every time interval a small random error was created usign a normal distribution which is same as the real world measurement noise. This random error was added to the ideal temperature to get the simulated reading. Lastly Average temperature, how the readings vary and what the highest and lowest temperatures were measured." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "31658ad6-3072-4cc5-bb1b-27937244a43f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Libraries imported: numpy, matplotlib.pyplot, pandas.\n" + ] + } + ], + "source": [ + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "print(\"Libraries imported: numpy, matplotlib.pyplot, pandas.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "74e90439-57f2-4d29-badc-60a9e7a2cfd7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Simulation Setup-\n", + "Simulating a total duration of: 60 seconds\n", + "Taking a simulated reading approximately every: 0.5 seconds\n", + "This will result in a total of: 121 simulated readings\n", + "The underlying ideal temperature is set to: 37.0°C\n", + "The simulated variability (noise) is: 0.15°C\n", + "\n", + "Simulation parameters defined.\n" + ] + } + ], + "source": [ + "\n", + "# Define the parameters that control the simulation behavior.\n", + "\n", + "simulation_duration_seconds = 60 \n", + "measurement_interval_seconds = 0.5 \n", + "ideal_body_temperature_celsius = 37.0 \n", + "noise_celsius = 0.15 # Standard deviation of simulated noise (°C)\n", + "\n", + "num_readings = int(simulation_duration_seconds / measurement_interval_seconds) + 1 # total number of readings\n", + "\n", + "print(f\"-Simulation Setup-\")\n", + "print(f\"Simulating a total duration of: {simulation_duration_seconds} seconds\")\n", + "print(f\"Taking a simulated reading approximately every: {measurement_interval_seconds} seconds\")\n", + "print(f\"This will result in a total of: {num_readings} simulated readings\")\n", + "print(f\"The underlying ideal temperature is set to: {ideal_body_temperature_celsius}°C\")\n", + "print(f\"The simulated variability (noise) is: {noise_celsius}°C\")\n", + "print(\"\\nSimulation parameters defined.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "148251a6-b51f-4665-ab10-94a695ebff09", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulated data generation complete.\n", + "Generated an array of 121 time points and 121 temperature readings.\n" + ] + } + ], + "source": [ + "\n", + "time_points = np.linspace(0, simulation_duration_seconds, num_readings) # Generate squence of time points and evenly spaced values over this time interval\n", + "\n", + "measurement_noise = np.random.normal(\n", + " loc=0,\n", + " scale=noise_celsius,\n", + " size=num_readings\n", + ") #Added random noise for each reading\n", + "\n", + "# Calculate the simulated temperature by adding noise to the ideal temperature.\n", + "simulated_temperatures = ideal_body_temperature_celsius + measurement_noise\n", + "\n", + "print(\"Simulated data generation complete.\")\n", + "print(f\"Generated an array of {len(time_points)} time points and {len(simulated_temperatures)} temperature readings.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ebcd6a21-2078-47e7-90f2-992477b6c8d5", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Plot of simulated readings generated.\n" + ] + } + ], + "source": [ + "\n", + "# Visualize the simulated data using a line plot \n", + "plt.figure(figsize=(14, 7)) \n", + "\n", + "# Plot the simulated temperature readings\n", + "plt.plot(time_points, simulated_temperatures,\n", + " marker='o', \n", + " linestyle='-', \n", + " markersize=4, \n", + " label='Simulated Reading') \n", + "\n", + "# Ideal temperature as a horizontal reference line\n", + "plt.axhline(y=ideal_body_temperature_celsius,\n", + " color='r', \n", + " linestyle='--', \n", + " label='Ideal Temperature')\n", + "\n", + "plt.title('Simulated Digital IR Thermometer Readings Over 60 Seconds') \n", + "plt.xlabel('Simualtion Time (seconds)') \n", + "plt.ylabel('Temperature Readng (°C)') \n", + "plt.grid(True, which='both', linestyle='--', linewidth=0.5)\n", + "\n", + "y_lower_limit = ideal_body_temperature_celsius - 3 * noise_celsius - 0.2 \n", + "y_upper_limit = ideal_body_temperature_celsius + 3 * noise_celsius + 0.2 \n", + "plt.ylim(y_lower_limit, y_upper_limit)\n", + "\n", + "plt.legend() \n", + "plt.savefig('myplot.png') \n", + "plt.show() \n", + "print(\"Plot of simulated readings generated.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "8b282f33-7111-4ea1-b92a-90f21525f897", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Simulated Readings Table ---\n", + "Showing first 10 readings:\n", + " Time (s) Temperature (°C)\n", + " 0.0 36.960420\n", + " 0.5 36.973140\n", + " 1.0 37.214071\n", + " 1.5 37.086875\n", + " 2.0 36.911627\n", + " 2.5 36.930152\n", + " 3.0 36.716337\n", + " 3.5 37.050482\n", + " 4.0 36.759084\n", + " 4.5 36.798943\n", + "\n", + "...\n", + "\n", + "Showing last 10 readings (out of 121):\n", + " Time (s) Temperature (°C)\n", + " 55.5 36.860951\n", + " 56.0 37.059987\n", + " 56.5 37.074578\n", + " 57.0 36.950225\n", + " 57.5 37.241203\n", + " 58.0 37.175137\n", + " 58.5 36.927376\n", + " 59.0 37.021653\n", + " 59.5 37.046497\n", + " 60.0 36.852179\n", + "\n", + "--- Summary Statistics of Simulated Readings ---\n", + "Total Number of Readings: 121\n", + "Mean Temperature: 36.983°C\n", + "Standard Deviation: 0.152°C\n", + "Minimum Reading: 36.535°C\n", + "Maximum Reading: 37.301°C\n", + "\n", + "Simulated data table and summary statistics displayed.\n" + ] + } + ], + "source": [ + "\n", + "\n", + "# Create a dataframe to hold time points and simulated temperatures\n", + "results_df = pd.DataFrame({\n", + " 'Time (s)': time_points,\n", + " 'Temperature (°C)': simulated_temperatures\n", + "})\n", + "\n", + "print(\"--- Simulated Readings Table ---\")\n", + "print(\"Showing first 10 readings:\")\n", + "print(results_df.head(10).to_string(index=False))\n", + "print(\"\\n...\")\n", + "print(f\"\\nShowing last 10 readings (out of {num_readings}):\")\n", + "print(results_df.tail(10).to_string(index=False))\n", + "\n", + "# Summary of the Statistics\n", + "mean_temp = np.mean(simulated_temperatures)\n", + "std_dev_temp = np.std(simulated_temperatures) # Sample standard deviation\n", + "min_temp = np.min(simulated_temperatures)\n", + "max_temp = np.max(simulated_temperatures)\n", + "\n", + "print(\"\\n--- Summary Statistics of Simulated Readings ---\")\n", + "print(f\"Total Number of Readings: {num_readings}\")\n", + "print(f\"Mean Temperature: {mean_temp:.3f}°C\") \n", + "print(f\"Standard Deviation: {std_dev_temp:.3f}°C\") \n", + "print(f\"Minimum Reading: {min_temp:.3f}°C\") \n", + "print(f\"Maximum Reading: {max_temp:.3f}°C\") \n", + "\n", + "print(\"\\nSimulated data table and summary statistics displayed.\")" + ] + }, + { + "cell_type": "markdown", + "id": "6327c6dc-c2b6-48b1-853a-a207c60d7d31", + "metadata": {}, + "source": [ + "## Simulation Results Analysis\n", + "\n", + "**Analysis of Results:**\n", + "\n", + "In this plot it shows that simulated temperature readings go little bit of up and down around the ideal temperature over the 60 seconds period of time.Each blue dot represents that temperature reading taken at a certain time. Those readings were not stay constant beacuse of the random noise was added to make it more like real life measurement.With this plot we can observe avrage of all temperature values (Mean) , typical spread of the readings around the mean(standard deviation) , minimum and maximum temperatures and overall variation of the readings.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "76207592-7d09-4483-a9fd-14da591d7d0b", + "metadata": {}, + "source": [ + "## Implementation to a Advanced Simulation Model\n", + "\n", + "Above we considered only noise. When paying attention to the real world scenario another kinds of aspects are there.Throughout the 60 seconds obejct will not maintain the same temperature. So it will cool down.It means temperature drift is there.Another thing is emissivity is not the same becuase of the differences in the surface properties can effect the readings. Not only that during this period spikes can be happen. These real world aspects are considered here in this implementation stage.\n", + "\n", + "To make readings more realiable here I used moving avaerage filter which smooths the data by avaeraging a few recent values instead of showing just one reading. This approach helps to reduce small ups and downs cause by other facotrs.Also use the outlier rejection to ignore any incorrect readings that are too far from the normal reading." + ] + }, + { + "cell_type": "markdown", + "id": "824d42c2-9078-43f0-97fc-0fbb5c6511b5", + "metadata": {}, + "source": [ + "### Implemented Formula\n", + "\n", + "#### 1. Emissivity Error (Systematic Bias)\n", + "The core physical principle is the Stefan-Boltzmann Law ($P \\propto \\epsilon T^4$).But there is an error if the device's calibrated emissivity ($\\epsilon_{\\text{calib}}$) does not match with the true emissivity ($\\epsilon_{\\text{true}}$).\n", + "\n", + "- Detected Power Signal: $S_{\\text{detected}} \\propto \\epsilon_{\\text{true}} \\times (T_{\\text{true}})^4$\n", + "- Calculated Temperature (by device): $T_{\\text{calc}} = \\left( \\frac{S_{\\text{detected}}}{K \\times \\epsilon_{\\text{calib}}} \\right)^{1/4}$\\\n", + "This shows bias reading.\n", + "With these real world scenarios core formula can be shown as below.\n", + "\n", + "$$ T_{\\text{raw}} = (T_{\\text{ideal}} + T_{\\text{drift}}) + T_{\\text{emissivity\\_offset}} + \\text{Noise} $$\n", + "\n", + "##### Moving Average Filter\n", + "At each step we look back the last N reading values and average them and use that as the new smoothed temperature.It is like if we take 5th reading , the filtered temperature will be the average of the 3 most recent raw readings.\n", + "\n", + "$$ T_{\\text{filtered}}(i) = \\frac{1}{N} \\sum_{j=i-N+1}^{i} T_{\\text{raw}}(j) $$" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c0b688b5-07e8-4260-bc57-dab4c59d81a6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Libraries imported: numpy, matplotlib.pyplot, pandas, ipywidgets.\n", + "Simulation parameters defined.\n", + "Data generation and processing complete for 121 readings.\n", + "Outlier of +1.0°C added at t=30.0s.\n", + "Outlier at index 60 was flagged as 'True'.\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from ipywidgets import interact, FloatSlider\n", + "\n", + "print(\"Libraries imported: numpy, matplotlib.pyplot, pandas, ipywidgets.\")\n", + "\n", + "# -Simulation Setup\n", + "simulation_duration_seconds = 60\n", + "measurement_interval_seconds = 0.5\n", + "ideal_body_temperature_celsius = 37.0\n", + "\n", + "\n", + "noise_celsius = 0.15 # Standard deviation of the random noise\n", + "\n", + "# Drift (Time-varying change)\n", + "drift_celsius_per_minute = -0.1 \n", + "emissivity_offset_celsius = -0.1 \n", + "outlier_time_seconds = 30 \n", + "outlier_magnitude_celsius = 1.0 \n", + "\n", + "\n", + "moving_average_window_size = 5 \n", + "outlier_rejection_threshold_std = 3.0 \n", + "\n", + "\n", + "num_readings = int(simulation_duration_seconds / measurement_interval_seconds) + 1\n", + "\n", + "print(\"Simulation parameters defined.\")\n", + "\n", + "time_points = np.linspace(0, simulation_duration_seconds, num_readings)\n", + "\n", + "total_drift = np.linspace(0, drift_celsius_per_minute, num_readings)\n", + "\n", + "measurement_noise = np.random.normal(loc=0, scale=noise_celsius, size=num_readings)# Generate random noise for each reading\n", + "\n", + "base_temperature = ideal_body_temperature_celsius + total_drift + emissivity_offset_celsius\n", + "\n", + "raw_simulated_temperatures = base_temperature + measurement_noise\n", + "\n", + "#Introduce an Outlier\n", + "outlier_index = np.argmin(np.abs(time_points - outlier_time_seconds))\n", + "raw_simulated_temperatures[outlier_index] += outlier_magnitude_celsius\n", + "\n", + "# Apply Signal Processing\n", + "raw_series = pd.Series(raw_simulated_temperatures)\n", + "\n", + "# Apply a moving average filter\n", + "filtered_temperatures = raw_series.rolling(window=moving_average_window_size, min_periods=1).mean()\n", + "\n", + "# Apply outlier rejection\n", + "mean_raw = raw_series.mean()\n", + "std_raw = raw_series.std()\n", + "threshold = outlier_rejection_threshold_std * std_raw\n", + "is_not_outlier = (raw_series - mean_raw).abs() < threshold\n", + "cleaned_temperatures = raw_series.where(is_not_outlier)\n", + "\n", + "print(f\"Data generation and processing complete for {num_readings} readings.\")\n", + "print(f\"Outlier of +{outlier_magnitude_celsius}°C added at t={time_points[outlier_index]:.1f}s.\")\n", + "print(f\"Outlier at index {outlier_index} was flagged as '{not is_not_outlier[outlier_index]}'.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "02da4321-f7dd-4b96-9872-5c262bc09600", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Plot generated.\n" + ] + } + ], + "source": [ + "#Visualize the results\n", + "plt.figure(figsize=(16, 8))\n", + "\n", + "# True temperature (ideal + drift) as a reference\n", + "plt.plot(time_points, ideal_body_temperature_celsius + total_drift,\n", + " color='black', linestyle=':', linewidth=2, label='True Temperature (with Drift)')\n", + "\n", + "# Raw data with noise and outlier\n", + "plt.plot(time_points, raw_simulated_temperatures,\n", + " marker='x', linestyle='--', color='blue', markersize=5, alpha=0.6, label='Raw Simulated Reading (with Noise & Outlier)')\n", + "\n", + "# Smoothed data using moving average\n", + "plt.plot(time_points, filtered_temperatures,\n", + " marker='o', linestyle='-', color='red', markersize=4, alpha=0.8, label=f'Filtered Reading (Moving Avg. N={moving_average_window_size})')\n", + "\n", + "# Highlight the outlier\n", + "plt.scatter(time_points[outlier_index], raw_simulated_temperatures[outlier_index],\n", + " s=150, facecolors='none', edgecolors='purple', linewidth=2, label=f'Detected Outlier (Spike)')\n", + "\n", + "plt.title('Advanced Simulation of Digital IR Thermometer Readings', fontsize=16)\n", + "plt.xlabel('Time (seconds)', fontsize=12)\n", + "plt.ylabel('Temperature (°C)', fontsize=12)\n", + "plt.grid(True, which='both', linestyle='--', linewidth=0.5)\n", + "plt.legend(fontsize=10)\n", + "plt.ylim(ideal_body_temperature_celsius - 0.8, ideal_body_temperature_celsius + 1.2)\n", + "plt.legend() \n", + "plt.savefig('Implementedplot.png') \n", + "plt.show()\n", + "\n", + "print(\"Plot generated.\")" + ] + }, + { + "cell_type": "markdown", + "id": "7d1723c3-a252-4f0d-84b5-d3d0fb348749", + "metadata": {}, + "source": [ + "### Results analysis after implementation and Conclusion\n", + "\n", + "This plot shows how effect real world errors in thermometers readings. Thhe true temperature slowly drops dwon over time but the raw readings were always little bit lower becuase of constant -0.1 celcius bias. Earlier add noise into the raw data and it makes values jump slighly up and down.\n", + "\n", + "Mid of the time period large spike was added which pushes the maximum value and affects the average and standard deviation. After removing the outlier cleaned data becomes more accurate.Finally red line shows filtered data using a moving average.it was much smoother and less variation.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Technical_Report_MSE_Somantha_Manuranga.pdf b/Technical_Report_MSE_Somantha_Manuranga.pdf new file mode 100644 index 0000000..6652cd5 Binary files /dev/null and b/Technical_Report_MSE_Somantha_Manuranga.pdf differ