Research Methods: Instrument Accuracy

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Presentation transcript:

Research Methods: Instrument Accuracy John Morris Faculty of Engineering, Mahasarakham University Computer Science/ Electrical and Computer Engineering, The University of Auckland Iolanthe II races off Jomtien, Chonburi Province

Experiment GPS Accuracy Notes Hypothesis Earth is circular Distance between two points Lat1,Lon1 and Lat2,Lon2 acos(sin(Lat1)*sin(Lat2) + cos(Lat1)*cos(Lat2)*cos(Lon2-Lon1)) *6371 Excel spreadsheet with formula encoded is available!! Latx, Lonx in RADIANS Radius of earth ~6371 km Hypothesis What is the accuracy of a GPS position? ‘Safe’ expectation ~100m Recent GLONASS system: accuracy MAY be as good as 10m

Experiment – GPS Accuracy Set GPS to read degrees as 160.xxxxxx If you can’t do this, convert deg:min:sec or deg:min.xxxx to degrees Choose a point that you can recognize from Google Earth Choose a reproducible point, eg a corner, recognizable feature Being able to repeat the experiment is important Locate that point using Google Earth Record Lat/Long from Google Earth Go to that point Record the GPS reading lat/long Take at least 30 readings, ~1-2 mins apart Enter your points data in a spreadsheet Calculate mean, std dev Make a histogram showing to distribution of readings Make a histogram for 10 points only Make another histogram from the 30+ points Is the distribution normal? What is (1) Resolution, (2) Precision , (3) Accuracy?

Experiment – GPS Accuracy - Results Operation GPS receivers measure time of flight from a signal positioned ~20,200 km above the earth Usually 6+ satellites are visible at any one time Need 4 for accurate position ~30 s needed to receive complete data from a satellite

Experiment – GPS Accuracy - Results Resolution iPad ‘GPS’ program Reports lat / long as 16.247149ºN 103.253024ºE Smallest measurable change is 0.000001 deg Calculate distance between 16.247149ºN 103.253024ºE and 16.247148ºN 103.253024ºE 0.09 m ??? Did you see ± 0.09 m ?? Resolution is much smaller than accuracy Common in modern digital instruments A D B C

Experiment – GPS Accuracy - Results Precision Variations in measured distances Typically 5-8 m Precision is ~ 8m Actually good, since satellites are ~20,200km* above the surface of the earth! Clock accuracy is better than 1 in 1013 ! Resolution is much smaller than precision Common in modern digital instruments 19,100km for the Russian GLONASS satellites A D B C

Experiment – GPS Accuracy - Results Compared with an (approximate) 30m for A-B Typically 18-22 m Accuracy ~ 10 m Actually good, since satellites are ~20,200km above the surface of the earth! Accuracy is much worse than resolution Accuracy appears slightly worse than precision Historical note Originally, GPS accuracy was only ~100m Accuracy is ~10m now Can be affected by atmospheric conditions A B C D

Experiment Notes Important Principle For any experiment Always make multiple measurements of each point Important Principle For any experiment Always make multiple measurements of each point Reliability is increased by having more points

Experiment Notes Check measurements AS YOU RECORD THEM!! Do they match your expectation? If not, repeat immediately!! For GPS experiment Each measurement at same point should be close to previous one Within 10-20m If you are not getting the same answer next time Check everything Recording Equipment setting Did something change? Temperature, wind speed, ..

Report – First Assignment Make a short report (in English, grammar-free is OK) Report structure AIM What were you trying to demonstrate? (here .. Accuracy and resolution of GPS) METHODS Exactly what did you do? What tools did you use? RESULTS Table of experimental results Calculations from those results (distances between points) Mention accuracy, precision, resolution!! CONCLUSION Summarize important results (eg ‘safe’ accuracy of GPS ? 3 pages (1 page for table of results!!)

Experiment Notes Check measurements AS YOU RECORD THEM!! Do they match your expectation? If not, repeat immediately!! For GPS experiment Each measurement at same point should be close to previous one Within 10-20m If you are not getting the same answer next time Check everything Recording Equipment setting Did something change? Temperature, wind speed, ..

Task before next class Check GPS experiment data Check mean, sd Check conversions to m xi – mean x Convert metres … dev * 60 * 1852 Range for mean deviation … about -10m to +10m Now we want to make a HISTOGRAM In Excel DATA -> DATA ANALYSIS -> Histogram Usually DATA ANALYSIS TOOL PAK needs to be downloaded and installed Find on web .. Microsoft web site Download Run installer Then ‘DATA ANALYSIS’ tab will appear

Makes more flexible plots for your thesis or paper! Making a histogram Makes more flexible plots for your thesis or paper!

Making a Histogram If you cannot load the Excel ‘Data Analysis Tool Pak’ Then you can make a histogram yourself Not very hard More flexible for generating histograms for papers or your thesis! You can use this procedure for visualizing many types of data Scores in a student test Measurements of many things, eg speed, time to run 100m, .. Steps Start by copying columns J-L from the GPSVariations sheet Make a new sheet and paste them in Columns C-E Use the Paste Values option!

Making a Histogram Make sure that Excel has calculated COUNT MEAN SD In the new (clean) sheet Note that you will have 3 columns Deviations Latitude (North-South), Longitude (East-West) and Distance So you can make 3 different histograms Make sure that Excel has calculated COUNT MEAN SD MAX MIN RANGE in columns C-E Follow the example Put COUNT in row 45

Making a Histogram -1 < xi <= 1 A Histogram shows the FREQUENCY of VALUES in each ‘bin’ A bin is a range of values In this example, the RANGE is 13 Choose a bin size so that we have 8-20 bins More bins if you have more data Try a bin size of 2 We will have bins -12, -10, -8, …, -2, 0, 2, 4, … 12 In bin ‘0’ (‘0’ is the mean) we will count the values from -1 < xi <= 1 In bin ‘2’ , we will count values 1 < xi <= 3 Make a list of bin START values in column A Here it is -13, -11, -9 Put the minimum -13 in A56 and “=A56+C$2” in A57 Copy down (ctrl-D) A57 to A65 Set the bin CENTRES in column B B55 “=A55+C$53/2” and copy down

Making a Histogram Carefully copy the formula to B55 Be careful to copy the $s correctly, C$4:C$43, etc .. The $ must be in the right place! This formula counts values in cells B$4:B$43 IF it is >= bin start (A55) AND < bin end (A56) Copy the formula from C55 left and down to E68, use ctrl-R Then you should a set of counts in C55:E68 Now you can make a graph of the data in B55:E68

Making a Histogram CHECK what you have down Note COUNTs in row 70 C70 has “=SUM(C55:C68)” This should match the count in C45 Matches So formula was correct If you had typing error, counts would not match!

Making a Histogram To make a single histogram of latitude deviations Choose B56:C68 Select the chart type you want .. INSERT -> select chart type Two examples shown here Bar chart Usual for Histograms Freq distribution as graph Note approximately normal distribution