Problem 45431. Pitting corrosion on a metal plate: Count the number of pits

Created by Karl Ezra Pilario

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{"relationships":[{"relationshipType":"http://schemas.mathworks.com/matlab/code/2013/relationships/document","targetMode":"","relationshipId":"rId1","target":"/matlab/document.xml"},{"relationshipType":"http://schemas.mathworks.com/matlab/code/2013/relationships/output","targetMode":"","relationshipId":"rId2","target":"/matlab/output.xml"}],"parts":[{"partUri":"/matlab/document.xml","relationship":[],"contentType":"application/vnd.mathworks.matlab.code.document+xml","content":"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<w:document xmlns:w=\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\"><w:body><w:p><w:pPr><w:pStyle w:val=\"text\"/></w:pPr><w:r><w:t>You are given an N x M matrix of</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>ones</w:t></w:r><w:r><w:t> and</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>zeros</w:t></w:r><w:r><w:t>, which represents an image of a rectangular metal plate taken from the hull of a ship. Each element of the matrix denotes an area of the plate: The</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>ones</w:t></w:r><w:r><w:t> denote areas where the plate has corroded visibly, whereas</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>zeros</w:t></w:r><w:r><w:t> are areas where the metal is still in good condition. The</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:b/></w:rPr><w:t>corroded areas</w:t></w:r><w:r><w:t> (the matrix elements with</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>ones</w:t></w:r><w:r><w:t>) can be found at multiple points on the metal plate.</w:t></w:r></w:p><w:p><w:pPr><w:pStyle w:val=\"text\"/></w:pPr><w:r><w:t>A collection of</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:b/></w:rPr><w:t>corroded areas</w:t></w:r><w:r><w:t> that are next to each other is called a</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>pit</w:t></w:r><w:r><w:t>. Pits can come at different sizes, depending on how much they grew over the years. Pitting corrosion is important to quantify because it gives an idea of the reliability of the ship structure.</w:t></w:r></w:p><w:p><w:pPr><w:pStyle w:val=\"text\"/></w:pPr><w:r><w:t>For this problem, a</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>pit</w:t></w:r><w:r><w:t> is defined more clearly as follows: Two</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:b/></w:rPr><w:t>corroded areas</w:t></w:r><w:r><w:t> at [row</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>R1</w:t></w:r><w:r><w:t>, column</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>C1</w:t></w:r><w:r><w:t>] and [row</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>R2</w:t></w:r><w:r><w:t>, column</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>C2</w:t></w:r><w:r><w:t>] belong to the</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:i/></w:rPr><w:t>same pit</w:t></w:r><w:r><w:t> if and only if</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:rFonts w:cs=\"monospace\"/></w:rPr><w:t>max(abs(R1-R2),abs(C1-C2)) &lt;= 1</w:t></w:r><w:r><w:t>. In other words, if two</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:b/></w:rPr><w:t>corroded areas</w:t></w:r><w:r><w:t> are adjacent horizontally, vertically, or diagonally, then both are considered to belong to the same pit.</w:t></w:r></w:p><w:p><w:pPr><w:pStyle w:val=\"text\"/></w:pPr><w:r><w:t>Write a function that accepts a matrix X denoting the image in question. Output the number of distinct separate pits found in this image. You are ensured that the size of the matrix is constrained at 1 &lt;= N &lt;= 20 and 1 &lt;= M &lt;= 20.</w:t></w:r></w:p><w:p><w:pPr><w:pStyle w:val=\"text\"/></w:pPr><w:r><w:t>As an example, consider the following 10 x 10 image (left). The</w:t></w:r><w:r><w:t> </w:t></w:r><w:r><w:rPr><w:b/></w:rPr><w:t>corroded areas</w:t></w:r><w:r><w:t> that belong to the same pit are then labeled, showing that there are 5 distinct separate pits (right).</w:t></w:r></w:p><w:p><w:pPr><w:pStyle w:val=\"code\"/></w:pPr><w:r><w:t><![CDATA[ Sample test case:\n X = [0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0\n 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0\n 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 4 4 0\n 0 0 0 1 0 0 0 1 1 0 0 0 0 1 0 0 0 4 4 0\n 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n 0 0 1 0 0 0 0 1 0 0 0 0 2 0 0 0 0 5 0 0\n 0 0 0 1 0 0 0 1 1 0 0 0 0 2 0 0 0 5 5 0\n 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 5 0\n 0 0 0 0 1 1 0 0 0 0]; 0 0 0 0 3 3 0 0 0 0\n There are 5 pits in this image.]]></w:t></w:r></w:p></w:body></w:document>"},{"partUri":"/matlab/output.xml","contentType":"text/xml","content":"<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\" ?><embeddedOutputs><metaData><evaluationState>manual</evaluationState><layoutState>code</layoutState><outputStatus>ready</outputStatus></metaData><outputArray type=\"array\"/><regionArray type=\"array\"/></embeddedOutputs>"}]}

You are given an N x M matrix of ones and zeros, which represents an image of a rectangular metal plate taken from the hull of a ship. Each element of the matrix denotes an area of the plate: The ones denote areas where the plate has corroded visibly, whereas zeros are areas where the metal is still in good condition. The corroded areas (the matrix elements with ones) can be found at multiple points on the metal plate.A collection of corroded areas that are next to each other is called a pit. Pits can come at different sizes, depending on how much they grew over the years. Pitting corrosion is important to quantify because it gives an idea of the reliability of the ship structure.For this problem, a pit is defined more clearly as follows: Two corroded areas at [row R1, column C1] and [row R2, column C2] belong to the same pit if and only if <tt>max(abs(R1-R2),abs(C1-C2)) &lt;= 1</tt>. In other words, if two corroded areas are adjacent horizontally, vertically, or diagonally, then both are considered to belong to the same pit.Write a function that accepts a matrix X denoting the image in question. Output the number of distinct separate pits found in this image. You are ensured that the size of the matrix is constrained at 1 &lt;= N &lt;= 20 and 1 &lt;= M &lt;= 20.As an example, consider the following 10 x 10 image (left). The corroded areas that belong to the same pit are then labeled, showing that there are 5 distinct separate pits (right).<pre> Sample test case:
 X = [0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0
 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 4 4 0
 0 0 0 1 0 0 0 1 1 0 0 0 0 1 0 0 0 4 4 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 1 0 0 0 0 1 0 0 0 0 2 0 0 0 0 5 0 0
 0 0 0 1 0 0 0 1 1 0 0 0 0 2 0 0 0 5 5 0
 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 5 0
 0 0 0 0 1 1 0 0 0 0]; 0 0 0 0 3 3 0 0 0 0
 There are 5 pits in this image.</pre>

You are given an N x M matrix of _ones_ and _zeros_, which represents an image of a rectangular metal plate taken from the hull of a ship. Each element of the matrix denotes an area of the plate: The _ones_ denote areas where the plate has corroded visibly, whereas _zeros_ are areas where the metal is still in good condition. The *corroded areas* (the matrix elements with _ones_) can be found at multiple points on the metal plate.

A collection of *corroded areas* that are next to each other is called a _pit_. Pits can come at different sizes, depending on how much they grew over the years. Pitting corrosion is important to quantify because it gives an idea of the reliability of the ship structure.

For this problem, a _pit_ is defined more clearly as follows: Two *corroded areas* at [row _R1_, column _C1_] and [row _R2_, column _C2_] belong to the _same pit_ if and only if |max(abs(R1-R2),abs(C1-C2)) <= 1|. In other words, if two *corroded areas* are adjacent horizontally, vertically, or diagonally, then both are considered to belong to the same pit.

Write a function that accepts a matrix X denoting the image in question. Output the number of distinct separate pits found in this image. You are ensured that the size of the matrix is constrained at 1 <= N <= 20 and 1 <= M <= 20.

As an example, consider the following 10 x 10 image (left). The *corroded areas* that belong to the same pit are then labeled, showing that there are 5 distinct separate pits (right).

Sample test case:
  X = [0 0 1 0 0 0 0 0 0 0        0 0 1 0 0 0 0 0 0 0
       0 1 1 0 0 0 0 0 0 0        0 1 1 0 0 0 0 0 0 0
       0 0 1 1 0 0 0 1 1 0        0 0 1 1 0 0 0 4 4 0
       0 0 0 1 0 0 0 1 1 0        0 0 0 1 0 0 0 4 4 0
       0 0 0 0 0 0 0 0 0 0        0 0 0 0 0 0 0 0 0 0
       0 0 0 0 0 0 0 0 0 0        0 0 0 0 0 0 0 0 0 0
       0 0 1 0 0 0 0 1 0 0        0 0 2 0 0 0 0 5 0 0
       0 0 0 1 0 0 0 1 1 0        0 0 0 2 0 0 0 5 5 0
       0 0 0 0 0 0 0 0 1 0        0 0 0 0 0 0 0 0 5 0
       0 0 0 0 1 1 0 0 0 0];      0 0 0 0 3 3 0 0 0 0
  There are 5 pits in this image.

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Nikolaos Nikolaou on 7 Jun 2020

Why is rand out on these ? :)

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Brandon on 27 Jan 2023 at 16:48

mother of god.

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Problem 45431. Pitting corrosion on a metal plate: Count the number of pits

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