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How can a solution be represented in a job sequencing problem?

A solution can be represented in two main ways: as a variable-size subset of selected jobs (e.g., S1=J1,J4S1 = {J_1, J_4}), or as a fixed-size binary vector where each position corresponds to a job and the value indicates whether the job is done (1) or not (0) (e.g., S2=1,0,0,1S2 = {1, 0, 0, 1}).

Conditions

  • The problem involves selecting a subset of jobs from a given set.
  • The representation must clearly indicate which jobs are included in the solution.

Reasoning, step by step

  1. Identify the set of all available jobs.
  2. Method 1 (Subset): List the specific jobs chosen for the solution. The size varies based on the number of selected jobs.
  3. Method 2 (Binary Vector): Create a vector of length equal to the total number of jobs. Set the bit to 1 if the corresponding job is selected, and 0 otherwise.
  4. Verify that both representations convey the same selection information.

Example

For jobs J1J_1, J2J_2, J3J_3, J4J_4, selecting J1J_1 and J4J_4 can be written as S1=J1,J4S1 = {J_1, J_4} (subset) or S2=1,0,0,1S2 = {1, 0, 0, 1} (binary vector).

Common misconceptions

  • Assuming the binary vector size changes based on the number of selected jobs.
  • Confusing the order of jobs in the subset representation with the fixed positions in the binary vector representation.

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