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resource-allocation's Introduction

resource-allocation

Resource allocation for users in G.Fast
Simplest case:
Assumption 1: All users have equal rate requirement w
Assumption 2: All n-tuples of users sharing a time slot get the same bit-loading

File simplest_case_test is a test file that specifies the inputs :
T = number of time slots
N = number of users
g = vector specifying rates of users transmitting together
w = rate requirement (constraint) of each user

Uses two functions:

  1. DP_table : It computes the Dynamic Programming table, given the inputs and the choice for discretization of the users' requirements
  2. a_star : It takes as input the DP table, and uses the A* algorithm to find the optimal solution that satisfies each users requirements.

This program basically computes the following:

  1. The lower bound solution from DP that satifies the sum-constraint of all uses, but may or may not satisfy each user's individual constraints
  2. The upper bound solution from the DP table (by allowing overfitting), that satisfies each user's constraints
  3. The optimal solution from the A* algorithm which lies between the lower and upper bounds provided by the DP table.

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