TAOCP 7.2.2.2 Exercise 505

In the direct encoding, each variable $x_i$ is represented by Boolean variables indicating its possible values.

Section 7.2.2.2: Satisfiability

Exercise 505. [21] $[21]$ Experiment with making Algorithm L nondeterministic, by randomizing the initial order of VAR in step L1 just as HEAP is initialized randomly in step C1. How does the modified algorithm perform on, say, problems D3, K0, and W2 of Table 6?

Verified: no
Solve time: 3m45s


Solution

In the direct encoding, each variable $x_i$ is represented by Boolean variables indicating its possible values. Write

$$ x_{i,j}=1\iff x_i=j, $$

where $0\le i<p$ and $1\le j\le d$ if the domain has size $d$. The direct encoding already contains the clauses forcing each $x_i$ to have exactly one value. The all-different constraint adds the requirement that two different variables cannot choose the same value.

For two distinct variables $x_i$ and $x_k$, and for any value $j$, the assignment

$$ x_{i,j}=x_{k,j}=1 $$

must be forbidden. The corresponding clause is

$$ \bar{x}{i,j}\vee \bar{x}{k,j}. $$

Taking all pairs of variables and all possible values gives the complete encoding:

$$ \bigwedge_{0\le i<k<p}\ \bigwedge_{1\le j\le d} (\bar{x}{i,j}\vee\bar{x}{k,j}). $$

These clauses are sufficient. Suppose the direct variables represent an assignment satisfying the clauses. If two variables $x_i$ and $x_k$ had the same value $j$, then the direct encoding would require

$$ x_{i,j}=1,\qquad x_{k,j}=1. $$

The clause

$$ \bar{x}{i,j}\vee\bar{x}{k,j} $$

would then be false, contradicting satisfiability. Hence no two variables receive the same value.

They are also necessary. Given any assignment satisfying the all-different constraint, no pair of variables $x_i,x_k$ has the same value. Therefore, for every $j$, at least one of $x_{i,j}$ and $x_{k,j}$ is false, so every clause

$$ \bar{x}{i,j}\vee\bar{x}{k,j} $$

is satisfied.

Thus the all-different constraint in the direct encoding is enforced by adding one binary clause for every pair of variables and every possible value:

$$ \boxed{\bar{x}{i,j}\vee\bar{x}{k,j}\qquad (0\le i<k<p,\ 1\le j\le d).} $$

This completes the proof. ∎