Exercise 2.1

For each one of the following sets, determine whether it is a polyhedron.
(a) The set of all (x,y) ∈ ℜ2 satisfying the constraints

xcos ⁡ 𝜃 + ysin ⁡ 𝜃 ≤ 1,∀ ⁡𝜃 ∈ [0,π∕2] x ≥ 0 y ≥ 0.

(b) The set of all x ∈ ℜ satisfying the constraint x2 − 8x + 15 ≤ 0.

(c) The empty set.

Answers

By Definition 2.1, we must represent the sets in question as

{x ∈ ℜn∣Ax ≥b}

for some matrix A ∈ ℜm×n and a vector b ∈ ℜm.

(a)
No. To see why, notice that the set P defined by the constraints in question is, in fact, equal to Q = {x ∈ ℜ2∣x2 + y2 ≤ 1,x ≥0},

and the latter is obviously not a polyhedron.

  • Let x ∈ P. In case that x = 0, we obviously have x ∈ Q. Assume that x > 0. Then, there exists a 𝜃 ∈ [0,π∕2] such that

    cos ⁡ 𝜃 = x x2 + y2,sin ⁡ 𝜃 = 1 − cos ⁡ 2 𝜃 = y x2 + y2.

    But then from xcos ⁡ 𝜃 + ysin ⁡ 𝜃 ≤ 1 we deduce that x2 + y2 ≤ 1. In other words, x ∈ Q, i.e., P ⊆ Q.

  • Take any x ∈ Q and 𝜃 ∈ [0,π∕2]. Then,

    0 ≤ xcos ⁡ 𝜃 + ysin ⁡ 𝜃 = |xcos ⁡ 𝜃 + ysin ⁡ 𝜃|≤x2 + y2cos ⁡ 2 𝜃 + sin ⁡ 2 𝜃 ≤ 1.

    In other words, x ∈ P, i.e., Q ⊆ P.

We have thus established that P = Q. But Q is not a polyhedron (see this answer on why a ball is not a polyhedron). Thus, P is not a polyhedron as well.

PIC
Figure 1: Figure defined by xcos ⁡ 𝜃 + ysin ⁡ 𝜃 ≤ 1(∀ ⁡𝜃 ∈ [0,π∕2]) and x,y ≥ 0.
(b)
Yes. Using the standard procedure to find the zeros of a quadratic equation, we can equivalently rewrite x2 − 8x + 14 ≤ 0 as (x − 3)(x − 5) ≤ 0, which is equivalent to saying that both x − 3 ≥ 0 and x − 5 ≤ 0 must hold. In other words, {x ∈ ℜ∣x2 − 8x + 14 ≤ 0} = {x ∈ ℜ | [−1 1 ]x ≥ [−5 3 ] }.

(c)
Yes. Empty set can be represented as a solution to any unsolvable system of linear equations. For instance, if we demand both x + y ≥ 1 and x,y ≤ 0, then the polyhedron inequality [ 1 1 −1 0 0 −1 ] [x y ] ≥ [1 0 0 ].

characterizes a polyhedron and the empty set.

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2021-11-07 18:07
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(a) Consider the polar coordinate system. Let x = rcos ⁡ t,y = rsin ⁡ t, r ≥ 0, t ∈ [0,2π]. Then xcos ⁡ 𝜃 + ysin ⁡ 𝜃 ≤ 1 ⇔ rcos ⁡ (𝜃 − t) ≤ 1 and x ≥ 0,y ≥ 0 ⇔ t ∈ [0, π 2 ]. Since the inequality must hold for all 𝜃 ∈ [0, π 2 ], we have r ≤ 1. Therefore, the set actually is a quarter of a unit circle and hence is not a polyhedron.

(b) We can equivalently write

x2−8x+15 ≤ 0 ⇔ {x ≤ 5 x ≥ 3

Thus, the set is a polyhedron of the form {x ∈ ℝ∣x ≥ 3,x ≤ 5}.

(c) Empty set is a polyhedron. An example is {x ∈ ℝ∣x ≥ 1,x ≤ 0}.

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2021-12-08 17:16
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