If the incident were an act of disturbance, Prayut wants agencies concerned to bring the culprits to justice as soon as possible, Sansern said.
Prayut gave the order via his deputy, General Prawit Wongsuwan, Sansern added.
Police said the explosion was caused by gas pressure building up inside the PVC pipe of an advertising sign.
Two women were slightly injured.