In today’s society, as the digital transformation has become widespread rapidly; information technologies also started to develop themselves quickly along with this prevalence. This rapid development and transformation bring about new and different requirements. Situations like reuse of the information, the ability to integrate the obtained information and sharing it, among others, have pushed Semantic Web to the forefront, especially scientifically. Semantic Web, which provides the communication of a machine with other machines, gets a great attention especially in today’s digital age. Probably because of this, significant works have been done on ontology development method and ontology based systems started to be advanced over the last decade. Ontology development methods or ontology based systems play a key role in the integrity, being shared and management of the data. Ontology development method, which is of vital importance in reusability and expandability of real time monitoring systems, is in a position to be accommodable to many architectural systems like Deep Learning architecture at the same time.