IIC Journal of Innovation 13th Edition | Page 42

Common Logical Data Model: Basis for Global ITS Innovation all-encompassing model that can be mapped to all implementations. the key terms related to our data elements. This includes not only the terms directly identified in the names of our data elements (i.e., latitude) but also the other key terms within its definition. For example, the definition of “latitude” in SAE J2735 begins, “The geographic latitude of an object…” In this case, we need to define “object” as well as “latitude.” Further, when combined with information from SAE J2945/1, we discover that the type of object of interest within the BSM is a “vehicle.” Thus, we also need to unambiguously define what a “vehicle” is. C ONCEPTUAL D ATA M ODEL Before the logical data model is developed, the community needs to reach consensus on a vocabulary for the domain as documented through a formal structure such as the Web Ontology Language (OWL). 38 The goal of this effort is to formalize the definition of terms and to clearly and unambiguously identify relationships between terms. One of the benefits of an OWL ontology is that it defines terminology in a format that can be processed by computers and thereby enable the semantic web. In other words, by formally defining relationships among human terminology in this format, computer systems can more easily process the semantics contained within written text. This is one of the enabling technologies that can enable artificial intelligence through the use of deep learning. According to the rules of ISO 704, the formal definition of each term should be based on a formal concept model that defines how this term relates to other terms. This can be shown using the Object Management Group’s (OMG’s) Ontology Definition Metamodel (ODM), a standard that defines how to describe OWL ontologies using a profile of UML class diagrams as depicted in Figure 6. 39 Applying this process to our previous example, we need to formally define all of 38 OWL 2 Web Ontology Language Document Overview, W3C, 11 December 2012. https://www.w3.org/TR/owl2-overview/ 39 Ontology Definition Model, Object Management Group, September 2014. https://www.omg.org/spec/ODM IIC Journal of Innovation - 38 -