This paper presents the motivation and challenges to developing semantic interoperability for an internet of things network that isused in the context of home based care. The paper describes a researchenvironment which examines these challenges and illustrates the motivation through a scenario whereby a network of devices in the home isused to provide high-level information about elderly patients by leveraging from techniques in context awareness, automated reasoning, andconfiguration planning.