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  1. During emergencies like fire and smoke or active shooter events, there is a need to address the vulnerability and assess plans for evacuation. With the recent improvements in technology for smartphones, there is an opportunity for geo-visual environments that offer experiential learning by providing spatial analysis and visual communication of emergency-related information to the user. This paper presents the development and evaluation of the mobile augmented reality application (MARA) designed specifically for acquiring spatial analysis, situational awareness, and visual communication. The MARA incorporates existing permanent features such as room numbers and signages in the building as markers to display the floor plan of the building and show navigational directions to the exit. Through visualization of integrated geographic information systems and real-time data analysis, MARA provides the current location of the person, the number of exits, and user-specific personalized evacuation routes. The paper also describes a limited user study that was conducted to assess the usability and effectiveness of the MARA application using the widely recognized System Usability Scale (SUS) framework. The results show the effectiveness of our situational awareness-based MARA in multilevel buildings for evacuations, educational, and navigational purposes. 
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  2. Indoor navigation in complex building environments poses significant challenges, particularly for individuals who are unfamiliar with their surroundings. Mixed reality (MR) technologies have emerged as a promising solution to enhance situational awareness and facilitate navigation within indoor spaces. However, there is a lack of spatial data for indoor environments, including outdated floor plans and limited real-time operational data. This paper presents the development of a mixed-reality application for indoor building navigation and evacuation. The application uses feature extraction for location sensing and situational awareness to provide accurate and reliable navigation in any indoor environment using Microsoft HoloLens. The application can track the user's position and orientation and give the user-specific information on how to evacuate the building. This information is then used to generate navigation instructions for the user. We demonstrate how this mixed reality HoloLens application can provide spatially contextualized 3D visualizations that promote spatial knowledge acquisition and situational awareness. These 3D visualizations are developed as an emergency evacuation and navigation tool to aid the building occupants in safe and quick evacuation. Experimental results demonstrate the effectiveness of the application, providing 3D visualizations of multilevel spaces and aiding individuals in understanding their position and evacuation path during emergencies. We believe that adopting mixed reality technologies, such as the HoloLens, can greatly enhance individuals' ability to navigate large-scale environments during emergencies by promoting spatial knowledge acquisition and supporting cognitive mapping. 
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