Publications by authors named "Muhammad Golam Kibria"
Article Synopsis
- The paper discusses a method to improve gait management through integrating IoT and machine learning with ankle-foot orthosis (AFO) devices, aimed at providing better support for individuals with walking difficulties.
- It entails equipping smart AFOs with sensors to gather muscle activity and movement data, which is then analyzed using various machine learning techniques to detect different walking phases.
- Results show that a Transformer model accurately predicts walking phases with 98.97% accuracy, allowing for personalized care recommendations and enabling continuous monitoring by physicians and patients.
In the ubiquitous Internet of Things (IoT) environment, reusing objects instead of creating new one has become important in academics and industries. The situation becomes complex due to the availability of a huge number of connected IoT objects, and each individual service creates a new object instead of reusing the existing one to fulfill a requirement. A well-standard mechanism not only improves the reusability of objects but also improves service modularity and extensibility, and reduces cost.
View Article and Find Full Text PDFDue to a very large number of connected virtual objects in the surrounding environment, intelligent service features in the Internet of Things requires the reuse of existing virtual objects and composite virtual objects. If a new virtual object is created for each new service request, then the number of virtual object would increase exponentially. The Web of Objects applies the principle of service modularity in terms of virtual objects and composite virtual objects.
View Article and Find Full Text PDFUser-centric service features in a Web of Object-enabled Internet of Things environment can be provided by using a semantic ontology that classifies and integrates objects on the World Wide Web as well as shares and merges context-aware information and accumulated knowledge. The semantic ontology is applied on a Web of Object platform to virtualize the real world physical devices and information to form virtual objects that represent the features and capabilities of devices in the virtual world. Detailed information and functionalities of multiple virtual objects are combined with service rules to form composite virtual objects that offer context-aware knowledge-based services, where context awareness plays an important role in enabling automatic modification of the system to reconfigure the services based on the context.
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