IoMT-Enabled Fusion-Based Model to Predict Posture for Smart Healthcare Systems

Abstract

Smart healthcare applications depend on data from wearable sensors (WSs) mounted on a patient's body for frequent monitoring information. Healthcare systems depend on multi-level data for detecting illnesses and consequently delivering correct diagnostic measures. The collection of WS data and integration of that data for diagnostic purposes is a difficult task. This paper proposes an Errorless Data Fusion (EDF) approach to increase posture recognition accuracy. The research is based on a case study in a health organization. With the rise in smart healthcare systems, WS data fusion necessitates careful attention to provide sensitive analysis of the recognized illness. As a result, it is dependent on WS inputs and performs group analysis at a similar rate to improve diagnostic efficiency. Sensor breakdowns, the constant time factor, aggregation, and analysis results all cause errors, resulting in rejected or incorrect suggestions. This paper resolves this problem by using EDF, which is related to patient situational discovery through healthcare surveillance systems. Features of WS data are examined extensively using active and iterative learning to identify errors in specific postures. This technology improves position detection accuracy, analysis duration, and error rate, regardless of user movements. Wearable devices play a critical role in the management and treatment of patients. They can ensure that patients are provided with a unique treatment for their medical needs. This paper discusses the EDF technique for optimizing posture identification accuracy through multi-feature analysis. At first, the patients' walking patterns are tracked at various time intervals. The characteristics are then evaluated in relation to the stored data using a random forest classifier.

The Transformational Leadership of the Founding Leaders of the United Arab Emirates: Sheikh Zayed Bin Sultan Al Nahyan and Sheikh Rashid Bin Saeed Al Maktoum

“…According to [36][91], charisma help leaders provide vision and sense of mission, instill pride, and gain the respect and trust of their followers, inspiration is the communicating high expectations, using symbols to focus efforts, and expressing important purposes to followers, intellectual stimulation is promoting intelligence, rationality, and careful problem solving, and the individualized consideration is giving personal attention, treats each employee individually, coaches, and advise. [36] claimed that transformational leaders could be directive or participative, authoritarian, or democratic [92] [93].…”

Impact of Transportation Accessibility on Economic Growth at Uae Maritime Industry

“…Furthermore, this availability has caused a great impact in the export and import of products from continent to another, which has divided gaps and has turned the world into what we now know as the 'global village,' as business activity stretched beyond borders [88], [89], supplying specially manufactured products and creating strong ties between governments [90]- [92]. Due to such developments, the innovation that has occurred and is constantly being upgraded in the industry is notable [93]- [95].…”

Impact on Transportation Flexibility on Economic Growth at Uae’s Maritime Industry

“…High density transport infrastructure and highly connected networks are usually associated with high levels of development [128]- [131]. When transportation systems are efficient [132], they provide economic and social opportunities and benefits, resulting in positive multiplication effects such as improved access to markets [133], employment, and additional investment [134]- [136]. When transportation systems are low in terms of capacity or reliability, they may have economic costs such as reduced or lost opportunities and lower quality of life [85], [137]- [139].…”