A Context-Responsive LSTM based IoT Enabled E- Healthcare Monitoring System for Arrhythmia Detection

Detecting Arrhythmia, a life-threatening cardiac condition, in real-time is crucial for timely intervention and improved healthcare outcomes. Traditional manual methods for Arrhythmia detection using Electrocardiogram (ECG) signals are error-prone and resource-intensive. To address these limitations, this paper presents an automated system based on the Context Responsive Long Short-Term Memory (CR-LSTM) model for real-time Arrhythmia classification. The system leverages IoT technology to continuously monitor vital signs and effectively combines contextual information with temporal sensor data to accurately discern different types of Arrhythmias. The CR-LSTM model achieves an impressive accuracy of 99.72% in multiclass classification of Arrhythmias, making it a promising solution for dynamic healthcare settings and proactive personalized care

Electroless nano zinc oxide–activate carbon composite supercapacitor electrode

An electroless deposition process was used to synthesize the nanostructured zinc oxide (ZnO)–activated carbon (AC) as supercapacitor. The composite oxide was studied by high resolution transmission electron microscopy (HRTEM), scanning electron microscopy (FESEM), energy dispersive X-ray spectroscopy (EDX) and X-ray diffraction analysis (XRD). The electrochemical performance of the nanocomposite was analyzed through cyclic voltammetry (CV) and AC impedance spectroscopy (EIS) in 0.1 M Na2SO4 as electrolyte. A specific capacitance 187 F g−1 at a scan rate of 5 mV s−1 was obtained using cyclic voltammetry (CV) and a nearly rectangular shaped CV curve was observed for the composite oxide. The supercapacitor was quite stable during charge–discharge cycling and exhibited constant capacitance during the long-term cycling. It also yielded a specific capacitance 171 F g−1 at 5 mA cm−2 with a high energy density of 21.9 Wh kg−1 and 4.2 kW kg−1 of power density. Due to unique structure of prepared ZnO–AC nanocomposite, it is a promising candidate for supercapacitor

Polymers and polymer composites for adsorptive removal of dyes in water treatment

The discharge of wastewater containing dyes causes severe problems worldwide, which must be properly treated before entering the environment. Adsorption is believed to be one of the favourable techniques to remove dyes because of its environmental and economic sustainability. This chapter reviewed the recent development of polymers and polymer composites reported as adsorbents for treating dye-contaminated wastewater, including surface modification/functionalization of polymers, polyaniline and its composites, magnetic polymer composites, polymer/clay composites and polymer/by-products or waste composites. The adsorption performance of adsorbents was discussed in correlation with a number of factors, such as the properties of dyes, surface chemistry or structures of adsorbents, as well as operation conditions, e.g. initial dye concentration, solution pH, temperature, and the presence of other salts, etc. In addition, the regeneration and reusability of developed adsorbents were covered