Energy consumption of Wireless Sensor Networks (WSN) is an important aspect in
the design requirement. This is especially true in a situation where WSN is being
operated in isolated areas and thus relying on batteries due to unavailability of power
infrastructure. Since energy efficiency is the main concern in the deployment of WSN,
the sensor node must keep track of the charge that is left in the battery, commonly
referred as the State of Charge (SoC). To prevent the discontinuation of the operation
of the sensor node from power cut off, it is important to find an analytic model for
the battery’s state of charge. In this paper, an optimized structure of Multi-Layer
Perceptron (MLP) is utilized to obtain a model of the battery state-of-charge in
wireless sensor nodes. Results show the suitability of the method that produces
accurate and simple models, capable of being implemented even in low cost and very
constrained real motes.
Four hundred and forty three teachers from eight ran-domly selected primary schools were enrolled in this study which was aimed at determining the knowledge regarding child abuse and neglect among primary school teachers in Kuala Lumpur. The areas that were examined included characteristics of child abusers and abused children. The results showed that the marital status of the teachers did not influence their level of knowledge and there was no significant difference between novice and senior teachers. The most impor-tant finding here was that knowledge regarding sexual and physical abuse was lacking in the teachers surveyed.
The two vital aspects of treatment for patients with tha-lassaemia are regular blood transfusions and iron chela-tion therapy. Unfortunately, the use of blood transfu-sions exposes these patients to the risks of acquiring transfusion related viral infections such as hepatitis C. Patients who acquire the hepatitis C virus (HCV) may develop chronic hepatitis and later on hepatocellular carcinoma. Hence, patients with thalassaemia should be regularly screened for the presence of HCV. We report here the results of a cross-sectional study conducted in a typical day-care centre for thalassaemics at the Hospital Universiti Kebangsaan Malaysia, involving 85 multiply transfused patients. We found that 19 patients (22.4%) were seropositive for HCV and two of them had positive HCV-RNA. Those who had started receiv-ing their transfusions before 1995, i.e. the year routine screening for HCV amongst blood donors were com-menced, and those who received transfusions 2-4 week-ly had a significantly higher risk of acquiring HCV infection.