وليد هادي مظلوم الكردي

Engineering, mathematics, and even medical diagnostics all use deep data extraction for knowledge discovery and extraction. Many benchmark datasets exist in which a large amount of research is taking place in relation to genomics and medical data analytics. Data analytics and dynamic clustering are utilized to identify cancer in this research publication, which outlines the evaluation patterns and methodologies employed for this purpose. Working with medical datasets and their important properties, a data mining procedure may be trained, and thus a predictions variety can be made on various parameters.

One of the main design issues for a sensor network is conservation of energy available at each sensor node. Wireless sensor networks use battery operated computing and sensing devices. A network of these devices will collaborate for a common application such as environmental monitoring and military applications. In this proposed work the author proposed the Multi-Ma protocol in the three phases to improve the energy efficiency in MAC Protocol. In MAC protocol there is only one cluster in a specific area. Where as in this proposed work the author will deployed the sensors in the specific area in form of layers and done the clustering and each cluster head is communication with the Base Station. Second thing the author discuss about the sensor used in the proposed deployment technique.

Wireless Notes (Motes) are having susceptible and vulnerable issues in terms of energy consumption and power optimization. In most of the applications, the power factor of the notes decay very frequently and these are non-chargeable. A wireless sensor node is a popular solution when it is difficult or impossible to run a mains supply to the sensor node. However, since the wireless sensor node is often placed in a hard-to-reach location, changing the battery regularly can be costly and inconvenient. An important aspect in the development of a wireless sensor node is ensuring that there is always adequate energy available to power the system. This article surveys and classifies the energy aware routing protocols proposed for MANETs. They minimize either the active communication energy required to transmit or receive packets or the inactive energy consumed when a mobile node stays idle but listens to the wireless medium for any possible communication requests from other nodes. Transmission power control approach and load distribution approach belong to the former category, and sleep/power-down mode approach belongs to the latter category. While it is not clear that any particular algorithm or a class of algorithms is the best for all scenarios, each protocol has definite advantages/disadvantages and is wellsuited for certain situations. This manuscript highlights various factors and parameters more energy efficient mechanisms.

The wireless sensor network is built of virtually interconnected nodes that can vary from a few to several hundreds or even thousands. Each such sensor network node has typically several parts: a radio transceiver with an internal antenna or connection to an external antenna, a microcontroller, an electronic circuit for interfacing with the sensors and an energy source, usually a battery or an embedded form of energy harvesting. The topology of the WSNs can vary from a simple star network to an advanced multi-hop wireless mesh network. In existing Mac protocol, each node will attempt to transfer the packets unaware of the mode. Each node will transfer packet to other nodes even though the destination node in sleep mode and in this Mac protocol, more than one node that are close to each other sense the same event and they need to transmit the data where these nodes are picked randomly. This results in collision and energy consumption. In the proposed approach, power consumption can be reduced by designing the power-aware communication protocols in the data link layer and more specifically in the Media Access Control (MAC) layer protocols. MAC protocols are needed to control access to a shared medium by defining how and when nodes may access the medium. The energy consumption in MAC protocols mainly happens when the node is just listening and waiting for a packet to be sent. Efficient MAC protocols have a great effect on the power consumption for wireless sensor networks as they affect the efficiency of controlling and exchanging data. In this proposed protocol, Sensor nodes have very short listening time which would …

Wireless Notes (Motes) are having susceptible and vulnerable issues in terms of energy consumption and power optimization. In most of the applications, the power factor of the notes decay very frequently and these are non-chargeable. A wireless sensor node is a popular solution when it is difficult or impossible to run a mains supply to the sensor node. However, since the wireless sensor node is often placed in a hard-to-reach location, changing the battery regularly can be costly and inconvenient. An important aspect in the development of a wireless sensor node is ensuring that there is always adequate energy available to power the system. This article surveys and classifies the energy aware routing protocols proposed for MANETs. They minimize either the active communication energy required to transmit or receive packets or the inactive energy consumed when a mobile node stays idle but listens to the wireless medium for any possible communication requests from other nodes. Transmission power control approach and load distribution approach belong to the former category, and sleep/power-down mode approach belongs to the latter category. While it is not clear that any particular algorithm or a class of algorithms is the best for all scenarios, each protocol has definite advantages/disadvantages and is wellsuited for certain situations. This manuscript highlights various factors and parameters more energy efficient mechanisms.