Abstract-The goal of the proposed method is to develop shape prediction algorithm using fuzzy that is computationally fast and invariant. To predict the overlapping and joined shapes accurately, a method of shape prediction based on erosion and over segmentation is used to estimate values for dependent variables from previously unseen predictor values based on the variation in an underlying learning data set.
Image restoration is the process of clearing the degraded image to obtain the original image. The main aim of the work is to restore the blurred X-Ray image using Blind Image Restoration. It is very important part of image restoration to recover image without the knowledge of the reason of its degradation. At first, the original X-Ray image is degraded using the Degradation Model. With the addition of blur we get the blurred X-Ray image. In the edges of the blurred X-Ray image, the ringing effect can be detected using Ant Colony Optimization method and then it can be removed before restoration process. An estimate is done about the unknown degradation function and using that an estimate of the original X-Ray image is produced. Ant colony Optimization (ACO) is a nature inspired optimization algorithm that is motivated by the natural foraging behavior of ant species.
Abstract:MANET is a self-configuring network, in which topology is dynamic. These nodes are struggling to cope with the normal effect of radio communication channels, multi-user interference, multi-path fading etc. The design of an optimum routing protocol for MANET is highly difficult. To determine the connectivity of network organizations, there is a need for an efficient algorithm link scheduling, and routing in such dynamic scenarios, becomes very important. The efficiency of a routing algorithm depends on the proficient and winning route computation. Usually, the shortest path algorithm is a successful method to calculate the optimal way in static networks. But this idea is not possible in MANET platform. There are many factors which can be considered for routing. Multihop paths are used in MANET for interconnecting the nodes. All the nodes are present in the network which are used for path construction for delivering a packet from source to destination node.
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