Due to high versatility and widespread adoption, PDF documents are widely exploited for launching attacks by cyber criminals. PDFs have been conventionally utilized as an effective method spreading malware. Automated detection classification of malware essential accomplish security. Latest developments artificial intelligence (AI) deep learning (DL) models pave a way automated In this view, art...

In this paper, the Invasive Weeds optimization( IWO) is exploited to produce the array radiation pattern that is nearest to the desired objective which exhibits sidelobe level (SLL) suppression and/or null placement. The inter-element position of even element Linear Arrays Array (LAA) is optimized and relocated whilst maintaining uniform excitation over the array aperture and the phase of the a...

Energy is very important nowadays and it has become essential for human life. More amount of energy necessary a community with increased living standards population. This causes an increase in consumption. one the most significant problems across world today; therefore, should be generated at best level. Excessive generation makes countries lose money while less crises. Therefore, need to adjus...

Heuristic optimization provides a robust and efficient approach for extracting approximate solutions of multi-objective problems because of their capability to evolve a set of non-dominated solutions distributed along the Pareto frontier. The convergence rate and suitable diversity of solutions are of great importance for multi-objective evolutionary algorithms. The focu...

The significance of accurate heating load (HL) approximation is the primary motivation this research to distinguish most efficient predictive model among several neural-metaheuristic models. proposed models are formulated through synthesizing a multi-layer perceptron network (MLP) with ant lion optimization (ALO), biogeography-based (BBO), dragonfly algorithm (DA), evolutionary strategy (ES), i...

One of the effectual text classification approaches for learning extensive information is incremental learning. The big issue that occurs enhancing accuracy, as comprised a large number terms. In order to address this issue, new approach designed using proposed hybrid optimization algorithm named Henry Fuzzy Competitive Multi-verse Optimizer (HFCVO)-based Deep Maxout Network (DMN). Here, optima...

Providing appropriate home health care is one of the increasing concerns in organizations. Home Health Care provides various services for disabled or elderly individuals at their homes. Also, deal with current critical situation coronavirus disease (COVID-19) due to limited capacity hospitals and feeling insecurity crowded places, more recommended. This paper addresses a Routing Scheduling Prob...

the dynamic facility layout problem (dflp) is the problem of finding positions of departments onthe plant floor for multiple periods (material flows between departments change during the planning horizon)such that departments do not overlap, and the sum of the material handling and rearrangement costs isminimized. in this paper a new optimization algorithm inspired from colonizing weeds, invasi...