This study proposes a hybrid predictive maintenance framework that integrates the Kolmogorov-Arnold Network (KAN) with Short-Time Fourier Transform (STFT) for intelligent fault diagnosis in industrial rotating machinery. The method is designed to address challenges posed by non-linear and non-stationary vibration signals under varying operational conditions. Experimental validation using the FALEX multispecimen test bench demonstrated a high classification accuracy of 97.5%, outperforming traditional models such as SVM, Random Forest, and XGBoost. The approach maintained robust performance across dynamic load scenarios and noisy environments, with precision and recall exceeding 95%. Key contributions include a hardware-accelerated K

كنا ولا نزال نقرأ عن انهيار اسهم بورصة وول ستريت في نيويورك عام 1929 لكننا لم نعايش ذلك الحدث الاقتصادي الكبير، اما الان فإننا نرى ونسمع ونحس بتداعيات هذه الازمة المالية بل الاقتصادية العالمية الحالية.

وهذه الشرارة التي كانت بدأت قبل حوالي 80 عاماً ها هي تعيد نفسها اليوم وتبدأ من نفس المكان- بورصة وول ستريت في نيويورك.

واذا كنا قرأنا عن انهيار نظام برتن- وودز بعد الحرب العالمية الث

this paper consists of three sections, Section one deals with the most important difficulties and characteristics of English subordinate clauses whereas section two tackles the difficulties faced by the Iraqi EFL students at the third year in the Department of English, College of languages, University of Baghdad in recognizing and producing the subordinate clauses submitting them to a test consisting of two questions (recognition and production). Finally, some pedagogical recommendation of the findings can be found in section four.

Personalism emerged in a historical era in which the world, Europe and France were witnessing the end of a civilizational era that extended from the end of the Middle Ages until the beginning of the twentieth century, characterized by being capitalist in structure, liberal in method and bourgeois in values. Personalism came not only as an attempt to respond to a new era witnessing the birth of a new civilization whose features are still vague, but also as a response to the materialistic and existentialist Marxist school, which defined its ultimate goal as remaking the (Renaissance). Personalism originated with the French thinker (Charles Renouvier) in the late nineteenth century, but it did not witness its true revolution until the French

Embracing digital technological advancements in media and communication has led government entities to adopt communication practices fully aligned with the digital and networked system in government communication. Traditional media practices within the government environment increasingly rely on the ability to utilize digital tools and systems for content creation, communication, evaluation, and the management of the entire communication process within an electronic and intelligent framework for government services. Naturally, this transformation has caught the attention of communication and public relations researchers worldwide, as the digital and networked aspects of government communication now form an intelle

Many voices appeared in 1980 calling on Arabs and Muslims to play a positive and effective role in American society, and to form a strong Arab pressure group that would confront Zionist pressure groups and limit their influence on American foreign policy. American public opinion, the American government, and the American media. In the late eighties and early nineties, Muslims in the United States began a phase Establishing their political and media institutions, where (4) American Islamic institutions were founded: the Islamic Public Affairs Council, which was founded in 1988, the American-Islamic Council in 1990, the Council on American-Islamic Relations in 1994, and the American-Islamic Alliance in 1994. These institutions have worked to

In the field of construction project management, time and cost are the most important factors to be considered in planning every project, and their relationship is complex. The total cost for each project is the sum of the direct and indirect cost. Direct cost commonly represents labor, materials, equipment, etc.
Indirect cost generally represents overhead cost such as supervision, administration, consultants, and interests. Direct cost grows at an increasing rate as the project time is reduced from its original planned time. However, indirect cost continues for the life of the project and any reduction in project time means a reduction in indirect cost. Therefore, there is a trade-off between the time and cost for completing construc

The aim of the research is to clarify the importance of documentary credits in foreign trade and especially their impact on the balance by limiting imports we highlighted the reality of documentary credits in Iraq and the accompanying changes and developments highlighted the indicators of foreign trade and finding solutions for harmonizing the fund Documentary and trade balance in order to achieve long term economic development.

The local banks are urged to restore the documentary credit system despite the backwardness and primitive methods used. The documentary credits have increased especially in the last years of the study period.

The advantages of the documentary credits have

Clothes are considered a means of aesthetic and artistic expression that help to hide the flaws of the body and highlight its merits , it has importance in people's lives as it reflects the individual's idea of himself and his personality. Whereas  the appreciation  in clothing  is a reflection of a person's sense of artistic components and the application of this sense to the clothes of his choice. Regarding the differences in clothing tastes by the university students according to the following variables (gender, specialization, stage of study,  age, monthly income), the current research is considered quantitative descriptive research that is concerned with studying a phenomenon that exists in reality, measuring it