Identification of THE exact location of an exon in a DNA sequence is an important research area of bioinformatics. THE main issues of THE previous signal processing techniques are accuracy AND robustness for THE exact locating of exons. To address THE mentioned issues, in this study, a method has been proposed based on deep learning. THE proposed method includes a new preprocessing, a new mapping method, AND a multi-scale modified AND hybrid deep NEURAL NETWORK. THE proposed preprocessing method enriches THE NETWORK to accept AND enCODE genes at any length in a new mapping method. THE proposed multi-scale deep NEURAL NETWORK uses a combination of an embedding layer, a modified CNN, AND an LSTM NETWORK. In this study, HMR195, BG570, AND F56F11.4 datasets have been used to compare this work with previous studies. THE accuracies of THE proposed method have been 0.982, 0.966, AND 0.965 on HMR195, BG570, AND F56F11.4 databases, respectively. THE results reveal THE superiority AND effectiveness of THE proposed hybrid multi-scale CNN-LSTM NETWORK.

1عیوب یاتاقان های غلتشی یکی از دلایل اصلی خرابی ماشین آلات دوار است. شناسایی عیوب یاتاقان غلتشی نقش اساسی در اطمینان عملکرد واحدهای تولیدی داشته است. علاوه بر این، پایش وضعیت ماشین آلات با استفاده از آنالیز ارتعاشات یکی از قدرتمندترین ابزارها در سلامت سنجی سامانه های مکانیکی است. این تحقیق یک سیستم هوشمند تشخیص عیوب یاتاقان های غلتشی مبتنی بر آنالیز ارتعاشات پیشنهاد می کند. در سیستم هوشمند عیب یابی از ویژگی های استخراج شده سیگنال های ارتعاشی در حوزه زمان و شبکه عصبی تابع پایه شعاعی استفاده شده است. مجموعه داده های آموزش و آزمون به سیستم هوشمند شبکه عصبی تابع پایه شعاعی ارائه می شود. نتایج یادگیری شبکه عصبی، عملکرد بسیار موفق سیستم هوشمند عیب یابی در تشخیص حالت های سلامت و عیوب سه گانه یاتاقان غلتشی را نشان می دهد

Purpose: Clustering AND co-word analysis is a method to reveal relationships AND links AND illustrate THE intellectual structure of a scientific field. This research tries to study THE intellectual structure of ARTICLEs in THE field of futures studies in Iran by using THE technique of co-word analysis. Method: THE current research is a descriptive-analytical development with a scientometric approach. THE statistical population is 921 ARTICLEs retrieved records in THE field of futures studies. Findings: THE findings showed that ARTICLEs in THE field of futures studies in Iran are often associated with positive growth, AND in terms of frequency, THE keywords scenario, Islamic Republic, AND foresight are THE most frequent in futures studies. THE findings related to THE hierarchical clustering led to THE formation of 8 clusters in this field, namely "ICT visions", "geographers who love THE future", "knowledge development", " Futuristic higher education", "Future of Religion", "Regional Relations", "Strategic Foresight" AND "Heavy Weight of Method". Conclusion: According to THE findings of THE current research AND THE high frequency of THE keyword scenario, as well as THE density AND relationships of this keyword with oTHEr keywords, it can be concluded that THE scenario is THE dominant approach in futures studies. Also, according to THE resulting clusters, it was observed that THEse researches have a high variety, but addressing THE future in many areas is still neglected.

In some point of view, neiTHEr Michel Foucault nor Ibn Khaldun are considered philosophers in THE conventional classifications, but both are very  important in intellectual AND, of course, in philosophical contexts, especially for those who are interested in THE deep study of human life from THE perspective of political thought.THE main concern of two thinkers, one in THE 14th century, THE oTHEr in THE 20th century, is THE issue  of power, although neiTHEr of THEm provided a precise definition of it. In this ARTICLE, an attempt has been made to show THE place of power AND domination in THE political thought of both thinkers by examining THE thoughts of two thinkers. AND in search of an answer to this question, how did Asabiyyah AND industry of religion in Ibn Khaldun's thought AND social control through self-technology AND discipline in Foucault's thought lead to THE expansion of THE domination of power? This ARTICLE is written by analytically comparing THE opinions of two thinkers based on Ibn Khaldun's most important book called Muqaddimah AND Foucault's late works

THE intellect is THE distinguishing feature of man from animals which has not been found anything more harmful than wine for intellect AND THE descent of man into THE position of animalism is THE result of that. Wine has always been forbidden in THE heavenly religions based on this, however, THE time AND manner of declaring its prohibition in Islam has led to THE confrontation of two viewpoints in THE instant prohibition with THE intoxicate of sleep in THE sense of THE state of being intoxicated (Arabic: سُکارَی) in verse 4:43 An-Nisāʾ (Arabic: النساء, An-Nisāʾ) AND gradual prohibition with THE intoxicate of wine. THE findings of this research by a library study AND descriptive analytical method indicate THE accuracy of THE THEory of instant prohibition with Quranic, narrational proofs AND rational confirmations AND historical evidence in declaring THE prohibition of wine in Makkī (Arabic: المکّیّ, suras revealed in Mecca) verses in early Biʿtha (Arabic: بِعثة) AND its emphasizing in verse 5:90 Al-Maʾidah (Arabic: المائدة, Al-Māʾidah). In contrast, THE inaccuracy of THE THEory of gradual prohibition of wine was proved due to its content contradiction AND opposition to THE Holy Book of Quran, because it is stated, on THE one hAND, that wine in THE first stage was forbidden during THE prayer time with THE revelation of verse 43 of An-Nisāʾ, THE sixth Madanī (Arabic: المدنیّ, suras revealed in Medina) surah in order to justify THE gradual THEory with THE gradual rational law, but on THE oTHEr hAND, it is stated to THE absolute prohibition of wine in its verse 219 AND also in some Makkī verses by violating THE law of gradualness, by declaring that Surah Al-Baqarah is one of THE first Madanī Chapters (suras) according to consensus that was revealed after THE Hijrah (Arabic: الهجرة). Consequently, THE occasions or circumstances of revelations in Sunni exegeses by negation THE intoxication of wine in gradual THEory have subjective exit from this verse for THE motivation of defense of drinking wine of some people AND THE unjust attribution to oTHErs by incorrect justifying THE allowance of wine until THE revelation of verse 43 of An-Nisāʾ in Medina. THErefore, THE distinction between declaring THE prohibition of wine in Mecca in early Biʿtha AND THE delay of several years of execution of Ḥadd (fixed punishment) of Khmer (THE drinking of alcohol, shurb khamr) in Medina in instant THEory, in addition to creating strong motivation in leaving AND religious final notice has also been a kind of educational method of Islam. While THE announcement of THE absolute prohibition of wine at THE same time as THE implementation of its Ḥadd (fixed punishment) with THE revelation of verse 90 of Al-Maʾidah from THE last Madanī Surahs (Surah Madaniyah) or Madani chapters in THE gradual THEory is against THE educational method expected by THEm. THE unjustifiable consumption of some companions of drinking wine in Medina until THE revelation of THE prohibition verse in addition to THE achievement of THE Quranic THEory of Saib Tabrizi (Persian: صائب تبریزی, Romanized: Ṣāʾib Tabrīzī) is among THE consequences of proving instant THEory of THE prohibition wine.