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New Directions on Hybrid Intelligent Systems Based on Neural Networks, Fuzzy Logic, and Optimization Algorithms - Patricia Melin, Oscar Castillo 2024 PDF | EPUB Springer BOOKS
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New Directions on Hybrid Intelligent Systems Based on Neural Networks, Fuzzy Logic, and Optimization Algorithms
Author: Patricia Melin, Oscar Castillo
Year: 2024
Pages: 204
Format: PDF | EPUB
File size: 35.6 MB
Language: ENG



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New Directions on Hybrid Intelligent Systems Based on Neural Networks Fuzzy Logic and Optimization Algorithms As technology continues to evolve at an unprecedented pace, it is essential to understand the process of technological development and its impact on humanity's survival. The book "New Directions on Hybrid Intelligent Systems Based on Neural Networks Fuzzy Logic and Optimization Algorithms" provides valuable insights into the latest advancements in artificial intelligence, machine learning, and optimization techniques. This comprehensive volume brings together contributions from leading researchers in the field, offering a diverse range of perspectives on the theoretical developments of fuzzy logic, neural networks, and metaheuristics. The book is divided into several sections, each focusing on a specific aspect of hybrid intelligent systems. Type 1, type 2, and type 3 fuzzy logic are explored in detail, with papers presenting new concepts and algorithms based on these approaches. Additionally, there are papers that delve into the theory and practice of metaheuristics in various application areas, such as medical diagnosis, time series prediction, and optimization of complex problems. One of the most significant strengths of this book is its interdisciplinary approach, bringing together experts from multiple fields to explore the intersection of fuzzy logic, neural networks, and optimization algorithms.
Новые направления в гибридных интеллектуальных системах на основе нейронных сетей Нечеткая логика и алгоритмы оптимизации Поскольку технология продолжает развиваться беспрецедентными темпами, важно понимать процесс технологического развития и его влияние на выживание человечества. Книга «Новые направления в гибридных интеллектуальных системах на основе нейронных сетей Нечеткая логика и алгоритмы оптимизации» дает ценную информацию о последних достижениях в области искусственного интеллекта, машинного обучения и методов оптимизации. Этот всеобъемлющий том объединяет вклады ведущих исследователей в этой области, предлагая широкий спектр перспектив теоретических разработок нечеткой логики, нейронных сетей и метаэвристики. Книга разделена на несколько разделов, каждый из которых посвящен определенному аспекту гибридных интеллектуальных систем. Подробно исследуются нечеткая логика типа 1, типа 2 и типа 3, а в работах представлены новые концепции и алгоритмы, основанные на этих подходах. Кроме того, есть статьи, которые углубляются в теорию и практику метаэвристики в различных областях применения, таких как медицинская диагностика, прогнозирование временных рядов и оптимизация сложных задач. Одной из наиболее значительных сильных сторон этой книги является ее междисциплинарный подход, объединяющий экспертов из нескольких областей для изучения пересечения нечеткой логики, нейронных сетей и алгоритмов оптимизации.
Nouvelles orientations dans les systèmes intelligents hybrides basés sur les réseaux neuronaux Logique floue et algorithmes d'optimisation Alors que la technologie continue d'évoluer à un rythme sans précédent, il est important de comprendre le processus de développement technologique et son impact sur la survie de l'humanité. livre « Nouvelles orientations dans les systèmes intelligents hybrides basés sur les réseaux neuronaux Logique floue et algorithmes d'optimisation » fournit des informations précieuses sur les dernières avancées dans l'intelligence artificielle, l'apprentissage automatique et les méthodes d'optimisation. Ce volume complet regroupe les contributions de chercheurs de premier plan dans ce domaine, offrant un large éventail de perspectives pour le développement théorique de la logique floue, des réseaux neuronaux et de la métavristique. livre est divisé en plusieurs sections, chacune traitant d'un aspect particulier des systèmes intelligents hybrides. Une logique floue de type 1, de type 2 et de type 3 est étudiée en détail et les travaux présentent de nouveaux concepts et algorithmes basés sur ces approches. En outre, il existe des articles qui examinent la théorie et la pratique de la métavristique dans divers domaines d'application tels que le diagnostic médical, la prévision des séries temporelles et l'optimisation des tâches complexes. L'une des forces les plus importantes de ce livre est son approche interdisciplinaire, qui réunit des experts de plusieurs domaines pour étudier l'intersection de la logique floue, des réseaux neuronaux et des algorithmes d'optimisation.
Nuevas direcciones en sistemas inteligentes híbridos basados en redes neuronales Lógica borrosa y algoritmos de optimización A medida que la tecnología continúa evolucionando a un ritmo sin precedentes, es importante comprender el proceso de desarrollo tecnológico y su impacto en la supervivencia de la humanidad. libro «Nuevas direcciones en sistemas inteligentes híbridos basados en redes neuronales Lógica borrosa y algoritmos de optimización» proporciona información valiosa sobre los últimos avances en inteligencia artificial, aprendizaje automático y técnicas de optimización. Este amplio volumen reúne las aportaciones de los principales investigadores en este campo, ofreciendo una amplia gama de perspectivas de desarrollos teóricos de lógica difusa, redes neuronales y metaevrística. libro se divide en varias secciones, cada una dedicada a un aspecto específico de los sistemas inteligentes híbridos. Se investigan en detalle las lógicas difusas de tipo 1, tipo 2 y tipo 3, y los trabajos presentan nuevos conceptos y algoritmos basados en estos enfoques. Además, hay artículos que profundizan en la teoría y práctica de la metaevrística en diferentes campos de aplicación, como el diagnóstico médico, la predicción de series temporales y la optimización de tareas complejas. Uno de los puntos fuertes más significativos de este libro es su enfoque multidisciplinar, que reúne a expertos de varias áreas para estudiar la intersección de lógica difusa, redes neuronales y algoritmos de optimización.
Neue Wege in hybriden intelligenten Systemen auf Basis neuronaler Netze Unscharfe Logik und Optimierungsalgorithmen Da sich die Technologie in einem nie dagewesenen Tempo weiterentwickelt, ist es wichtig, den technologischen Entwicklungsprozess und seine Auswirkungen auf das Überleben der Menschheit zu verstehen. Das Buch „New Directions in Hybrid Intelligent Systems Based on Neural Networks Fuzzy Logic and Optimization Algorithms“ liefert wertvolle Einblicke in die neuesten Entwicklungen in den Bereichen künstliche Intelligenz, maschinelles rnen und Optimierungsmethoden. Dieser umfassende Band vereint die Beiträge führender Forscher auf diesem Gebiet und bietet eine breite Palette von Perspektiven für theoretische Entwicklungen in der Fuzzy-Logik, neuronalen Netzwerken und Metaauristik. Das Buch ist in mehrere Abschnitte unterteilt, die sich jeweils einem bestimmten Aspekt hybrider intelligenter Systeme widmen. Die Fuzzy-Logik von Typ 1, Typ 2 und Typ 3 wird eingehend untersucht, und die Arbeiten stellen neue Konzepte und Algorithmen vor, die auf diesen Ansätzen basieren. Darüber hinaus gibt es Artikel, die die Theorie und Praxis der Metaauristik in verschiedenen Anwendungsbereichen wie der medizinischen Diagnostik, der Zeitreihenvorhersage und der Optimierung komplexer Probleme vertiefen. Eine der wichtigsten Stärken dieses Buches ist sein interdisziplinärer Ansatz, der Experten aus verschiedenen Bereichen zusammenbringt, um die Schnittmengen von Fuzzy-Logik, neuronalen Netzwerken und Optimierungsalgorithmen zu untersuchen.
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nir ağlarına dayalı hibrit akıllı sistemlerde yeni yönler Bulanık mantık ve optimizasyon algoritmaları Teknoloji benzeri görülmemiş bir hızda gelişmeye devam ederken, teknolojik gelişme sürecini ve bunun insanlığın hayatta kalması üzerindeki etkisini anlamak önemlidir. "nir ağlarına dayalı hibrit akıllı sistemlerde yeni yönler Bulanık mantık ve optimizasyon algoritmaları" kitabı, yapay zeka, makine öğrenimi ve optimizasyon yöntemlerindeki en son gelişmeler hakkında değerli bilgiler sunmaktadır. Bu kapsamlı cilt, alanın önde gelen araştırmacılarının katkılarını bir araya getirerek, bulanık mantık, sinir ağları ve metaheuristik alanındaki teorik gelişmelere geniş bir bakış açısı sunmaktadır. Kitap, her biri hibrit akıllı sistemlerin belirli bir yönüne odaklanan birkaç bölüme ayrılmıştır. Tip 1, tip 2 ve tip 3'ün bulanık mantığı detaylı olarak incelenmekte ve bu yaklaşımlara dayalı yeni kavramlar ve algoritmalar eserlerde sunulmaktadır. Buna ek olarak, tıbbi teşhis, zaman serisi tahmini ve karmaşık problemlerin optimizasyonu gibi çeşitli uygulama alanlarında metaheuristik teorisini ve pratiğini inceleyen makaleler vardır. Bu kitabın en önemli güçlerinden biri, bulanık mantık, sinir ağları ve optimizasyon algoritmalarının kesişimini incelemek için çeşitli alanlardan uzmanları bir araya getiren disiplinlerarası yaklaşımıdır.
اتجاهات جديدة في الأنظمة الذكية الهجينة القائمة على الشبكات العصبية المنطق الضبابي وخوارزميات التحسين مع استمرار تطور التكنولوجيا بوتيرة غير مسبوقة، من المهم فهم عملية التطور التكنولوجي وتأثيرها على بقاء البشرية. يوفر كتاب «الاتجاهات الجديدة في الأنظمة الذكية الهجينة القائمة على الشبكات العصبية المنطق الضبابي وخوارزميات التحسين» معلومات قيمة عن أحدث التطورات في الذكاء الاصطناعي والتعلم الآلي وطرق التحسين. يجمع هذا الحجم الشامل مساهمات من الباحثين البارزين في هذا المجال، ويقدم مجموعة واسعة من وجهات النظر حول التطورات النظرية في المنطق الغامض والشبكات العصبية وعلم الميتاهوريسز. ينقسم الكتاب إلى عدة أقسام، يركز كل منها على جانب معين من الأنظمة الذكية الهجينة. يتم فحص المنطق الغامض للنوع 1 والنوع 2 والنوع 3 بالتفصيل، ويتم تقديم مفاهيم وخوارزميات جديدة بناءً على هذه الأساليب في الأعمال. بالإضافة إلى ذلك، هناك مقالات تتعمق في نظرية وممارسة الميتاهوريسيس في مجالات التطبيق المختلفة، مثل التشخيص الطبي والتنبؤ بالسلسلة الزمنية وتحسين المشكلات المعقدة. أحد أهم نقاط القوة في هذا الكتاب هو نهجه متعدد التخصصات، حيث يجمع خبراء من عدة مجالات لدراسة تقاطع المنطق الغامض والشبكات العصبية وخوارزميات التحسين.

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