Machine Learning Applications In Software Engineering

This book describes in detail a research project dedicated to liquid-particle flow using ultrasound techniques. The project consists of theoretical, experimental, data science, finite element modeling, mechanical design and project management components. The objective of the project was to develop the ultrasonic methodology for measurement and characterization of liquid flow containing solid particles, in online (real-time) measurement conditions. The project consists of primary and complementary studies. The primary studies comprise development of the ultrasonic methodology for the simultaneous measurement of the average particle concentration and flow speed parameters. The developed methodology is based on the ultrasonic attenuation spectroscopy and the sound speed measurement methods, supported by data science programs. The complementary studies include acoustic streaming, designing a small-scale rotational test cell with an annular flow channel, testing it for various applications

This book is the proceedings of the 8th International Workshop on Autonomous Remanufacturing (IWAR 2024) and contains contributions from innovators in autonomous remanufacturing to strengthen the body of knowledge on design, modelling and control of remanufacturing processes and systems. Remanufacturing has been identified as having significant financial and environment benefits; however, critical challenges still remain in designing and operating remanufacturing processes and systems. These challenges are complex, spanning all product life cycles and encompassing multiple disciplines within and outside of engineering. In particular, the book showcases the work of experts on reverse logistics optimization, designing products for disassembly, and advancements in remanufacturing automation. These topics are currently at the forefront of discussions among leading industries and researchers.

This book provides an overview of multiple aspects of spatial language understanding and explores recent trends of modeling based on very large foundational models and their applications. The authors address the following five main themes: spatial semantic representations in both symbolic and sub-symbolic spaces; spatial information extraction computational models; reasoning over spatial language; commonsense spatial understanding; and multiple modern and state-of-the-art downstream applications of spatial language understanding including dialogue systems, narrative discourse, and grounding language in the physical world with the multi-modal problem settings. One of the essential functions of natural language is to express spatial relationships between objects. Linguistic constructs can encode highly complex structures of objects, spatial relations between them, and patterns of motion through space relative to a reference point. The complexity of spatial language understanding and its

This book constitutes the refereed post-conference proceedings of the 5th International Conference on IoT and Big Data Technologies for Health Care, IoTCARE 2024, which took place December 7-8, 2024, in Leicester, UK. The conference aims to provide a forum for presentation and discussion the state-of-art and future perspectives of Internet of Things and big data of health care. Industry experts, researchers and academics gather to share ideas and experiences surrounding frontier technologies, breakthroughs, innovative solutions and research results, as well as initiatives related to IoT and health care, and their applications. The topic focuses on the convergence of IoT and big data technologies for e-health, e-care, lifestyle, aging population, smart personal living, etc., applications.

The identity of Taiwan is a matter of intense local and international debate. This book shows how engineers helped produce two distinct visions of the land of Taiwan and its people, elevating the value of engineering as a career path in the process.The technical work of engineers that typically avoids partisan politics can actually contribute to partisan differences and conflict because engineers have different identities, commitments, and forms of knowledge. In most countries, the rise of engineering is about the emergence of a single dominant vision of the country. In Taiwan, two distinct visions of the land and its people emerged, owing to the presence of two distinct geographical identities--islander and mainlander.The unique collaboration among small and large companies in the electronics industry proved to be transformative, producing an "abnormal club" of mainlander and islander engineers, as one mixed group had earlier called itself. However, because the two collections of engi