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Book
Machine Learning, Low-Rank Approximations and Reduced Order Modeling in Computational Mechanics
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ISBN: 3039214101 3039214098 Year: 2019 Publisher: MDPI - Multidisciplinary Digital Publishing Institute

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Abstract

The use of machine learning in mechanics is booming. Algorithms inspired by developments in the field of artificial intelligence today cover increasingly varied fields of application. This book illustrates recent results on coupling machine learning with computational mechanics, particularly for the construction of surrogate models or reduced order models. The articles contained in this compilation were presented at the EUROMECH Colloquium 597, « Reduced Order Modeling in Mechanics of Materials », held in Bad Herrenalb, Germany, from August 28th to August 31th 2018. In this book, Artificial Neural Networks are coupled to physics-based models. The tensor format of simulation data is exploited in surrogate models or for data pruning. Various reduced order models are proposed via machine learning strategies applied to simulation data. Since reduced order models have specific approximation errors, error estimators are also proposed in this book. The proposed numerical examples are very close to engineering problems. The reader would find this book to be a useful reference in identifying progress in machine learning and reduced order modeling for computational mechanics.

Keywords

supervised machine learning --- proper orthogonal decomposition (POD) --- PGD compression --- stabilization --- nonlinear reduced order model --- gappy POD --- symplectic model order reduction --- neural network --- snapshot proper orthogonal decomposition --- 3D reconstruction --- microstructure property linkage --- nonlinear material behaviour --- proper orthogonal decomposition --- reduced basis --- ECSW --- geometric nonlinearity --- POD --- model order reduction --- elasto-viscoplasticity --- sampling --- surrogate modeling --- model reduction --- enhanced POD --- archive --- modal analysis --- low-rank approximation --- computational homogenization --- artificial neural networks --- unsupervised machine learning --- large strain --- reduced-order model --- proper generalised decomposition (PGD) --- a priori enrichment --- elastoviscoplastic behavior --- error indicator --- computational homogenisation --- empirical cubature method --- nonlinear structural mechanics --- reduced integration domain --- model order reduction (MOR) --- structure preservation of symplecticity --- heterogeneous data --- reduced order modeling (ROM) --- parameter-dependent model --- data science --- Hencky strain --- dynamic extrapolation --- tensor-train decomposition --- hyper-reduction --- empirical cubature --- randomised SVD --- machine learning --- inverse problem plasticity --- proper symplectic decomposition (PSD) --- finite deformation --- Hamiltonian system --- DEIM --- GNAT


Book
Biochemical and Nutritional Changes during Food Processing and Storage
Authors: ---
Year: 2020 Publisher: Basel, Switzerland MDPI - Multidisciplinary Digital Publishing Institute

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Food processing by humans goes a long way back in time, e.g., heat for cooking was used 1.9 million years ago. However, meal preparation now seems to be moving out of the home kitchen, and preprocessed or processed/convenience food products are becoming a larger part of the daily diet. In addition, consumers are progressively focusing on the impact of food on their health, and they demand foods that have a high nutritional quality and an aroma and natural flavor that are similar to freshly-made products. Therefore, nutritional quality is concurrent with food safety, and sensory perception is becoming an increasingly important factor in food choices. The human digestive tract disintegrates food to allow the nutrients to be released and made available to the body. However, nutrients can undergo unwanted degradation upon processing and subsequent storage, negatively influencing the physiological effects. Different processing techniques will result in different food structures, thereby also affecting bioaccessibility and nutritional value. Hence, food scientists and industry have an increased interest in both conventional and innovative processing methods that can provide good-quality products with high nutritional value and stable shelf life. This Special Issue aims to shed some light on the latest knowledge about and developments within the effects of food processing and storage on changes of biochemical and nutritional compounds. Both original research articles and reviews are included in this book.


Book
Postharvest Handling of Horticultural Crops
Authors: --- ---
ISBN: 3036556443 3036556435 Year: 2022 Publisher: Basel MDPI - Multidisciplinary Digital Publishing Institute

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The postharvest handling of horticultural produce is of major importance because fresh fruit and vegetables are highly perishable. It is estimated that 30% of produced horticultural commodities are lost in processes between harvest and consumption, and the reduction in these losses is currently imperative because it will impact the amount of produced food, introducing benefits on agricultural inputs, water, and land use and contributing to the sustainability of agriculture and the planet. The Special Issue “Postharvest handling of horticultural produce” collects a series of recent research papers focusing on the ripening of fruit and the senescence of harvested horticultural products, in addition to the development of environmentally friendly products and technologies that positively impact the quality and shelf life of those products, improving consumers’ preference. This Special Issue provides a valuable contribution for understanding horticultural products’ postharvest physiology and the implementation of new innovative technologies for reducing quality loss through the supply chain. In this manner, this Special Issue contributes to reductions in food loss, promoting the sustainability of agriculture.


Book
Edge/Fog Computing Technologies for IoT Infrastructure
Authors: --- ---
Year: 2021 Publisher: Basel, Switzerland MDPI - Multidisciplinary Digital Publishing Institute

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The prevalence of smart devices and cloud computing has led to an explosion in the amount of data generated by IoT devices. Moreover, emerging IoT applications, such as augmented and virtual reality (AR/VR), intelligent transportation systems, and smart factories require ultra-low latency for data communication and processing. Fog/edge computing is a new computing paradigm where fully distributed fog/edge nodes located nearby end devices provide computing resources. By analyzing, filtering, and processing at local fog/edge resources instead of transferring tremendous data to the centralized cloud servers, fog/edge computing can reduce the processing delay and network traffic significantly. With these advantages, fog/edge computing is expected to be one of the key enabling technologies for building the IoT infrastructure. Aiming to explore the recent research and development on fog/edge computing technologies for building an IoT infrastructure, this book collected 10 articles. The selected articles cover diverse topics such as resource management, service provisioning, task offloading and scheduling, container orchestration, and security on edge/fog computing infrastructure, which can help to grasp recent trends, as well as state-of-the-art algorithms of fog/edge computing technologies.


Book
Chemical Biology of Sterols, Triterpenoids and Other Natural Products: A Themed Issue in Honor of Professor W. David Nes on the Occasion of His 65th Birthday
Authors: ---
ISBN: 303897417X 3038974161 Year: 2019 Publisher: MDPI - Multidisciplinary Digital Publishing Institute

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Sterols and other isoprenoids are of great interest for their molecular structure and function in cell architecture and evolution, as well as for their importance in medicine and agriculture. Molecules’ 2019 Festschrift Special Issue in honor of the 65th birthday of Prof. W. David Nes, an internationally recognized chemical biologist and recipient of the George Schroepher medal for sterol research, focuses on recent developments in the chemistry, biosynthesis, and function of these polycyclic natural products. This volume of Molecules contains 16 leading-edge review articles and original research contributions from an international cast of scientists. This volume is grouped into three sections: (i) isoprenoid metabolome and diversity, (ii) clinical evaluation of sterol and triterpene structures and biosynthesis, and (iii) methods and synthesis of steroids and other compounds. The volume will be a valuable reference tool for those who study medicinal chemistry, protein chemistry, and biochemistry of isoprenoid lipids.

Keywords

high-fat high-carbohydrate diet --- toxicity --- oxysterol --- n/a --- squalene cyclase --- sterol content --- sterolomics --- Polystichum --- Smith-Lemli-Opitz syndrome --- antifungals --- alkaloid --- cycloartenol synthase --- degeneration --- phytosterol --- Rhizopus arrhizus --- fibroblasts --- pod-blast --- fern --- cholesterol --- cytotoxic activity --- N-methylpiperidine. reductive deamination --- genetic disease --- isoprenoid --- steroid --- atherosclerosis --- granatane --- antioxidant --- wound healing --- development --- enzyme-assisted derivatization --- maturity --- terpene --- keratinocytes --- C4-demethylation complex (C4DMC) --- ?-sitosterol --- mesocarp --- sterol biosynthesis --- mechanism-based inactivators --- Mucorales --- gas chromatography-mass spectrometry (GC-MS) --- Girard reagent --- ROS --- sterol pattern --- N-methylcadaverine --- ?-tocopherol --- electrospray ionization-mass spectrometry --- human African trypanosomiasis --- HUVECs --- lipidomics --- campesterol --- triterpene --- oxyphytosterol --- leishmania --- Chagas disease --- LOX-1 --- sterol C24-methyltransferase --- antifungal effectivity --- ergosterol biosynthesis --- hormone --- glucose homeostasis --- retina --- solanaceae --- cholestanoic acid --- algal sterols --- cell migration --- withanolides --- insulin resistance --- Zingiber officinale --- posaconazole --- synthesis --- pre-diabetes --- pharmacognosy --- sterol --- 4-methylsterol --- oleanolic acid --- antiparasitic drugs --- lupeol --- oilseed --- aurelianolides --- divalent metal co-factor ligation --- bile alcohol --- phytosterols --- azoles --- infectious disease --- gingerols --- UV-radiation --- oil bodies --- ZnO --- sterol 14?-demethylase --- stigmasterol


Book
Recycling and Recovery of Biomass Materials
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Year: 2021 Publisher: Basel, Switzerland MDPI - Multidisciplinary Digital Publishing Institute

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The growing demand for new forms of energy has led to a significant increase in the use of biomass as a primary source of energy. Although in many situations, the use of biomass is clearly well studied, in other cases, it is a new world, where knowledge is absent regarding how to best value and recycle these forms of biomass, many of which are classified as waste as a result of production processes. Thermochemical conversion technologies could provide an alternative for the processing of these materials, allowing for a reuse value through the transformation of their properties. The purpose of this Special Issue is to contribute to the increase in knowledge in this area when new forms of biomass appear that are cheaper and more available, but also are potentially more problematic, namely in terms of the effects that can be associated with the use of these new products.This Special Issue is focused on the recycling and recovery of biomass materials. Several innovative and alternative concepts can be presented, and the topics of energy recovery, circular economy, life cycle assessment, and supply chain could play a major role. Models on various temporal and geographical scales to understand the conditions of technical as well as organizational change are welcome, as are new methods of modeling that can fulfil technical and physical boundary conditions and consider economic, environmental, and social aspects.


Book
Statistical Fluid Dynamics
Authors: --- ---
Year: 2022 Publisher: Basel MDPI - Multidisciplinary Digital Publishing Institute

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Modeling micrometric and nanometric suspensions remains a major issue. They help to model the mechanical, thermal, and electrical properties, among others, of the suspensions, and then of the resulting product, in a controlled way, when considered in material formation. In some cases, they can help to improve the energy transport performance. The optimal use of these products is based on an accurate prediction of the flow-induced properties of the suspensions and, consequently, of the resulting products and parts. The final properties of the resulting micro-structured fluid or solid are radically different from the simple mixing rule. In this book, we found numerous works addressing the description of these specific fluid behaviors.


Book
Clinical Management and Challenges in Polytrauma
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Year: 2022 Publisher: Basel MDPI Books

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Trauma is still a leading cause of death in patients below 40 years of age. Clinical management of severely injured patients is challenging in all phases of treatment during the clinical course. Numerous factors, such as injury severity, injury pattern, patient characteristics and trauma system, affect the decision-making process in our patients. After the successful initial management of an unstable multiply injured patient, secondary definitive surgeries and reconstructions may have a risk for further systemic complications and the deterioration of the patient’s physiology. A “Safe Definitive Surgery” (SDS) concept considers the dynamics of the clinical course (prehospital, operations, complications, etc.) and the patient’s physiology. Due to the repeated re-evaluation and assessment of the patient’s clinical course, dynamics and adaptation of the treatment strategy, the safe management of polytraumatized patients is possible. Many unanswered questions still exist and need to be addressed in future studies: Which patients profit by the damage control strategy and which do not? When is it best to start with the definitive fixation of fractures in multiply injured patients? How can one improve the quality of life in polytraumatized patients? What are the strategies in elderly severely injured patients? With this Special Issue, we would like to stimulate research in the field of polytrauma in order to shed light on the above-mentioned questions


Book
Heat and Mass Transfer in Energy Systems
Authors: ---
ISBN: 3039219839 3039219820 Year: 2020 Publisher: MDPI - Multidisciplinary Digital Publishing Institute

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In recent years, the interest of the scientific community towards efficient energy systems has significantly increased. One of the reasons is certainly related to the change in the temperature of the planet, which has increased by 0.76 °C with respect to preindustrial levels, according to the Intergovernmental Panel on Climate Change (IPCC), and is still increasing. The European Union considers it vital to prevent global warming from exceeding 2 °C with respect to pre-industrial levels, as it has been proven that this will result in irreversible and potentially catastrophic changes. These changes in climate are mainly caused by greenhouse gas emissions related to human activities, and can be drastically reduced by employing energy systems for the heating and cooling of buildings, as well as for power production, characterized by high efficiency levels and/or based on renewable energy sources. This Special Issue, published in the Energies journal, includes 13 contributions from across the world, including a wide range of applications such as hybrid residential renewable energy systems, desiccant-based air handling units, heat exchanges for engine WHR, solar chimney systems, and other interesting topics.

Keywords

visualization --- numerical and experimental studies --- geothermal energy --- modeling --- dynamic simulation --- spirally corrugated pipe --- ancillary services --- electric energy --- renewables --- batch transportation --- energy and environmental analysis --- energy storage --- microgrids --- optimization --- startup --- solar chimney --- bubble absorber --- tapping --- genetic programming --- plate heat exchanger --- computational fluid dynamics --- absorption cooling --- thermosyphon --- two-phase ejector --- desiccant wheel --- genetic algorithms --- radial ventilation duct --- fluid field --- steelmaking --- ground source heat pump --- fast thermal simulation --- Biot number --- turbo-electric generator --- solar heating and cooling --- exhaust steam --- method of calculation --- model predictive control --- R744 --- dynamic simulations --- linear regression --- crude oil pipeline --- thermal storage --- hygroscopic materials --- melting --- refining --- two-phase flow --- phase change --- heat pump --- hybrid systems --- predictive models --- bentonite buffer material --- backflow --- ground-air heat exchanger --- waste heat recovery --- Ca-type bentonite --- consumption --- protracted fin --- single-channel ventilation --- operating state --- refrigeration --- electric arc furnace --- ammonia-lithium nitrate --- drying --- exhaust emissions --- object-oriented modelling --- body-fitted coordinate-based proper orthogonal decomposition reduced-order model (BFC-POD-ROM) --- transport scheme determination --- analytical and experimental solutions --- thermal conductivity --- low-order model --- heat exchanger --- air-cooled steam turbine generator --- air flow

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