Archives of Computational Methods in Engineering最新文献

{"title":"Machine Learning in Biomaterials, Biomechanics/Mechanobiology, and Biofabrication: State of the Art and Perspective","authors":"Chi Wu,&nbsp;Yanan Xu,&nbsp;Jianguang Fang,&nbsp;Qing Li","doi":"10.1007/s11831-024-10100-y","DOIUrl":"10.1007/s11831-024-10100-y","url":null,"abstract":"<div><p>In the past three decades, biomedical engineering has emerged as a significant and rapidly growing field across various disciplines. From an engineering perspective, biomaterials, biomechanics, and biofabrication play pivotal roles in interacting with targeted living biological systems for diverse therapeutic purposes. In this context, in silico modelling stands out as an effective and efficient alternative for investigating complex interactive responses in vivo. This paper offers a comprehensive review of the swiftly expanding field of machine learning (ML) techniques, empowering biomedical engineering to develop cutting-edge treatments for addressing healthcare challenges. The review categorically outlines different types of ML algorithms. It proceeds by first assessing their applications in biomaterials, covering such aspects as data mining/processing, digital twins, and data-driven design. Subsequently, ML approaches are scrutinised for the studies on mono-/multi-scale biomechanics and mechanobiology. Finally, the review extends to ML techniques in bioprinting and biomanufacturing, encompassing design optimisation and in situ monitoring. Furthermore, the paper presents typical ML-based applications in implantable devices, including tissue scaffolds, orthopaedic implants, and arterial stents. Finally, the challenges and perspectives are illuminated, providing insights for academia, industry, and biomedical professionals to further develop and apply ML strategies in future studies.</p></div>","PeriodicalId":55473,"journal":{"name":"Archives of Computational Methods in Engineering","volume":"31 7","pages":"3699 - 3765"},"PeriodicalIF":9.7,"publicationDate":"2024-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11831-024-10100-y.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140886834","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Comprehensive Review on Seismic Pounding Between Adjacent Buildings and Available Mitigation Measures","authors":"Ahmed Elgammal,&nbsp;Ayman Seleemah,&nbsp;Mohammed Elsharkawy,&nbsp;Hytham Elwardany","doi":"10.1007/s11831-024-10114-6","DOIUrl":"10.1007/s11831-024-10114-6","url":null,"abstract":"<div><p>Seismic pounding has taken place in several earthquake events since adjacent structures that lack adequate separation distance usually suffer from repetitive, severe collisions. These collisions result in considerable impact forces in addition to acceleration spikes, thus dealing damage to both structural and non-structural elements. So, a meaningful effort has been widely directed towards the investigation of that phenomenon, leading to a considerable number of publications that are related to that field of study. A review of these publications has thus become a matter of interest. Accordingly, this paper mainly aims to present a detailed state-of-the-art review concerned with seismic pounding between adjacent buildings. Firstly, general definitions, types, and causes of seismic pounding are addressed. Later, facts and statistics of historical earthquake incidents that reflect the scale of the threat caused by seismic pounding are clarified. Moreover, the effect of seismic pounding on fixed-base and base-isolated buildings is discussed. Furthermore, the effect of soil-structure interaction is also presented. Additionally, alternative mitigation methods for seismic pounding are presented. Their classification, types, efficiency, and applicability are also discussed. Eventually, different impact analytical models that can be used to simulate seismic pounding in theoretical studies are discussed. By the end of this paper, deficiencies in previous studies are clarified in order to be taken into account throughout future studies.</p></div>","PeriodicalId":55473,"journal":{"name":"Archives of Computational Methods in Engineering","volume":"31 7","pages":"4269 - 4304"},"PeriodicalIF":9.7,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11831-024-10114-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140836005","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Application of Photoelectric Conversion Technology in Photoelectric Signal Sampling System","authors":"Guobin Zhao,&nbsp;Hui Zhao,&nbsp;Jian Zhang,&nbsp;Chong Chen,&nbsp;Wang Tao","doi":"10.1007/s11831-024-10133-3","DOIUrl":"10.1007/s11831-024-10133-3","url":null,"abstract":"<div><p>The objective of this study is to investigate the use of photoelectric conversion technology in the process of creating enhanced photoelectric signal sampling systems using photoelectric conversion technology. The purpose of this research is to strengthen the sensitivity and dependability of signal capture by focusing on three primary aspects: the improvement of absorption, the downsizing of the device, and the efficiency of the conversion. It is possible to increase the amount of light that is absorbed by using localized surface Plasmon resonance for the goal of absorption augmentation. This, in turn, allows for an expansion of the spectrum of signals that may be detected. When compared to other components, the miniaturization component provides a greater emphasis on the design of small devices. This facilitates integration into small-scale sensors and systems, which ultimately results in improved mobility and flexibility. The author of the book “Conversion Efficiency” explores the benefits of plasmonic effects pertaining to the enhancement of photoelectric conversion, which finally leads to an improvement in the performance of the system. The use of photoelectric conversion technology has significant repercussions for a broad variety of applications, some of which include sensing, communication, and instrumentation, amongst others. The promise that this method will bring about a revolution in the processes of data collection is that it will make it possible to provide signal sampling devices that are exceedingly sensitive, compact, and efficient. It is clear that the findings of this research provide a significant contribution to the advancement of technology in domains where precision and reliability are of the highest significance. In addition, this discovery constitutes a significant advancement in the development of methods for sampling photoelectric signals.</p></div>","PeriodicalId":55473,"journal":{"name":"Archives of Computational Methods in Engineering","volume":"32 1","pages":"233 - 253"},"PeriodicalIF":9.7,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140835986","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"A Comparative Analysis of Transient Finite-Strain Coupled Diffusion-Deformation Theories for Hydrogels","authors":"Jorge-Humberto Urrea-Quintero,&nbsp;Michele Marino,&nbsp;Thomas Wick,&nbsp;Udo Nackenhorst","doi":"10.1007/s11831-024-10101-x","DOIUrl":"10.1007/s11831-024-10101-x","url":null,"abstract":"<div><p>This work presents a comparative review and classification between some well-known thermodynamically consistent models of hydrogel behavior in a large deformation setting, specifically focusing on solvent absorption/desorption and its impact on mechanical deformation and network swelling. The proposed discussion addresses formulation aspects, general mathematical classification of the governing equations, and numerical implementation issues based on the finite element method. The theories are presented in a unified framework demonstrating that, despite not being evident in some cases, all of them follow equivalent thermodynamic arguments. A detailed computational analysis is carried out where Taylor–Hood elements are employed in the spatial discretization to satisfy the inf-sup condition and to prevent spurious numerical oscillations. The resulting discrete problems are solved using the FEniCS platform through consistent variational formulations, employing both monolithic and staggered approaches. We conduct benchmark tests on various hydrogel structures, demonstrating that major differences arise from the chosen volumetric response of the hydrogel. The significance of this choice is frequently underestimated in the state-of-the-art literature but has been shown to have substantial implications on the resulting hydrogel behavior.</p></div>","PeriodicalId":55473,"journal":{"name":"Archives of Computational Methods in Engineering","volume":"31 7","pages":"3767 - 3800"},"PeriodicalIF":9.7,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11831-024-10101-x.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140836010","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Comprehensive Systematic Computation on Alzheimer's Disease Classification","authors":"Prashant Upadhyay,&nbsp;Pradeep Tomar,&nbsp;Satya Prakash Yadav","doi":"10.1007/s11831-024-10120-8","DOIUrl":"10.1007/s11831-024-10120-8","url":null,"abstract":"<div><p>Alzheimer’s disease (AD) is a degenerative neurological ailment that progressively affects a large number of individuals globally. Timely and precise diagnosis of this ailment is crucial for effective therapy and control. In recent years, DL algorithms have demonstrated encouraging outcomes in assisting AD diagnosis by utilizing medical imaging datasets. Nevertheless, current DL models for AD classification encounter specific obstacles, including restricted interpretability and elevated computational cost. This article introduces a novel hybrid DL approach to address these difficulties. This model integrates conventional ML and DL techniques to perform better classification. The hybrid model is trained and tested using a substantial dataset comprising AD patients and individuals without AD. This study aims to comprehensively analyze the performance of the suggested hybrid model by comparing it to other advanced DL models already in use. The findings demonstrate that the proposed hybrid model surpasses current DL models in accuracy, sensitivity, and specificity. It possesses enhanced interpretability, facilitating doctors in effectively communicating the diagnosis to patients. The hybrid model exhibits reduced computing complexity, rendering it more efficient and feasible for real-time diagnosis. This study enhances the advancement of a novel hybrid DL model for AD classification by integrating the advantages of conventional ML algorithms and DL approaches. The results indicate the model's capacity for precise and efficient diagnosis. Subsequent studies can investigate the model's use with different medical imaging datasets to diagnose various neurodegenerative illnesses.</p></div>","PeriodicalId":55473,"journal":{"name":"Archives of Computational Methods in Engineering","volume":"31 8","pages":"4773 - 4804"},"PeriodicalIF":9.7,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140836298","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Policy Framework for Realizing Net-Zero Emission in Smart Cities","authors":"Peiying Wang,&nbsp;Rahul Priyadarshi","doi":"10.1007/s11831-024-10131-5","DOIUrl":"10.1007/s11831-024-10131-5","url":null,"abstract":"<div><p>This policy framework, when implemented over time, will provide a strategic roadmap for smart cities to achieve net-zero emissions. This promotes sustainable urban expansion and the battle against climate change. It takes a broad approach, considering the requirements of the society, technological advancements, and collaborating with individuals from other nations. It requires the involvement of stakeholders, the implementation of policies, and the tracking of progress. Among the most crucial aspects are collaborating with local governments, being active in the community (including business), and collaborating with foreign organizations. A phased implementation plan, resource allocation, and constant monitoring demonstrate how crucial it is to have the flexibility and adaptability to change. At the conclusion, people are reminded of the connections between issues pertaining to the environment, society, and economics. Cooperation is also required of governments and all other significant stakeholders. A customizable global road map is one component of the architecture. As a result, cities have a stronger and more equitable future. This is the route map provided by the framework.</p></div>","PeriodicalId":55473,"journal":{"name":"Archives of Computational Methods in Engineering","volume":"32 1","pages":"63 - 82"},"PeriodicalIF":9.7,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140836012","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"A Systematic Review of Isogeometric Contact Analysis and Its Applications","authors":"Sumit Kumar Das,&nbsp;Sachin Singh Gautam","doi":"10.1007/s11831-024-10111-9","DOIUrl":"10.1007/s11831-024-10111-9","url":null,"abstract":"<div><p>The interaction across the contact interfaces has a wide range of applications in many engineering and industrial processes. The development of computational methods for simulating these processes is one of the major challenges of computational contact mechanics. To this end, the isogeometric analysis technique has gained significant popularity over the conventional finite element method due to its several advantageous features. This review mainly concentrates on the various isogeometric contact algorithms and their applications that serve to evaluate contact interfaces. First, a brief overview of the isogeometric analysis framework is provided, followed by its mathematical implementation in contact mechanics. Then, the available isogeometric contact algorithms are examined. This is followed by different practical applications of isogeometric contact analysis. Finally, the paper is concluded, setting the possibilities for future research needs in the current state of the art.</p></div>","PeriodicalId":55473,"journal":{"name":"Archives of Computational Methods in Engineering","volume":"31 7","pages":"4235 - 4267"},"PeriodicalIF":9.7,"publicationDate":"2024-04-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140810826","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"A Systematic Review of Additive Manufacturing Solutions Using Machine Learning, Internet of Things, Big Data, Digital Twins and Blockchain Technologies: A Technological Perspective Towards Sustainability","authors":"Ruby Pant,&nbsp;Rajesh Singh,&nbsp;Anita Gehlot,&nbsp;Shaik Vaseem Akram,&nbsp;Lovi Raj Gupta,&nbsp;Amit Kumar Thakur","doi":"10.1007/s11831-024-10116-4","DOIUrl":"10.1007/s11831-024-10116-4","url":null,"abstract":"<div><p>New manufacturing expertise, along with user expectations for gradually modified products and facilities, is creating changes in manufacturing scale and distribution. Standardization is essential for every industrial manufactured sector that delivers goods to consumers. Digital manufacturing (DM) is a vital component in the scheduling of all knowledge-based manufacturing. Additive Manufacturing (AM) is recognized as a useful technique in the area of sustainable development goals (SDGs). Modern Development techniques are inspected as a tool for the practices that are being adopted. Additive Manufacturing (AM) was introduced as an advanced technology that includes a new era of complicated machinery and operating systems. Cloud manufacturing framework makes it much easier to gain access to a variety of AM resources while investing as little as possible. This paper contributes an overview of used technologies advancement in the era of Additive manufacturing such as IoT, Big Data, ML, Digital twins, and Blockchain, and their contribution to Industry 4.0 for better and effective design, development, and production while at the same time providing a richer and ethical environment.</p><h3>Graphical Abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":55473,"journal":{"name":"Archives of Computational Methods in Engineering","volume":"31 8","pages":"4601 - 4616"},"PeriodicalIF":9.7,"publicationDate":"2024-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140811165","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"A Systematic and Comprehensive Study on Machine Learning and Deep Learning Models in Web Traffic Prediction","authors":"Jainul Trivedi,&nbsp;Manan Shah","doi":"10.1007/s11831-024-10077-8","DOIUrl":"10.1007/s11831-024-10077-8","url":null,"abstract":"<div><p>The practice of predicting the traffic that is headed toward a specific website is known as web traffic prediction. To govern a network, network traffic forecasting is crucial. Since clients could experience long wait times and leave a website without a suitable demand prediction, web service providers must evaluate web traffic on a web server very carefully. It is an objective that predicting network traffic is a proactive way to assure safe, dependable, and high-quality network communication. The aim of this paper is to find out the algorithms that can be best fitted for web traffic prediction. If the traffic is more than the server can handle, then it will show error to the people who are reaching the website. So, it becomes difficult to handle a large amount of traffic. One option is we can increase the number of servers but for this to know how many servers should be increased we have to forecast the web traffic. This is one of the applications of web traffic forecasting. To improve traffic control decisions, it is necessary to estimate future web traffic. In this paper, we have discussed the most efficient algorithms that can be utilized for web traffic prediction. Here, SVM, LSTM, and ARIMA are discussed which are comparatively more efficient and optimized algorithms. Many algorithms can be used to predict this website traffic, but the algorithms discussed in this paper are found to be more optimized. So, overall this algorithm can be used for website prediction with great efficiency. These algorithms are found to be quite fast as compared to others and they also give a good accuracy score. So, the results show that the prediction precision is high if these algorithms are utilized.</p></div>","PeriodicalId":55473,"journal":{"name":"Archives of Computational Methods in Engineering","volume":"31 5","pages":"3171 - 3195"},"PeriodicalIF":9.7,"publicationDate":"2024-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140805111","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"On the Efficient and Accurate Non-linear Computational Modeling of Multilayered Bending Plates. State of the Art and a Novel Proposal: The (2text {D}+) Multiscale Approach","authors":"Pablo Wierna,&nbsp;Daniel Yago,&nbsp;Oriol Lloberas-Valls,&nbsp;Alfredo Huespe,&nbsp;Javier Oliver","doi":"10.1007/s11831-023-10049-4","DOIUrl":"10.1007/s11831-023-10049-4","url":null,"abstract":"<div><p>After conducting a comprehensive historical review of presently established methods for computational modeling of multilayered bending plates, the present work introduces a novel 2D multiscale strategy, termed the 2D+ approach. The proposed approach is based on the computational homogenization formalism and is envisaged to serve as an appealing alternative to current methodologies for modeling multilayered plates in bending-dominated situations. Such structural elements involve modern and relevant materials, such as laminated composites characterized by the heterogeneous distribution of low-aspect-ratio layers showing substantial non-linear mechanical behavior across their thickness.</p><p>Within this proposed approach, the 2D plate mid-plane constitutes the macroscopic scale, while a 1D filament-like Representative Volume Element (RVE), orthogonal to the plate mid-plane and spanning the plate thickness, represents the mesoscopic scale. Such RVE, in turn, is capturing the non-linear mechanical behavior throughout the plate thickness at each integration point of the 2D plate-midplane finite element mesh. The chosen kinematics and discretization at the considered scales are particularly selected to (1) effectively capture relevant aspects of non-linear mechanical behavior in multilayered plates under bending-dominated scenarios, (2) achieve affordable computational times (computational efficiency), and (3) provide accurate stress distributions compared to the corresponding high-fidelity 3D simulations (computational accuracy).</p><p>The proposed strategy aligns with the standard, first-order, hierarchical multiscale setting, involving the linearization of the macro-scale displacement field along the thickness. It employs an additional fluctuating displacement field in the RVE to capture higher-order behavior, which is computed through a local 1D finite element solution of a Boundary Value Problem (BVP) at the RVE. A notable feature of the presented 2D+ approach is the application of the Hill–Mandel principle, grounded in the well-established physical assumption imposing mechanical energy equivalence in the macro and meso scales. This links the 2D macroscopic plate and the set of 1D mesoscopic filaments, in a weakly-coupled manner, and yields remarkable computational savings in comparison with standard 3D modeling. Additionally, solving the resulting RVE problem in terms of the fluctuating displacement field allows the enforcement of an additional condition: fulfillment of linear momentum balance (equilibrium equations). This results in a physically meaningful 2D-like computational setting, in the considered structural object (multilayered plates in bending-dominated situations), which provides accurate stress distributions, typical of full 3D models, at the computational cost of 2D models.</p></div>","PeriodicalId":55473,"journal":{"name":"Archives of Computational Methods in Engineering","volume":"31 5","pages":"2451 - 2506"},"PeriodicalIF":9.7,"publicationDate":"2024-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11831-023-10049-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140805253","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}