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Search Results (203)

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20 pages, 1708 KiB  
Article
Sustainability in Industry 4.0: Edge Computing Microservices as a New Approach
by Leandro Colevati dos Santos, Maria Lucia Pereira da Silva and Sebastião Gomes dos Santos Filho
Sustainability 2024, 16(24), 11052; https://doi.org/10.3390/su162411052 - 17 Dec 2024
Viewed by 483
Abstract
The importance of the electronics sector in the modern world is unquestionable, as it demonstrates clean technology, dry processes, and efficient design, which favor Industry 4.0 and sustainability. Nonetheless, the large number of instruments developed, and their correspondent quick obsolescence, imply an increment [...] Read more.
The importance of the electronics sector in the modern world is unquestionable, as it demonstrates clean technology, dry processes, and efficient design, which favor Industry 4.0 and sustainability. Nonetheless, the large number of instruments developed, and their correspondent quick obsolescence, imply an increment in electronic waste. Therefore, in this work, with the aim of diminishing obsolescence, we developed and customized one application that runs independently of systems and takes advantage of the existing computing structures. The application is a new edge computing structure (the AIFC) that is based on an enterprise service bus (ESB) developed in decentralized microservices. In this study, we conducted action research involving the collaboration of researchers and practitioners, and the tests involved six different scenarios; they used existing low-cost, basic computing environments and ranged from the proof of concept, prototype, minimum viable product, and scalability to the roadmap for the structure implementation. The six scenarios emulated sections of a small and medium-sized enterprise (SME), and all the developed microservices communicate with each other to perform data filtering, processing, storage, query, and sensor data acquisition. The results show that it is possible to carry out these functions with low latency and without any decrement or even increase in performance when compared with more conventional cloud computing structures, and it is also possible to manipulate different products that do not have single, consolidated structures. Moreover, there is no need to update machines or communication structures, which are the main factors of rapid obsolescence. Therefore, following the steps of the AIFC development, the results from the proof of concept to the minimum viable product and scalability tests correspond to a roadmap for a sustainable solution and are an important tool for both Industry 4.0 and SMEs. Full article
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<p>Interconnection between Industry 4.0, SMEs, electronics, and sustainability.</p>
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<p>AIFC block diagram.</p>
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<p>The proof-of-concept step.</p>
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<p>Elements added to the ESB for the MVP.</p>
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<p>Working Groups in the Scalability Phase.</p>
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<p>Proposed roadmap for developing the MVP AIFC structure.</p>
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20 pages, 868 KiB  
Essay
Untangling Photographic Manipulation: Exploring a Dual Concept and Its Societal Implications
by Liv Hausken
Journal. Media 2024, 5(4), 1881-1900; https://doi.org/10.3390/journalmedia5040114 - 12 Dec 2024
Viewed by 612
Abstract
In recent years, the pervasive presence of visual disinformation in the media and visual culture, propelled by technological advancements, has become an escalating concern. This article asserts the urgent need to revise the current conceptual framework for addressing this challenge. A significant hurdle [...] Read more.
In recent years, the pervasive presence of visual disinformation in the media and visual culture, propelled by technological advancements, has become an escalating concern. This article asserts the urgent need to revise the current conceptual framework for addressing this challenge. A significant hurdle is the ambiguity surrounding the very concept of manipulation. Two distinct concepts of manipulation coexist—one with moral implications and the other without. This article examines this conceptual discrepancy across academic cultures, identifying them as anchored, respectively, in the social sciences and humanities and in the natural sciences and medicine. It then analyzes how these two concepts are used in white papers and other policy documents that guide responses to visual disinformation from 2018 to 2021. The article further investigates the complexities of these manipulation concepts within photography and visual expression. By elucidating and questioning them, the article aims to enhance the framework for addressing visual manipulation, foster interdisciplinary collaboration, and enrich theories of camera-based imaging across various fields. Overall, this article highlights deficiencies in the current framework and strives to improve it, thereby aiding in tackling visual disinformation and fostering effective collaboration among stakeholders. Full article
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<p>“The Deepfakes/Cheap Fakes Spectrum” is from Deepfakes and Cheap Fakes: The Manipulation of Audio and Visual Evidence (<a href="#B31-journalmedia-05-00114" class="html-bibr">Paris and Donovan 2019, pp. 10–11</a>), courtesy of Data &amp; Society Research Institute.</p>
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22 pages, 2259 KiB  
Article
Advancing Industrial Object Detection Through Domain Adaptation: A Solution for Industry 5.0
by Zainab Fatima, Shehnila Zardari and Muhammad Hassan Tanveer
Actuators 2024, 13(12), 513; https://doi.org/10.3390/act13120513 - 10 Dec 2024
Viewed by 778
Abstract
Domain adaptation (DA) is essential for developing robust machine learning models capable of operating across different domains with minimal retraining. This study explores the application of domain adaptation techniques to 3D datasets for industrial object detection, with a focus on short-range and long-range [...] Read more.
Domain adaptation (DA) is essential for developing robust machine learning models capable of operating across different domains with minimal retraining. This study explores the application of domain adaptation techniques to 3D datasets for industrial object detection, with a focus on short-range and long-range scenarios. While 3D data provide superior spatial information for detecting industrial parts, challenges arise due to domain shifts between training data (often clean or synthetic) and real-world conditions (noisy and occluded environments). Using the MVTec ITODD dataset, we propose a multi-level adaptation approach that leverages local and global feature alignment through PointNet-based architectures. We address sensor variability by aligning data from high-precision, long-range sensors with noisier short-range alternatives. Our results demonstrate an 85% accuracy with a minimal 0.02% performance drop, highlighting the resilience of the proposed methods. This work contributes to the emerging needs of Industry 5.0 by ensuring adaptable and scalable automation in manufacturing processes, empowering robotic systems to perform precise, reliable object detection and manipulation under challenging, real-world conditions, and supporting seamless human–robot collaboration. Full article
(This article belongs to the Section Actuators for Manufacturing Systems)
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<p>Domain adaptation on 2D data.</p>
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<p>Domain adaptation on 3D data.</p>
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<p>Model Architecture.</p>
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<p>Model layers.</p>
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<p>MCTec ITODD dataset [<a href="#B6-actuators-13-00513" class="html-bibr">6</a>].</p>
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<p><b>Left</b>: Long range vs. <b>right</b>: short range data.</p>
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<p>Results. (<b>a</b>): Accuracy on source dataset. (<b>b</b>): Loss on source dataset. (<b>c</b>): Accuracy on target dataset. (<b>d</b>): Loss on target dataset.</p>
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<p>Confusion matrix for 28 classes.</p>
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<p>Recall acheived for the model.</p>
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15 pages, 386 KiB  
Article
A Meta-Indicator for the Assessment of Misleading Sustainability Claims
by Georgia Parastatidou and Vassilios Chatzis
Sustainability 2024, 16(23), 10628; https://doi.org/10.3390/su162310628 - 4 Dec 2024
Viewed by 541
Abstract
In order to address environmental and climate change in a sustainable manner, it is necessary for corporations to make commitments in accordance with sustainable principles, which can be communicated through the use of indicators. Many indicator-based sustainability assessments neglect the supply chain stages [...] Read more.
In order to address environmental and climate change in a sustainable manner, it is necessary for corporations to make commitments in accordance with sustainable principles, which can be communicated through the use of indicators. Many indicator-based sustainability assessments neglect the supply chain stages by reporting results with incomplete and misleading information. Indicators are sometimes manipulated to the benefit of companies, a strategy known as “greenwashing”. One method of misleading is to transfer the non-sustainable activities of one company to other related companies. With such practices, the question of how to measure sustainability remains unclear. This paper proposes and defines the sustainability meta-indicator (SmI) which can serve as a tool for the assessment of misleading sustainability claims. Its value depends on the sustainability indicators of the other collaborating companies where the company in question pays money, and the corresponding amount of paid money. The results of using SmI on synthetic data demonstrate that the proposed meta-indicator facilitates the evaluation of misleading sustainability claims. The aim of the SmI is to satisfy consumers’ need for information about the sustainability of a company’s products or services. In addition, it can be used as a communication mechanism to enhance the value of companies and support new partnerships and business strategies. For policymakers, this meta-indicator serves as a tool to support measures against misinformation and misleading consumers. Full article
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<p>The <math display="inline"><semantics> <mrow> <mi>S</mi> <mi>m</mi> <mi>I</mi> </mrow> </semantics></math> calculation process as a flowchart where the required information flows between databases, processes and decisions.</p>
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22 pages, 13474 KiB  
Article
Multimodal Human–Robot Interaction Using Gestures and Speech: A Case Study for Printed Circuit Board Manufacturing
by Ángel-Gabriel Salinas-Martínez, Joaquín Cunillé-Rodríguez, Elías Aquino-López and Angel-Iván García-Moreno
J. Manuf. Mater. Process. 2024, 8(6), 274; https://doi.org/10.3390/jmmp8060274 - 30 Nov 2024
Viewed by 362
Abstract
In recent years, technologies for human–robot interaction (HRI) have undergone substantial advancements, facilitating more intuitive, secure, and efficient collaborations between humans and machines. This paper presents a decentralized HRI platform, specifically designed for printed circuit board manufacturing. The proposal incorporates many input devices, [...] Read more.
In recent years, technologies for human–robot interaction (HRI) have undergone substantial advancements, facilitating more intuitive, secure, and efficient collaborations between humans and machines. This paper presents a decentralized HRI platform, specifically designed for printed circuit board manufacturing. The proposal incorporates many input devices, including gesture recognition via Leap Motion and Tap Strap, and speech recognition. The gesture recognition system achieved an average accuracy of 95.42% and 97.58% for each device, respectively. The speech control system, called Cellya, exhibited a markedly reduced Word Error Rate of 22.22% and a Character Error Rate of 11.90%. Furthermore, a scalable user management framework, the decentralized multimodal control server, employs biometric security to facilitate the efficient handling of multiple users, regulating permissions and control privileges. The platform’s flexibility and real-time responsiveness are achieved through advanced sensor integration and signal processing techniques, which facilitate intelligent decision-making and enable accurate manipulation of manufacturing cells. The results demonstrate the system’s potential to improve operational efficiency and adaptability in smart manufacturing environments. Full article
(This article belongs to the Special Issue Smart Manufacturing in the Era of Industry 4.0)
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<p>Methodology to develop the proposed HRI platform. This workflow outlines the complete process, starting from user input, followed by data transcoding and task queue management, and culminating in command execution and feedback. The proposed HRI platform guarantees simultaneous control of all components of the manufacturing cell, as well as the possibility of supporting the use of multiple gesture and speech manipulation devices.</p>
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<p>The HRI platform is integrated within a PCB manufacturing cell. The red line represents the sequence of the manufacturing process. Furthermore, the speech and gesture control systems are located within the control zone. From this zone, it is possible to interact simultaneously with the various components of the cell through speech commands or through gestures (LMC or TS2) using multiple devices.</p>
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<p>Gesture dictionary. A combination of gestures with both hands is required to initiate a specific interaction with a designated component. Prior to initiating the interaction, it is necessary to first access the zone in which the component is located (top row) and then the component itself (bottom row).</p>
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<p>Performance evaluation of the gesture recognition system utilizing the LMC and TS2 devices. The overall accuracy exceeds 95% for both hands with both systems. The upper row (<b>a</b>,<b>b</b>) illustrates results from the LMC, revealing lower accuracy for gestures involving the thumb and pinky finger. The lower row (<b>c</b>,<b>d</b>) presents data from the TS2, demonstrating the effectiveness of LSTM models in achieving high accuracy in gesture recognition.</p>
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<p>Implemented ASR Spanish model architecture. The DeepSpeech framework comprises convolutional layers with batch normalization, ReLU activations, and time–channel separable convolutions, leading to a CTC layer for output prediction.</p>
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<p>Corpus and variations in interactions, assigning intent, action, component, and destination to control the component.</p>
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<p>Performance evaluation of the speech recognition system, evaluating the different interactions with the different components of the cell.</p>
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<p>The sequence diagram provides a visual representation of the processing flow of user commands, delineating the sequence of operations from input to execution. The diagram is composed of three sections: (1) data acquisition and processing, (2) task management, and (3) disconnection and tracker resume.</p>
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<p>The diagram presents the interaction flow within the DMCS, detailing how user permissions are checked against the DBMS and how high- and low-priority tasks are queued, executed, or denied.</p>
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<p>The deployment diagram illustrates the integration of input devices, data transcoders, and the DMCS, delineating the sequence of operations from user input to task execution, validation, and feedback within the system’s infrastructure.</p>
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31 pages, 17989 KiB  
Article
IoT-Cloud, VPN, and Digital Twin-Based Remote Monitoring and Control of a Multifunctional Robotic Cell in the Context of AI, Industry, and Education 4.0 and 5.0
by Adrian Filipescu, Georgian Simion, Dan Ionescu and Adriana Filipescu
Sensors 2024, 24(23), 7451; https://doi.org/10.3390/s24237451 - 22 Nov 2024
Viewed by 686
Abstract
The monitoring and control of an assembly/disassembly/replacement (A/D/R) multifunctional robotic cell (MRC) with the ABB 120 Industrial Robotic Manipulator (IRM), based on IoT (Internet of Things)-cloud, VPN (Virtual Private Network), and digital twin (DT) technology, are presented in this paper. The approach integrates [...] Read more.
The monitoring and control of an assembly/disassembly/replacement (A/D/R) multifunctional robotic cell (MRC) with the ABB 120 Industrial Robotic Manipulator (IRM), based on IoT (Internet of Things)-cloud, VPN (Virtual Private Network), and digital twin (DT) technology, are presented in this paper. The approach integrates modern principles of smart manufacturing as outlined in Industry/Education 4.0 (automation, data exchange, smart systems, machine learning, and predictive maintenance) and Industry/Education 5.0 (human–robot collaboration, customization, robustness, and sustainability). Artificial intelligence (AI), based on machine learning (ML), enhances system flexibility, productivity, and user-centered collaboration. Several IoT edge devices are engaged, connected to local networks, LAN-Profinet, and LAN-Ethernet and to the Internet via WAN-Ethernet and OPC-UA, for remote and local processing and data acquisition. The system is connected to the Internet via Wireless Area Network (WAN) and allows remote control via the cloud and VPN. IoT dashboards, as human–machine interfaces (HMIs), SCADA (Supervisory Control and Data Acquisition), and OPC-UA (Open Platform Communication-Unified Architecture), facilitate remote monitoring and control of the MRC, as well as the planning and management of A/D/R tasks. The assignment, planning, and execution of A/D/R tasks were carried out using an augmented reality (AR) tool. Synchronized timed Petri nets (STPN) were used as a digital twin akin to a virtual reality (VR) representation of A/D/R MRC operations. This integration of advanced technology into a laboratory mechatronic system, where the devices are organized in a decentralized, multilevel architecture, creates a smart, flexible, and scalable environment that caters to both industrial applications and educational frameworks. Full article
(This article belongs to the Special Issue Intelligent Robotics Sensing Control System)
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<p>IoT edge devices and LAN/WAN networking.</p>
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<p>Cloud- and VPN-based remote monitoring and control multilevel architecture.</p>
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<p>(<b>a</b>,<b>b</b>) The parts of the workpieces, WP1 and WP2. (<b>a</b>) WP1 with Top_Sq; (<b>b</b>) WP2 with Top_Rd.</p>
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<p>Node-RED assembly task planning as augmented reality.</p>
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<p>Node-RED disassembly task planning as augmented reality.</p>
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<p>Node-RED cylinder replacement task planning as augmented reality.</p>
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<p>The STPN model as VR for assembly.</p>
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<p>Sirphyco simulation of the STPN model for the assembly.</p>
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<p>STPN model as VR for disassembly.</p>
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<p>Sirphyco simulation of STPN model for the disassembly.</p>
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<p>STPN model as VR for replacing cylinders.</p>
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<p>Sirphyco simulation of the STPN model for replacing one cylinder.</p>
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<p>Sirphyco simulation of the STPN model for replacing both cylinders.</p>
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<p>Monitoring signals (flanking transitions) from the PLC for assembly.</p>
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<p>Monitoring signals (flanking transitions) from the PLC for disassembly.</p>
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<p>Monitoring signals (flanking transitions) from the PLC for replacing one cylinder.</p>
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<p>Monitoring signals (flanking transitions) from the PLC for replacing both cylinders.</p>
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<p>The Node-RED flow for the images captured from cameras: warehouses and parts.</p>
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<p>The Node-RED images captured from cameras; (<b>a</b>) warehouse with pallets; (<b>b</b>) the warehouse with metal cylinders and the one with plastic cylinders; (<b>c</b>) warehouses with bodies, with tops with square edges (Top_sq), and with tops with round edges (Top_rd), respectively.</p>
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<p>The Node-RED flow for displaying and storing electrical data of the MRC.</p>
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<p>(<b>a</b>) Representation of gouge (instantaneous) and plot (records) of electrical data from the MRC; (<b>b</b>) The Virtual Network Computing (VNC)-Viewer MRC’s electrical recorded data in the embedded computer (edge device).</p>
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24 pages, 7266 KiB  
Review
Titanium Additive Manufacturing with Powder Bed Fusion: A Bibliometric Perspective
by Antonio del Bosque, Pablo Fernández-Arias and Diego Vergara
Appl. Sci. 2024, 14(22), 10543; https://doi.org/10.3390/app142210543 - 15 Nov 2024
Viewed by 686
Abstract
Titanium additive manufacturing using powder bed fusion technologies has seen notable growth since 2015, particularly in high-performance sectors such as aerospace, biomedical, and automotive industries. This study focuses on key areas like metallic powder manipulation, laser optimization, and process control, with selective laser [...] Read more.
Titanium additive manufacturing using powder bed fusion technologies has seen notable growth since 2015, particularly in high-performance sectors such as aerospace, biomedical, and automotive industries. This study focuses on key areas like metallic powder manipulation, laser optimization, and process control, with selective laser melting emerging as the dominant technique over electron beam melting. Advancements in powder materials and laser systems have been crucial to improving the efficiency and quality of the process, particularly in enhancing microstructure and porosity control. The bibliometric analysis reveals significant global interest, driven mainly by collaborations among institutions in Germany, the United States, and China, where further international cooperation is required to scale titanium additive manufacturing. However, additional research is essential to address challenges in scalability, sustainability, and post-processing, thus expanding the applications of PBF technology across industries. In conclusion, titanium processing via powder bed fusion is poised to make substantial contributions to the future of manufacturing, provided current challenges are addressed through innovation and enhanced global collaboration. Full article
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<p>Schematic of the principal processes used in titanium additive manufacturing.</p>
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<p>Research methodology phases.</p>
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<p>Bibliometric database search string.</p>
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<p>PRISMA 2020 checklist developed in this bibliometric review.</p>
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<p>Analysis of risk of bias.</p>
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<p>Main information about research results.</p>
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<p>Annual scientific production evolution.</p>
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<p>Sources’ production over time.</p>
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<p>Collaboration network.</p>
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<p>Word cloud.</p>
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<p>Frequency distribution of key words in titanium AM with the PBF literature.</p>
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<p>Annual growth trends in titanium AM with PBF research from 2015 to 2024.</p>
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<p>Co-occurrence network: thematic clustering of keywords in titanium AM with PBF research, highlighting distinct research focuses.</p>
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<p>Thematic map: distribution of research themes by centrality and density, illustrating core and emerging topics in the field.</p>
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<p>Factorial analysis: plot showing relationships among key terms, categorizing studies by focus on material properties versus technological processes.</p>
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29 pages, 53780 KiB  
Article
Comprehensive Analysis of Major Fault-to-Failure Mechanisms in Harmonic Drives
by Roberto Guida, Antonio Carlo Bertolino, Andrea De Martin and Massimo Sorli
Machines 2024, 12(11), 776; https://doi.org/10.3390/machines12110776 - 5 Nov 2024
Viewed by 901
Abstract
The present paper proposes a detailed Failure Mode, Effects, and Criticality Analysis (FMECA) on harmonic drives, focusing on their integration within the UR5 cobot. While harmonic drives are crucial for precision and efficiency in robotic manipulators, they are also prone to several failure [...] Read more.
The present paper proposes a detailed Failure Mode, Effects, and Criticality Analysis (FMECA) on harmonic drives, focusing on their integration within the UR5 cobot. While harmonic drives are crucial for precision and efficiency in robotic manipulators, they are also prone to several failure modes that may affect the overall reliability of a system. This work provides a comprehensive analysis intended as a benchmark for advancements in predictive maintenance and condition-based monitoring. The results not only offer insights into improving the operational lifespan of harmonic drives, but also provide guidance for engineers working with similar systems across various robotic platforms. Robotic systems have advanced significantly; however, maintaining their reliability is essential, especially in industrial applications where even minor faults can lead to costly downtimes. This article examines the impact of harmonic drive degradation on industrial robots, with a focus on collaborative robotic arms. Condition-Based Maintenance (CBM) and Prognostics and Health Management (PHM) approaches are discussed, highlighting how digital twins and data-driven models can enhance fault detection. A case study using the UR5 collaborative robot illustrates the importance of fault diagnosis in harmonic drives. The analysis of fault-to-failure mechanisms, including wear, pitting, and crack propagation, shows how early detection strategies, such as vibration analysis and proactive maintenance approaches, can improve system reliability. The findings offer insights into failure mode identification, criticality analysis, and recommendations for improving fault tolerance in robotic systems. Full article
(This article belongs to the Section Machines Testing and Maintenance)
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<p>Main components of a (<b>a</b>) harmonic drive gear: (<b>b</b>) wave generator, (<b>c</b>) flexspline, and (<b>d</b>) circular spline.</p>
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<p>Double-arc profile of the flexspline tooth.</p>
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<p>UR5 collaborative robot.</p>
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<p>Robot arm fault tree analysis.</p>
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<p>Pitting of the flexspline teeth detected on the shoulder joint of a UR5 collaborative robot.</p>
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<p>Effect of the coning angle on flexspline tooth wear.</p>
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<p>Wear of the flexspline teeth.</p>
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<p>Flexspline of the harmonic drive’s critical points for the onset of failures.</p>
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<p>Crack in the FS rim.</p>
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<p>Flexspline tooth cracks.</p>
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15 pages, 10384 KiB  
Article
A Force Control Method Integrating Human Skills for Complex Surface Finishing
by Kang Min, Fenglei Ni, Zhaoyang Chen and Hong Liu
Machines 2024, 12(11), 756; https://doi.org/10.3390/machines12110756 - 26 Oct 2024
Viewed by 561
Abstract
Force control is one of the core modules for surface finishing such as grinding, polishing and sanding. However, the current force control methods based on human skills lack in-depth analysis of data patterns or are only applicable to flat surfaces. In addition, surface [...] Read more.
Force control is one of the core modules for surface finishing such as grinding, polishing and sanding. However, the current force control methods based on human skills lack in-depth analysis of data patterns or are only applicable to flat surfaces. In addition, surface finishing is mainly performed by hand, resulting in low processing efficiency and poor product consistency. Therefore, this paper proposes a force control method that incorporates human skills to achieve relatively accurate force skill transfer and complex surface finishing. Firstly, human skills consisting of the force skill and the motion skill are learned. The force skill is used to generate the desired force. Then, a series of discrete poses are obtained based on human demonstration and combined with the motion skill to generate the desired trajectory. Finally, a computed-torque impedance control method is proposed to achieve relatively accurate force skill transfer and complex surface finishing by incorporating the desired trajectory and the desired force. The experiments are conducted on a platform composed of a 7-DOF collaborative robot manipulator from Franka Emika and a complex violin surface. The results demonstrate that the proposed force control method can achieve relatively accurate force skill transfer and improve the surface quality of the workpiece. Full article
(This article belongs to the Section Advanced Manufacturing)
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<p>Sanding process based on the proposed force control method.</p>
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<p>Schematic diagram of sanding forces on the complex surface.</p>
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<p>Force skill learning.</p>
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<p>The force/torque values during sanding.</p>
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<p>Motion skill learning.</p>
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<p>The recorded position data and the displacement and velocity of the selected trajectory: (<b>a</b>) recorded position data; (<b>b</b>) displacement and velocity of the selected trajectory.</p>
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<p>The T-shaped feedrate profile.</p>
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<p>The re-planned displacement and velocity of the selected trajectory.</p>
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<p>Schematic diagram of robot paths generation.</p>
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<p>Flowchart of the trajectory planning method.</p>
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<p>Impedance control with null-space optimization.</p>
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<p>Experimental platform for human-robot assisted sanding.</p>
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<p>The desired trajectory generated based on discrete teaching poses: (<b>a</b>) generated path curve; (<b>b</b>) T-shaped feedrate profile.</p>
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<p>The transferred force skill: (<b>a</b>) force/torque values; (<b>b</b>) normal sanding force.</p>
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<p>Comparison of the violin surface before and after sanding.</p>
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22 pages, 12074 KiB  
Article
Computer Vision as a Tool to Support Quality Control and Robotic Handling of Fruit: A Case Study
by Estêvão Vale Filho, Luan Lang, Martim L. Aguiar, Rodrigo Antunes, Nuno Pereira and Pedro Dinis Gaspar
Appl. Sci. 2024, 14(21), 9727; https://doi.org/10.3390/app14219727 - 24 Oct 2024
Viewed by 891
Abstract
The food industry increasingly depends on technological assets to improve the efficiency and accuracy of fruit processing and quality control. This article enhances the application of computer vision with collaborative robotics to create a non-destructive system. The system can automate the detection and [...] Read more.
The food industry increasingly depends on technological assets to improve the efficiency and accuracy of fruit processing and quality control. This article enhances the application of computer vision with collaborative robotics to create a non-destructive system. The system can automate the detection and handling of fruits, particularly tomatoes, reducing the reliance on manual labor and minimizing damage during processing. This system was developed with a Raspberry Pi 5 to capture images of the fruit using a PiCamera module 3. After detecting the object, a command is sent to a Universal Robotics UR3e robotic arm via Ethernet cable, using Python code that integrates company functions and functions developed specifically for this application. Four object detection models were developed using the TensorFlow Object Detection API, converted to TensorFlow Lite, to detect two types of fruit (tomatoes) using deep learning techniques. Each fruit had two versions of the models. The models obtained 67.54% mAP for four classes and 64.66% mAP for two classes, A rectangular work area was created for the robotic arm and computer vision to work together. After 640 manipulation tests, a reliable area of 262 × 250 mm was determined for operating the system. In fruit sorting facilities, this system can be employed to automatically classify fruits based on size, ripeness, and quality. This ensures consistent product standards and reduces waste by sorting fruits according to pre-defined criteria. The system’s ability to detect multiple fruit types with high accuracy enables it to integrate into existing workflows, thereby increasing productivity and profitability for food processing companies. Additionally, the non-destructive nature of this technology allows for the inspection of fruits without causing any damage, ensuring that only the highest-quality produce is selected for further processing. This application can enhance the speed and precision of quality control processes, leading to improved product quality and customer satisfaction. Full article
(This article belongs to the Section Transportation and Future Mobility)
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<p>Experimental setup with lighting and camera fixture, robotic arm, soft gripper actuator, and base.</p>
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<p>Tomatoes being held by soft grippers.</p>
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<p>Gripper’s visualization: (<b>a</b>) CAD version; (<b>b</b>) printed version.</p>
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<p>Workflow for training the model.</p>
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<p>Database class balance.</p>
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<p>Tomato database samples.</p>
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<p>Z positions for UR3e, moving position (<b>a</b>), approaching position (<b>b</b>), picking-up-the-fruit position (<b>c</b>).</p>
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<p>Loss of classification during training—tomato detection and classification model—four classes.</p>
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<p>Loss of localization during training—tomato detection and classification model—four classes.</p>
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<p>Total loss during training—tomato detection and classification model—four classes.</p>
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<p>Loss of regularization during training—tomato detection and classification model—four classes.</p>
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<p>Learning rate during training—tomato detection and classification model—four classes.</p>
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<p>Tomato detection and classification model with four classes applied to images outside their original database.</p>
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<p>Loss of classification during training—tomato detection and classification model—two classes.</p>
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<p>Loss of localization during training—tomato detection and classification model—two classes.</p>
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<p>Total loss during training—tomato detection and classification model—two classes.</p>
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<p>Loss of regularization during training—tomato detection and classification model—two classes.</p>
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<p>Two-class tomato detection and classification model applied to images outside their original database.</p>
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<p>Demonstration of the size of the object area in pixels.</p>
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<p>System test results.</p>
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<p>Configuration of the proposed work area.</p>
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18 pages, 1867 KiB  
Article
Dead or Alive: A Lifetime Effect of Pomak Nominal Tense in a Self-Paced Reading Experiment
by Evangelia Adamou and Seçkin Arslan
Languages 2024, 9(11), 331; https://doi.org/10.3390/languages9110331 - 23 Oct 2024
Viewed by 909
Abstract
Nominal tense is a cross-linguistically rare and understudied phenomenon, with past vs. non-past being the minimal distinction. In some languages, past nominal tense implies the reading ‘deceased’, while in others, lifetime effects (i.e., implicatures about whether an individual is dead or alive) restrict [...] Read more.
Nominal tense is a cross-linguistically rare and understudied phenomenon, with past vs. non-past being the minimal distinction. In some languages, past nominal tense implies the reading ‘deceased’, while in others, lifetime effects (i.e., implicatures about whether an individual is dead or alive) restrict its use with permanent properties (as with kinship terms). In our study, we investigate for the first time the online processing of lifetime effects in sentences with past nominal tense and kinship terms following contextual information about an individual’s lifetime status (dead or alive). An end-of-sentence acceptability judgment task completes the study. Evidence comes from 25 speakers of Pomak (Slavic, Greece) who use the realis past suffix to form, among others, definite articles, contrasting with a generic suffix for the future, habitual, and irrealis. In collaboration with a local Pomak research assistant, we prepared 80 experimental sentences with past nominal tense in four conditions, manipulating Lifetime Status (dead × alive) and Tense Concord between nominal and verbal tense/aspect (congruent × incongruent). Our results suggest that past nominal tense with kinship terms triggers a lifetime effect which is apparent during online processing. In the sentence final region, dead referents with future verbal tense are read faster, possibly due to the overtness and severity of the violation. Reading disruptions for dead referents while processing nominal tense are also discussed. In the acceptability task, participants rated sentences only based on the agreement of the lifetime status with verbal tense/aspect as the violation is overt and severe. The present study therefore offers support to previous reports of lifetime effects in other languages with nominal tense, highlighting another similarity between nominal and verbal tense. Full article
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<p>Interaction plot showing percent predicted probabilities for acceptability ratings (back transformed to percentages). Congruent conditions: <span class="html-italic">status dead/past article/past perfect verb</span> and <span class="html-italic">status alive/past article/past perfect verb</span>; incongruent conditions: <span class="html-italic">status dead/past article/future verb</span> and <span class="html-italic">status alive/past article/future verb</span>.</p>
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<p>Mean raw RTs across critical regions of interest. Error bars show standard error around the mean.</p>
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<p>Predicted mean RTs in the verb region (R3), back-transformed into milliseconds.</p>
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19 pages, 1185 KiB  
Article
Formalizing and Simulating the Token Aspects of Blockchain-Based Research Collaboration Platform Using Game Theory
by Chibuzor Udokwu
Mathematics 2024, 12(20), 3252; https://doi.org/10.3390/math12203252 - 17 Oct 2024
Viewed by 712
Abstract
Small and medium-scale enterprises (SMEs) need a platform that actively enables collaboration with research institutions and consultants as SMEs lack the financial resources to conduct independent research. Such a platform will require a verifiable manipulation-free system to enable, execute, and record collaboration activities [...] Read more.
Small and medium-scale enterprises (SMEs) need a platform that actively enables collaboration with research institutions and consultants as SMEs lack the financial resources to conduct independent research. Such a platform will require a verifiable manipulation-free system to enable, execute, and record collaboration activities and to track reputations among the organizations and individuals that use the platform. Blockchain provides an opportunity to build such a collaborative platform by enabling the verifiable recording of the results of the collaborations, aggregating the resulting reputation of the collaborating parties, and offering tokenized incentives to reward positive contributions to the platform. Cryptocurrencies from which blockchain tokens are derived are volatile, thereby reducing business organizations’ interest in blockchain applications. Hence, there is a need to design a self-sustaining valuable token model that incentivizes user behaviours that positively contribute to the platform. This paper explores the application of game theory in analyzing token-based economic interactions between various groups of users in an implemented blockchain-based collaboration platform to design and simulate a token distribution system that provides a fair reward mechanism for users while also providing a dynamic pricing model for the utility value provided by platform tokens. To achieve this objective, we adopted the design science research method, a running case of a blockchain collaboration platform that enables research collaboration, and extensive form games in game theory, first to analyze and simulate token outcomes of users of the collaboration platform. Secondly, the research used a logarithmic model to show the dynamic utility pricing property of the developed token model where the self-sustainability of the token is backed by the availability of an internal resource within the platform. Thirdly, we applied a qualitative approach to analyze potential risks in the designed token model and proposed risk mitigation strategies. Thus, the resulting models and their simulations, such as token distribution models and a dynamic token utility model, as well as the identified token risks and their mitigation strategies, represent the main contributions of this work. Full article
(This article belongs to the Special Issue Modeling and Simulation Analysis of Blockchain System)
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<p>Blockchain-based Collaboration Platform.</p>
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<p>Design Science Research methodology, adapted from [<a href="#B24-mathematics-12-03252" class="html-bibr">24</a>].</p>
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<p>SME-Consultant Interactions.</p>
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<p>SME–research Institution Interactions.</p>
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<p>Scenerio-based simulations of <span class="html-italic">G</span>1.</p>
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<p>Scenerio-based simulations of <span class="html-italic">G</span>2.</p>
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<p>Boundaries of possible tokens earned and minted.</p>
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<p>Dynamic token utility pricing.</p>
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6 pages, 554 KiB  
Case Report
Transnasal Brain Sampling for Human Rabies Diagnosis
by Moses Barima Djimatey, Abdul-Rahim Abubakar, Augustina Angelina Sylverken, Theophilus Odoom, Braimah Baba Abubakari, John Akwasi Ohemeng, Gowri Yale, Frederic Lohr, Luke Gamble and Anita Mahadevan
Anatomia 2024, 3(4), 221-226; https://doi.org/10.3390/anatomia3040018 - 25 Sep 2024
Viewed by 732
Abstract
Introduction: Rabies remains a significant global threat, yet accurate estimations of its impact are hindered by the lack of confirmatory diagnoses. Postmortem diagnosis of rabies traditionally involves invasive brain tissue testing, a process met with resistance from deceased patients’ families, impeding consent. This [...] Read more.
Introduction: Rabies remains a significant global threat, yet accurate estimations of its impact are hindered by the lack of confirmatory diagnoses. Postmortem diagnosis of rabies traditionally involves invasive brain tissue testing, a process met with resistance from deceased patients’ families, impeding consent. This paper presents and evaluates an innovative yet unpublished transnasal approach for postmortem brain tissue collection, offering a minimally invasive, easier, faster, and safer method. This method preserves the cadaver’s integrity, potentially easing family reluctance towards autopsies. The limited testing of both human and animal rabies in Ghana highlights the challenges in diagnosing this fatal disease. Scarce diagnostic resources and the complexity of obtaining brain tissue samples exacerbate the issue. Cultural and religious beliefs surrounding autopsies contribute to familial hesitation, as families view these procedures as disruptive and disfiguring, further complicating consent. Methodology: The transnasal technique involves approaching the brain tissue through the nostrils and cribriform plate without any superficial manipulation of the patient’s head and face, thereby preserving the aesthetics and natural features of the person. Results: Technological advancements and seamless One Health collaboration among governmental, non-governmental, and research entities locally and globally have culminated in Ghana’s first confirmed rabies diagnosis using this method of brain tissue collection. This success emphasizes the efficiency and feasibility of the transnasal brain collection approach and the invaluable role of the One Health approach and collaborative efforts in overcoming diagnostic challenges in rabies control. Full article
(This article belongs to the Special Issue From Anatomy to Clinical Neurosciences)
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<p>Illustration of the head and the sample taking pathway.</p>
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18 pages, 805 KiB  
Article
Unraveling Investor Behavior: The Role of Hyperbolic Discounting in Panic Selling Behavior on the Global COVID-19 Financial Crisis
by Sumeet Lal, Trinh Xuan Thi Nguyen, Aliyu Ali Bawalle, Mostafa Saidur Rahim Khan and Yoshihiko Kadoya
Behav. Sci. 2024, 14(9), 795; https://doi.org/10.3390/bs14090795 - 9 Sep 2024
Viewed by 1876
Abstract
In financial markets, irrational behaviors such as hyperbolic discounting and panic selling are prevalent. However, their widespread empirical associations remain unexplored. Numerous behavioral theories discuss how cognitive biases exacerbate panic selling through the lens of immediate loss aversion, a phenomenon in which individuals [...] Read more.
In financial markets, irrational behaviors such as hyperbolic discounting and panic selling are prevalent. However, their widespread empirical associations remain unexplored. Numerous behavioral theories discuss how cognitive biases exacerbate panic selling through the lens of immediate loss aversion, a phenomenon in which individuals exhibit impulsive decision-making tendencies due to an intense fear of financial loss during market upheaval. Despite the theoretical elucidation, empirical investigations of these dynamics are lacking. Using a robust dataset comprising 121,293 active investors sourced from a collaborative effort between Hiroshima University and Rakuten Securities Inc., this study used mean comparison tests and probit regression to analyze hyperbolic discounting’s role in panic selling behavior on the global COVID-19 financial crisis. The findings reveal that hyperbolic discounting plays a central role in triggering investors’ impulsive panic selling behavior, which is driven primarily by fear of potential losses. Other factors that influence panic selling behavior include age, male gender, low education level, financial literacy, household income, household assets, risk aversion, and overconfidence in financial knowledge. Our study explicates the need to address cognitive biases in financial decision making during market crises through strategies such as targeted financial education, regulatory interventions against market manipulation, and the provision of professional advice to investors. Full article
(This article belongs to the Section Behavioral Economics)
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<p>Total return indices for the last 200 years. Historical data of long-term cumulative growth of <span>$</span>1 from major asset classes along with the average annual real returns accumulating from those long-term wealth gains from 1802 to 2019. The figure is adopted from Siegel [<a href="#B10-behavsci-14-00795" class="html-bibr">10</a>].</p>
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<p>Global market decline during March 2020 due to COVID-19 pandemic. The data visualize the sharp fall in global market indices in March 2020, which was a direct result of the COVID-19 pandemic. The steep decline illustrates the immediate economic impact and investor reaction to the global health crisis. However, it also demonstrates the gradual recovery observed in the months following the initial decline. The data are sourced from the MSCI World Index.</p>
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25 pages, 1890 KiB  
Review
Multidisciplinary Optimization of Aircraft Aerodynamics for Distributed Propulsion Configurations
by Shaojun Luo, Tian Zi Eng, Zhili Tang, Qianrong Ma, Jinyou Su and Gabriel Bugeda
Appl. Sci. 2024, 14(17), 7781; https://doi.org/10.3390/app14177781 - 3 Sep 2024
Viewed by 1119
Abstract
The combination of different aerodynamic configurations and propulsion systems, namely, aero-propulsion, affects flight performance differently. These effects are closely related to multidisciplinary collaborative aspects (aerodynamic configuration, propulsion, energy, control systems, etc.) and determine the overall energy consumption of an aircraft. The potential benefits [...] Read more.
The combination of different aerodynamic configurations and propulsion systems, namely, aero-propulsion, affects flight performance differently. These effects are closely related to multidisciplinary collaborative aspects (aerodynamic configuration, propulsion, energy, control systems, etc.) and determine the overall energy consumption of an aircraft. The potential benefits of distributed propulsion (DP) involve propulsive efficiency, energy-saving, and emissions reduction. In particular, wake filling is maximized when the trailing edge of a blended wing body (BWB) is fully covered by propulsion systems that employ boundary layer ingestion (BLI). Nonetheless, the thrust–drag imbalance that frequently arises at the trailing edge, excessive energy consumption, and flow distortions during propulsion remain unsolved challenges. These after-effects imply the complexity of DP systems in multidisciplinary optimization (MDO). To coordinate the different functions of the aero-propulsive configuration, the application of MDO is essential for intellectualized modulate layout, thrust manipulation, and energy efficiency. This paper presents the research challenges of ultra-high-dimensional optimization objectives and design variables in the current literature in aerodynamic configuration integrated DP. The benefits and defects of various coupled conditions and feasible proposals have been listed. Contemporary advanced energy systems, propulsion control, and influential technologies that are energy-saving are discussed. Based on the proposed technical benchmarks and the algorithm of MDO, the propulsive configuration that might affect energy efficiency is summarized. Moreover, suggestions are drawn for forthcoming exploitation and studies. Full article
(This article belongs to the Special Issue Multi-objective Optimization: Techniques and Applications)
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<p>Thrust–drag balance and load distribution in the aero-propulsive configuration of TWB (<b>left</b>) and BWB (<b>right</b>) (<math display="inline"> <semantics> <mrow> <mo>∞</mo> <mi>u</mi> </mrow> </semantics> </math> being the velocity at infinite, <math display="inline"> <semantics> <mrow> <mo>Δ</mo> <mi>u</mi> </mrow> </semantics> </math> the difference between the local velocity and the velocity at infinite, and <span class="html-italic">s</span> and <span class="html-italic">n</span> the longitudinal and traversal components of <math display="inline"> <semantics> <mrow> <mo>Δ</mo> <mi>u</mi> </mrow> </semantics> </math>, respectively).</p>
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<p>Distributed propulsion systems in BWB.</p>
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<p>Wake dissipation of kinetic energy with/without an extra aft-mounted engine.</p>
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<p>Aero-propulsive interaction of BWB and DP.</p>
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<p>Benefit of wake ingestion in various aero-propulsive configurations.</p>
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<p>Conventional and reform (regional/distributed) propulsion configuration in TWB and BWB.</p>
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<p>Control methods of airflow distortion in BLI S-shaped inlet diffusers.</p>
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<p>A sort of parallel numerical implementation flowchart in optimization algorithms.</p>
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