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22 pages, 2880 KiB  
Article
A Second-Order LADRC-Based Control Strategy for Quadrotor UAVs Using a Modified Crayfish Optimization Algorithm and Fuzzy Logic
by Kelin Li, Guangzhao Wang and Yalei Bai
Electronics 2025, 14(15), 3124; https://doi.org/10.3390/electronics14153124 - 5 Aug 2025
Abstract
To enhance the rapid and stable tracking of a specified trajectory by quadcopter drones, while ensuring a degree of resistance to external wind disturbances, this paper proposes an integrated control strategy that combines an optimization algorithm and fuzzy control. In this system, both [...] Read more.
To enhance the rapid and stable tracking of a specified trajectory by quadcopter drones, while ensuring a degree of resistance to external wind disturbances, this paper proposes an integrated control strategy that combines an optimization algorithm and fuzzy control. In this system, both the position and attitude loops utilize second-order Linear Active Disturbance Rejection Control (LADRC) controllers, supplemented by fuzzy controllers. These controllers have been optimized using a modified crayfish optimization algorithm (MCOA), resulting in a dual-closed-loop control system. In comparisons with both the dual-closed-loop LADRC controller and the dual-closed-loop fuzzy control LADRC controller, the proposed method reduces the rise time by 52.87% in the X-channel under wind-free conditions, reduces the maximum trajectory tracking error by 86.37% under wind-disturbed conditions, and reduces the ITAE exponent by 66.2%, which demonstrates that the newly designed system delivers excellent tracking speed and accuracy along the specified trajectory. Furthermore, it remains effective even in the presence of external disturbances, it can reliably maintain the target position and the attitude angle, demonstrating strong resistance to interference and stability. Full article
25 pages, 482 KiB  
Article
The Influence of Managers’ Safety Perceptions and Practices on Construction Workers’ Safety Behaviors in Saudi Arabian Projects: The Mediating Roles of Workers’ Safety Awareness, Competency, and Safety Actions
by Talal Mousa Alshammari, Musab Rabi, Mazen J. Al-Kheetan and Abdulrazzaq Jawish Alkherret
Safety 2025, 11(3), 77; https://doi.org/10.3390/safety11030077 (registering DOI) - 5 Aug 2025
Abstract
Improving construction site safety remains a critical challenge in Saudi Arabia’s rapidly growing construction sector, where high accident rates and diverse labor forces demand evidence-based managerial interventions. This study investigated the influence of Managers’ Safety Perceptions and Practices (MSP) on Workers’ Safety Behaviors [...] Read more.
Improving construction site safety remains a critical challenge in Saudi Arabia’s rapidly growing construction sector, where high accident rates and diverse labor forces demand evidence-based managerial interventions. This study investigated the influence of Managers’ Safety Perceptions and Practices (MSP) on Workers’ Safety Behaviors (WSB) in the Saudi construction industry, emphasizing the mediating roles of Workers’ Safety Awareness (WSA), Safety Competency (WSC), and Safety Actions (SA). The conceptual framework integrates these three mediators to explain how managerial attitudes and practices translate into frontline safety outcomes. A quantitative, cross-sectional design was adopted using a structured questionnaire distributed among construction workers, supervisors, and project managers. A total of 352 from 384 valid responses were collected, and the data were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM) via SmartPLS 4. The findings revealed that MSP does not directly influence WSB but has significant indirect effects through WSA, WSC, and SA. Among these, WSC emerged as the most powerful mediator, followed by WSA and SA, indicating that competency is the most critical driver of safe worker behavior. These results provide robust empirical support for a multidimensional mediation model, highlighting the need for managers to enhance safety behaviors not merely through supervision but through fostering awareness and competency, providing technical training, and implementing proactive safety measures. Theoretically, this study contributes a novel and integrative framework to the occupational safety literature, particularly within underexplored Middle Eastern construction contexts. Practically, it offers actionable insights for safety managers, industry practitioners, and policymakers seeking to improve construction safety performance in alignment with Saudi Vision 2030. Full article
(This article belongs to the Special Issue Safety Performance Assessment and Management in Construction)
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18 pages, 507 KiB  
Article
Educators’ Perspectives on LGBTQ Students with Disabilities: A Nationwide Survey in Special Needs Schools in Japan
by Daiki Nagase, Sanae Hashimoto, Ayumu Watanabe and Yoshiyuki Kawano
Educ. Sci. 2025, 15(8), 995; https://doi.org/10.3390/educsci15080995 (registering DOI) - 5 Aug 2025
Abstract
Lesbian, Gay, Bisexual, Transgender, Questioning, or Queer (LGBTQ) students with disabilities face unique challenges in the educational environment, and educators must provide support based on intersectionality. However, research on LGBTQ students in special needs education is limited, and the extent of educators’ awareness [...] Read more.
Lesbian, Gay, Bisexual, Transgender, Questioning, or Queer (LGBTQ) students with disabilities face unique challenges in the educational environment, and educators must provide support based on intersectionality. However, research on LGBTQ students in special needs education is limited, and the extent of educators’ awareness and support is not well documented. Therefore, this study explored the awareness, knowledge, and support practices of special needs school educators regarding LGBTQ students. We conducted a nationwide survey of educators in special needs schools in Japan, and 2024 valid responses were analyzed using multiple correspondence and cluster analyses. The results revealed that many educators lacked an understanding of basic LGBTQ terminology and may have been unaware of their discriminatory behaviors. Additionally, most educators had never encountered LGBTQ students with disabilities, potentially hindering these students’ opportunities to seek support. Furthermore, educators who had received LGBTQ training reported higher awareness and being more proactive in supporting LGBTQ students than those who had not. Thus, training may be associated with support-related attitudes. This highlights the need for ongoing training programs that address LGBTQ identity and disability, considering their intersectionality. These preliminary findings suggest the potential for creating an inclusive environment for LGBTQ students with disabilities; nevertheless, structural barriers remain. Full article
(This article belongs to the Special Issue Special and Inclusive Education: Challenges, Policy and Practice)
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18 pages, 2763 KiB  
Article
Enhancing Students’ Interest in Physics Concepts with a Low-Cost STEM Tool Focused on Motivation in Rural Areas of Developing Countries
by René Flores-Godínez, Antonio Alarcón-Paredes, Iris Paola Guzmán-Guzmán, Yanik Ixchel Maldonado-Astudillo and Gustavo Adolfo Alonso-Silverio
Educ. Sci. 2025, 15(8), 994; https://doi.org/10.3390/educsci15080994 (registering DOI) - 5 Aug 2025
Abstract
Physics concepts are considered an essential component of STEM (science, technology, engineering, and mathematics) education and fundamental for economic and technological development in the world. However, there can be student academic underperformance, such as the school environment, learning media and infrastructure, student interest [...] Read more.
Physics concepts are considered an essential component of STEM (science, technology, engineering, and mathematics) education and fundamental for economic and technological development in the world. However, there can be student academic underperformance, such as the school environment, learning media and infrastructure, student interest and emotions, as well as social and economic development factors in communities. These problems are even more acute in rural areas of developing countries, where poverty is high and teachers often lack the necessary technological skills. The aim of this study was to evaluate the impact of a low-cost STEM tool focused on motivation in learning, in terms of five variables of interest in physics in rural areas, as well as the durability of the tools used to learn 12 physics concepts. A quasi-experimental study was conducted with the participation of 78 high school students, with an average age of 15.82 years, in a rural area of Guerrero, Mexico. The results showed that using the STEM tool significantly increased students’ interest in learning methodology, active participation, and attitude towards physics, facilitating the teacher’s work. In addition, the 3D construction kit used in the experimentation, besides being low-cost, proved to be affordable and durable, making it ideal for use in rural areas. Full article
(This article belongs to the Special Issue Interdisciplinary Approaches to STEM Education)
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17 pages, 1487 KiB  
Article
Pro-Safety Education and Organizational Challenges in Building Sustainable Safety Culture in Polish Food Companies
by Patrycja Kabiesz
Sustainability 2025, 17(15), 7086; https://doi.org/10.3390/su17157086 - 5 Aug 2025
Abstract
The aim of this study was to verify whether comprehensive and inclusive pro-safety education contributes to building a strong safety culture in food companies. The study was conducted in 612 Polish companies, where special attention was paid to modern forms of education during [...] Read more.
The aim of this study was to verify whether comprehensive and inclusive pro-safety education contributes to building a strong safety culture in food companies. The study was conducted in 612 Polish companies, where special attention was paid to modern forms of education during pro-safety education, as well as the frequency and duration of this education. The results of the study showed that safety culture is poorly developed, even when it is consciously and formally implemented in the company. One of the identified problems was the discrepancy between the company’s declared commitment to pro-safety education and the actual behavior of employees. This indicates that formal company strategies may not be effectively embedded in the attitudes and actions of employees. The research emphasizes the importance of adapting pro-safety efforts to the organizational culture in order to ensure significant results and avoid superficial implementation. Full article
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18 pages, 473 KiB  
Article
Motivation, Urban Pressures, and the Limits of Satisfaction: Insights into Employee Retention in a Changing Workforce
by Rob Kim Marjerison, Jin Young Jun, Jong Min Kim and George Kuan
Systems 2025, 13(8), 661; https://doi.org/10.3390/systems13080661 - 5 Aug 2025
Abstract
This study aims to clarify how different types of motivation influence employee retention by identifying the distinct roles of intrinsic and extrinsic factors in shaping job satisfaction, particularly under varying levels of urban stress and generational identity. Drawing on Herzberg’s Two-Factor Theory and [...] Read more.
This study aims to clarify how different types of motivation influence employee retention by identifying the distinct roles of intrinsic and extrinsic factors in shaping job satisfaction, particularly under varying levels of urban stress and generational identity. Drawing on Herzberg’s Two-Factor Theory and Self-Determination Theory, we distinguish between intrinsic drivers (e.g., autonomy, achievement) and extrinsic hygiene factors (e.g., pay, stability). Using survey data from 356 Chinese employees and applying PLS-SEM with a moderated mediation design, we investigate how urbanization and Generation Z moderate these relationships. Results show that intrinsic motivation enhances satisfaction, especially in urban settings, while extrinsic factors negatively affect satisfaction when perceived as insufficient or unfair. Job satisfaction mediates the relationship between motivation and retention, although this effect is weaker among Generation Z employees. These findings refine motivational theories by demonstrating how environmental pressure and generational values jointly shape employee attitudes. The study contributes a context-sensitive framework for understanding retention by integrating individual motivation with macro-level moderators, offering practical implications for managing diverse and urbanizing labor markets. Full article
(This article belongs to the Section Systems Practice in Social Science)
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19 pages, 1716 KiB  
Article
Image-Based Adaptive Visual Control of Quadrotor UAV with Dynamics Uncertainties
by Jianlan Guo, Bingsen Huang, Yuqiang Chen, Guangzai Ye and Guanyu Lai
Electronics 2025, 14(15), 3114; https://doi.org/10.3390/electronics14153114 - 5 Aug 2025
Abstract
In this paper, an image-based visual control scheme is proposed for a quadrotor aerial vehicle with unknown mass and moment of inertia. In order to reduce the impacts of underactuation in quadrotor dynamics, a virtual image plane is introduced and appropriate image moment [...] Read more.
In this paper, an image-based visual control scheme is proposed for a quadrotor aerial vehicle with unknown mass and moment of inertia. In order to reduce the impacts of underactuation in quadrotor dynamics, a virtual image plane is introduced and appropriate image moment features are defined to decouple the image features from the movement of the vehicle. Subsequently, based on the quadrotor dynamics, a backstepping method is used to construct the torque controller, ensuring that the control system has superior dynamic performance. Furthermore, an adaptive control scheme is then designed to enable online estimation of dynamic parameters. Finally, stability is formally verified through constructive Lyapunov methods, and performance test results validate the efficacy and robustness of the proposed control scheme. It can be verified through performance tests that the quadrotor successfully positions itself at the desired position under uncertain dynamic parameters, and the attitude angles converge to the expected values. Full article
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28 pages, 845 KiB  
Article
Place Identity and Environmental Conservation in Heritage Tourism: Extending the Theory of Planned Behavior to Iranian Rural Heritage Villages
by Zabih-Allah Torabi, Mohammad Reza Rezvani, Colin Michael Hall, Pantea Davani and Boshra Bakhshaei
Tour. Hosp. 2025, 6(3), 150; https://doi.org/10.3390/tourhosp6030150 - 4 Aug 2025
Abstract
This study examines the determinants of environmentally responsible behavior among tourists in the heritage villages of Paveh County, Iran, through an integrated theoretical framework that synthesizes place-related psychological constructs with the Theory of Planned Behavior (TPB). Employing structural equation modeling on data collected [...] Read more.
This study examines the determinants of environmentally responsible behavior among tourists in the heritage villages of Paveh County, Iran, through an integrated theoretical framework that synthesizes place-related psychological constructs with the Theory of Planned Behavior (TPB). Employing structural equation modeling on data collected from 443 tourists across three heritage villages (July–November 2024), the investigation tested comparative theoretical models with differing explanatory capacities. The baseline TPB model confirmed significant positive effects of environmental attitudes (β = 0.388), environmental norms (β = 0.398), and perceived behavioral control (β = 0.547) on behavioral intentions, which subsequently influenced environmental behavior (β = 0.561). The extended model incorporating place-related variables demonstrated enhanced explanatory power, with the R2 values increasing from 48.2% to 52.7% for behavioral intentions and from 49.2% to 54.7% for actual behavior. Notably, place identity exhibited dual psychological functions: moderating the intention–behavior relationship (β = 0.155) and mediating between place attachment and environmental behavior (β = 0.163). These findings advance sustainable tourism theory by illuminating the complex pathways through which place-based psychological connections influence environmental behavior formation in heritage contexts, suggesting that more sophisticated theoretical frameworks are required for understanding and promoting sustainable practices in culturally significant destinations. Full article
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17 pages, 284 KiB  
Article
Exploring the Motivation for Media Consumption and Attitudes Toward Advertisement in Transition to Ad-Supported OTT Plans: Evidence from South Korea
by Sang-Yeon Kim, Jeong-Hyun Kang, Hye-Min Byeon, Yoon-Taek Sung, Young-A Song, Ji-Won Lee and Seung-Chul Yoo
J. Theor. Appl. Electron. Commer. Res. 2025, 20(3), 198; https://doi.org/10.3390/jtaer20030198 - 4 Aug 2025
Abstract
As ad-supported subscription models proliferate across over-the-top (OTT) media platforms, understanding the psychological mechanisms and perceptual factors that underlie consumers’ transition decisions becomes increasingly consequential. This study integrates the Uses and Gratifications framework with a contemporary motivation-based perspective to examine how users’ media [...] Read more.
As ad-supported subscription models proliferate across over-the-top (OTT) media platforms, understanding the psychological mechanisms and perceptual factors that underlie consumers’ transition decisions becomes increasingly consequential. This study integrates the Uses and Gratifications framework with a contemporary motivation-based perspective to examine how users’ media consumption motivations and advertising attitudes predict intentions to adopt ad-supported OTT plans. Data were collected via a nationally representative online survey in South Korea (N = 813). The sample included both premium subscribers (n = 708) and non-subscribers (n = 105). The findings reveal distinct segmentation in decision-making patterns. Among premium subscribers, switching intentions were predominantly driven by intrinsic motivations—particularly identity alignment with content—and by the perceived informational value of advertisements. These individuals are more likely to consider ad-supported plans when ad content is personally relevant and cognitively enriching. Conversely, non-subscribers exhibited greater sensitivity to extrinsic cues such as the entertainment value of ads and the presence of tangible incentives (e.g., discounts), suggesting a hedonic-reward orientation. By advancing a dual-pathway explanatory model, this study contributes to the theoretical discourse on digital subscription behavior and offers actionable insights for OTT service providers. The results underscore the necessity of segment-specific advertising strategies: premium subscribers may be engaged through informative and identity-consistent advertising, while non-subscribers respond more favorably to enjoyable and benefit-laden ad experiences. These insights inform platform monetization efforts amid the evolving dynamics of consumer attention and subscription fatigue. Full article
(This article belongs to the Section Digital Marketing and the Connected Consumer)
22 pages, 858 KiB  
Article
Dual-Pathway Effects of Product and Technological Attributes on Consumer Engagement in Augmented Reality Advertising
by Peng He and Jing Zhang
J. Theor. Appl. Electron. Commer. Res. 2025, 20(3), 196; https://doi.org/10.3390/jtaer20030196 - 4 Aug 2025
Abstract
As augmented reality (AR) advertising becomes increasingly prevalent across digital platforms, understanding how its unique features influence consumer responses is critical for both theory and practice. Based on the elaboration likelihood model (ELM), this study develops and validates a dual-dimension content–dual-route processing model [...] Read more.
As augmented reality (AR) advertising becomes increasingly prevalent across digital platforms, understanding how its unique features influence consumer responses is critical for both theory and practice. Based on the elaboration likelihood model (ELM), this study develops and validates a dual-dimension content–dual-route processing model to investigate how different features of AR advertising influence consumer engagement. Specifically, it examines how product-related attributes (attractiveness, informativeness) and technology-related attributes (interactivity, augmentation) shape attitudes toward the ad and purchase intentions through cognitive (information credibility) and affective (enjoyment) pathways. Using data from an online survey (N = 299), the study applies partial least squares structural equation modeling (PLS-SEM) to test the proposed model. The results show that informativeness and augmentation significantly enhance information credibility, while attractiveness primarily influences emotional responses. Interactivity and augmentation positively influence cognitive and affective responses. Mediation analysis confirms the simultaneous activation of central and peripheral processing routes, with flow experience emerging as a significant moderator in selected pathways. By introducing a structured framework for AR advertising content, this study extends the applicability of the ELM in immersive media contexts. It underscores the combined impact of rational evaluation and emotional engagement in shaping consumer behavior and offers practical insights for designing effective AR advertising strategies. Full article
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29 pages, 651 KiB  
Article
Digital Technologies to Support Sustainable Consumption: An Overview of the Automotive Industry
by Silvia Avasilcăi, Mihaela Brîndușa Tudose, George Victor Gall, Andreea-Gabriela Grădinaru, Bogdan Rusu and Elena Avram
Sustainability 2025, 17(15), 7047; https://doi.org/10.3390/su17157047 - 3 Aug 2025
Viewed by 70
Abstract
Having in view the current global disruptive social and economic landscape, sustainability becomes more important than ever. As producers become more concerned about adopting more sustainable practices, customer awareness towards sustainable behavior must be the focus of all stakeholders. Within this context, the [...] Read more.
Having in view the current global disruptive social and economic landscape, sustainability becomes more important than ever. As producers become more concerned about adopting more sustainable practices, customer awareness towards sustainable behavior must be the focus of all stakeholders. Within this context, the SHIFT framework (proposed in 2019) highlights the manner in which consumers’ traits and attitudes influence their propensity towards sustainable consumption. It consists of five factors considered to be relevant to consumer behavior: Social influence, Habit formation, Individual self, Feelings and cognition, and Tangibility. Different from previous studies, this research focuses on applying the SHIFT framework to the automotive industry, taking into consideration the contribution of digital technologies to fostering sustainable consumer behavior throughout the entire product lifecycle. Using a qualitative research approach, the most relevant digital technologies in the automotive industry were identified and mapped in relation to the three phases of consumption (choice, usage, and disposal). The research aimed to develop and test an original conceptual framework, starting from the SHIFT. The results of the study highlight the fact that the digital technologies, in their diversity, are integrated in different ways into each of the three phases, facilitating the adoption of sustainable consumption. To achieve sustainability, the two key stakeholders, consumers and producers, should share a common ground on capitalizing the opportunities offered by digital technologies. Full article
(This article belongs to the Special Issue Sustainable Consumption in the Digital Economy)
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23 pages, 995 KiB  
Article
Toward Sustainable Technology Use in Education: Psychological Pathways and Professional Status Effects in the TAM Framework
by Andrei-Lucian Marian, Roxana Apostolache and Ciprian Marius Ceobanu
Sustainability 2025, 17(15), 7025; https://doi.org/10.3390/su17157025 - 2 Aug 2025
Viewed by 210
Abstract
The sustainable integration of technology into educational practices is pivotal for modern teaching and learning. Grounded in the Technology Acceptance Model (TAM), this study explores the psychological and contextual factors that influence technology acceptance among pre-service and in-service teachers. Employing a nonexperimental, cross-sectional [...] Read more.
The sustainable integration of technology into educational practices is pivotal for modern teaching and learning. Grounded in the Technology Acceptance Model (TAM), this study explores the psychological and contextual factors that influence technology acceptance among pre-service and in-service teachers. Employing a nonexperimental, cross-sectional design, data were collected from 347 participants to examine the relationships between perceived usefulness, perceived ease of use, attitude toward use, behavioural intention, and actual system use. Results indicate that pre-service teachers demonstrate stronger openness to technology adoption, driven primarily by attitudinal factors, whereas in-service teachers’ acceptance is more closely linked to perceived utility and usability. This study advances the TAM by integrating a dual serial mediation model and testing the moderating role of professional status, thereby offering a nuanced understanding of sustainable digital engagement across career stages. Our findings underscore the importance of fostering positive perceptions and providing differentiated support throughout teachers’ professional trajectories to achieve long-term, meaningful technology adoption in education. Full article
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31 pages, 10188 KiB  
Article
Cosmopolitan Architecture and Vernacularization: The Synthesis of Buddhist and Pre-Buddhist Architectural Typologies in East Asia
by Young-Jae Kim
Religions 2025, 16(8), 1005; https://doi.org/10.3390/rel16081005 - 2 Aug 2025
Viewed by 227
Abstract
This study examines the evolution and integration of Buddhist architecture in East Asia and emphasizes the preservation of indigenous building traditions by adapting pre-Buddhist architectural typologies, vernacular construction techniques, and localized worship practices. In addition, this study highlights the adaptive transformation of Indian [...] Read more.
This study examines the evolution and integration of Buddhist architecture in East Asia and emphasizes the preservation of indigenous building traditions by adapting pre-Buddhist architectural typologies, vernacular construction techniques, and localized worship practices. In addition, this study highlights the adaptive transformation of Indian Buddhist structures as they incorporate regional architectural forms, resulting in distinct monumental styles that had a profound symbolic significance. By introducing the concept of a cosmopolitan attitude, it underscores the dynamic coexistence and reciprocal influence of universalized and vernacular architectural traditions. The findings highlight the interplay between cultural universality and particularity, illustrating how architectural meaning and intention define the uniqueness of structures beyond their stylistic similarities. This study demonstrates that even when architectural forms appear similar, their function and underlying intent must be considered to fully comprehend their historical and cultural significance. Full article
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21 pages, 5425 KiB  
Article
Artificial Intelligence Disclosure in Cause-Related Marketing: A Persuasion Knowledge Perspective
by Xiaodong Qiu, Ya Wang, Yuruo Zeng and Rong Cong
J. Theor. Appl. Electron. Commer. Res. 2025, 20(3), 193; https://doi.org/10.3390/jtaer20030193 - 2 Aug 2025
Viewed by 265
Abstract
Integrating artificial intelligence (AI) and cause-related marketing has reshaped corporate social responsibility practices while triggering a conflict between technological instrumental rationality and moral value transmission. Building on the Persuasion Knowledge Model (PKM) and AI aversion literature, this research employs two experiments to reveal [...] Read more.
Integrating artificial intelligence (AI) and cause-related marketing has reshaped corporate social responsibility practices while triggering a conflict between technological instrumental rationality and moral value transmission. Building on the Persuasion Knowledge Model (PKM) and AI aversion literature, this research employs two experiments to reveal that AI disclosure exerts a unique inhibitory effect on consumers’ purchase intentions in cause-related marketing contexts compared to non-cause-related marketing scenarios. Further analysis uncovers a chain mediation pathway through consumer skepticism and advertisement attitudes, explaining the psychological mechanism underlying AI disclosure’s impact on purchase intentions. The study also identifies the moderating role of AI aversion within this chain model. The findings provide a new theoretical perspective for integrating AI disclosure, consumer psychological responses, and marketing effectiveness while exposing the “value-instrumentality” conflict inherent in AI applications for cause-related marketing. This research advances the evolution of the PKM in the digital era and offers practical insights for cause-related marketing enterprises to balance AI technology application with optimized disclosure strategies. Full article
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20 pages, 1907 KiB  
Article
Multi-Innovation-Based Parameter Identification for Vertical Dynamic Modeling of AUV Under High Maneuverability and Large Attitude Variations
by Jianping Yuan, Zhixun Luo, Lei Wan, Cenan Wang, Chi Zhang and Qingdong Chen
J. Mar. Sci. Eng. 2025, 13(8), 1489; https://doi.org/10.3390/jmse13081489 - 1 Aug 2025
Viewed by 198
Abstract
The parameter identification of Autonomous Underwater Vehicles (AUVs) serves as a fundamental basis for achieving high-precision motion control, state monitoring, and system development. Currently, AUV parameter identification typically relies on the complete motion information obtained from onboard sensors. However, in practical applications, it [...] Read more.
The parameter identification of Autonomous Underwater Vehicles (AUVs) serves as a fundamental basis for achieving high-precision motion control, state monitoring, and system development. Currently, AUV parameter identification typically relies on the complete motion information obtained from onboard sensors. However, in practical applications, it is often challenging to accurately measure key state variables such as velocity and angular velocity, resulting in incomplete measurement data that compromises identification accuracy and model reliability. This issue is particularly pronounced in vertical motion tasks involving low-speed, large pitch angles, and highly maneuverable conditions, where the strong coupling and nonlinear characteristics of underwater vehicles become more significant. Traditional hydrodynamic models based on full-state measurements often suffer from limited descriptive capability and difficulties in parameter estimation under such conditions. To address these challenges, this study investigates a parameter identification method for AUVs operating under vertical, large-amplitude maneuvers with constrained measurement information. A control autoregressive (CAR) model-based identification approach is derived, which requires only pitch angle, vertical velocity, and vertical position data, thereby reducing the dependence on complete state observations. To overcome the limitations of the conventional Recursive Least Squares (RLS) algorithm—namely, its slow convergence and low accuracy under rapidly changing conditions—a Multi-Innovation Least Squares (MILS) algorithm is proposed to enable the efficient estimation of nonlinear hydrodynamic characteristics in complex dynamic environments. The simulation and experimental results validate the effectiveness of the proposed method, demonstrating high identification accuracy and robustness in scenarios involving large pitch angles and rapid maneuvering. The results confirm that the combined use of the CAR model and MILS algorithm significantly enhances model adaptability and accuracy, providing a solid data foundation and theoretical support for the design of AUV control systems in complex operational environments. Full article
(This article belongs to the Section Ocean Engineering)
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