Sign in to use this feature.

Years

Between: -

Subjects

remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline

Journals

Article Types

Countries / Regions

Search Results (88)

Search Parameters:
Keywords = sports venues

Order results
Result details
Results per page
Select all
Export citation of selected articles as:
24 pages, 6313 KB  
Article
IoT-Driven Pull Scheduling to Avoid Congestion in Human Emergency Evacuation
by Erol Gelenbe and Yuting Ma
Sensors 2026, 26(3), 837; https://doi.org/10.3390/s26030837 (registering DOI) - 27 Jan 2026
Abstract
The efficient and timely management of human evacuation during emergency events is an important area of research where the Internet of Things (IoT) can be of great value. Significant areas of application for optimum evacuation strategies include buildings, sports arenas, cultural venues, such [...] Read more.
The efficient and timely management of human evacuation during emergency events is an important area of research where the Internet of Things (IoT) can be of great value. Significant areas of application for optimum evacuation strategies include buildings, sports arenas, cultural venues, such as museums and concert halls, and ships that carry passengers, such as cruise ships. In many cases, the evacuation process is complicated by constraints on space and movement, such as corridors, staircases, and passageways, that can cause congestion and slow the evacuation process. In such circumstances, the Internet of Things (IoT) can be used to sense the presence of evacuees in different locations, to sense hazards and congestion, to assist in making decisions based on sensing to guide the evacuees dynamically in the most effective direction to limit or eliminate congestion and maximize safety, and notify to the passengers the directions they should take or whether they should stop and wait, through signaling with active IoT devices that can include voice and visual indications and signposts. This paper uses an analytical queueing network approach to analyze an emergency evacuation system, and suggests the use of the Pull Policy, which employs the IoT to direct evacuees in a manner that reduces downstream congestion by signalling them to move forward when the preceding evacuees exit the system. The IoT-based Pull Policy is analyzed using a realistic representation of evacuation from an existing commercial cruise ship, with a queueing network model that also allows for a computationally very efficient comparison of different routing rules with wide-ranging variations in speed parameters of each of the individual evacuees.Numerical examples are used to demonstrate its value for the timely evacuation of passengers within the confined space of a cruise ship. Full article
(This article belongs to the Section Internet of Things)
Show Figures

Figure 1

26 pages, 1057 KB  
Article
When the Concert Hall Dances with Water: How Does the Architectural Experience of Waterfront Concert Halls Affect User Satisfaction?—A Study Based on 12 Concert Hall Users in China
by Chunyu Zhang, Xiaolong Chen, Hongfeng Zhang, Cora Un In Wong and Longzhu Yao
Buildings 2025, 15(24), 4576; https://doi.org/10.3390/buildings15244576 - 18 Dec 2025
Viewed by 329
Abstract
As urban architecture continues to emphasize integration with natural environments, the concept of waterfront buildings and blue–green spaces has been widely applied in the site selection of large urban structures. While existing research has extensively explored architectural types such as waterfront landscapes and [...] Read more.
As urban architecture continues to emphasize integration with natural environments, the concept of waterfront buildings and blue–green spaces has been widely applied in the site selection of large urban structures. While existing research has extensively explored architectural types such as waterfront landscapes and sports venues, systematic studies on waterfront concert halls, as an important category of cultural architecture, remain limited. Specifically, the interaction mechanisms between such halls and their aquatic environments, as well as their impact on users’ psychological satisfaction, have not been thoroughly investigated. This study takes waterfront concert halls as representative cultural buildings and examines 1267 users from 12 typical waterfront concert halls across eight cities in China. A theoretical model was constructed with water visibility, water accessibility, water interactivity, and water integration as independent variables, biophilia and a sense of nature’s presence as parallel mediators, and user satisfaction as the dependent variable. Data were analyzed using covariance based structural equation modeling CB-SEM. The findings reveal that (1) water visibility, water accessibility, and water integration positively influence user satisfaction; (2) biophilia mediates the relationship between water visibility, water accessibility, water interactivity, water integration, and user satisfaction; (3) a sense of nature’s presence also mediates the relationship between these water-related variables and user satisfaction. This study empirically demonstrates the dual pathway psychological mechanism through which water elements influence user satisfaction, providing a new perspective for the design of waterfront cultural architecture. The research suggests that architects can enhance users’ biophilic instincts and sense of nature’s presence through specific design strategies, such as strengthening water visibility, optimizing waterfront circulation, and enriching water interaction experiences. These findings offer theoretical support for shifting contemporary architectural practice from physical space creation to environmental well-being promotion, while also establishing a practical foundation for developing human-centered evaluation systems for built environments. Full article
(This article belongs to the Section Building Energy, Physics, Environment, and Systems)
Show Figures

Figure 1

21 pages, 898 KB  
Article
Enhancing Urban Well-Being Through Nature-Based Sports Venues: The Parallel and Sequential Mediation of Connectedness to Nature and Place Attachment
by Zhihao Zhang, Wenyue Liu, Linkang Du and Jianguo Qiu
Buildings 2025, 15(24), 4575; https://doi.org/10.3390/buildings15244575 - 18 Dec 2025
Cited by 2 | Viewed by 290
Abstract
Although previous studies have extensively explored the relationship between urban green spaces and residents’ well-being, research on how nature-based sports venues enhance urban well-being through multiple emotional mechanisms remains relatively limited. Drawing on environmental psychology, place attachment theory, and the principles of biophilic [...] Read more.
Although previous studies have extensively explored the relationship between urban green spaces and residents’ well-being, research on how nature-based sports venues enhance urban well-being through multiple emotional mechanisms remains relatively limited. Drawing on environmental psychology, place attachment theory, and the principles of biophilic design, this study constructs a dual-mediation model incorporating Connectedness to Nature (CN) and Place Attachment (PA) to examine the pathways through which natural design features—including Natural Visibility (NV), Spatial Integration (SI), and Human–Nature Interactivity (HNI)—influence individuals’ urban well-being. Using ten representative nature-integrated sports venues in China as research sites, a total of 856 valid questionnaires were collected, and structural equation modeling (SEM) was applied for empirical analysis. The results show that (1) NV, SI, and HNI all exert significant positive effects on CN and PA; (2) CN significantly promotes both PA and Urban Well-being (UWB); (3) PA has a significant positive effect on UWB; and (4) both CN and PA serve as significant mediators between natural design features and UWB, with an evident serial mediation effect from CN to PA. These findings reveal the multilayered psychological mechanisms through which nature-based sports venues enhance residents’ well-being, enrich the theoretical framework of nature-oriented design and urban sustainability, and provide empirical evidence for the health-oriented and emotion-responsive design of urban sports facilities. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
Show Figures

Figure 1

28 pages, 8830 KB  
Article
Deciphering the Impact of Waterfront Spatial Environments on Physical Activity Through SHAP: A Tripartite Study of Riverfront, Lakeshore, and Seafront Spaces in Shenzhen
by Lei Han, Bingjie Yu, Han Fang, Yuxiao Jiang, Yingfan Yang and Hualong Qiu
Land 2025, 14(12), 2424; https://doi.org/10.3390/land14122424 - 15 Dec 2025
Viewed by 451
Abstract
Urban waterfront spaces are key venues for residents’ physical activity, and their spatial environment significantly impacts usage efficiency. Existing studies predominantly employ linear models and focus on single waterfront types, making it difficult to reveal differences across various types and the nonlinear mechanisms [...] Read more.
Urban waterfront spaces are key venues for residents’ physical activity, and their spatial environment significantly impacts usage efficiency. Existing studies predominantly employ linear models and focus on single waterfront types, making it difficult to reveal differences across various types and the nonlinear mechanisms of influencing factors. To address this, this study investigates three types of waterfront spaces in Shenzhen—riverfront, lakeshore, and seafront spaces—integrating multi-source data and machine learning techniques to systematically analyze the differential impacts of the same elements on physical activity. The results indicate: (1) In terms of transportation accessibility, public transport is the most important factor for riverfront and lakeshore spaces, while road network accessibility is most critical for seafront spaces. (2) Regarding natural landscapes, the dominant factors are normalized difference vegetation index (NDVI) for riverfront spaces, green view index for lakeshore spaces, and distance to the shoreline for seafront spaces. (3) For facility services, the core factors are building density (riverfront), number of sports facilities (lakeshore), and number of leisure facilities (seafront). (4) The study further reveals nonlinear relationships and threshold effects of multiple elements. For instance, a turning point in physical activity intensity occurs when the distance to a subway station reaches 2–2.5 km. The green view index shows a threshold of 30% in the overall model, while dual-threshold phenomena are observed in the lakeshore and seafront models. (5) Synergistic effects between elements vary by waterfront type: in riverfront and seafront spaces, activity is more vibrant when areas are close to subway stations and have a low sky view index, whereas the opposite pattern is observed in lakeshore spaces. A combination of a high green view index and greater distance to the shoreline promotes activity in lakeshore spaces, while a high green view index combined with proximity to the shoreline has the most significant promotional effect in riverfront and seafront spaces. This study provides a scientific basis for health-oriented, precise planning and design of urban waterfront spaces. Full article
Show Figures

Figure 1

31 pages, 3544 KB  
Article
Strategic Architecture of Sustainable System Development for ESG Transformation in Large Multi-Purpose Sports Venues
by Min-Ren Yan, Chien-Heng Chou and Hui-Lan Chi
Systems 2025, 13(12), 1108; https://doi.org/10.3390/systems13121108 - 9 Dec 2025
Viewed by 747
Abstract
This paper proposes a strategic architecture of sustainable system development (SSD) for ESG enterprise transformation, demonstrating its application through a real-world case study on large multi-purpose sports venues (LMPSVs). The research integrates systems thinking, computer-aided dynamic business modeling and digital technologies to support [...] Read more.
This paper proposes a strategic architecture of sustainable system development (SSD) for ESG enterprise transformation, demonstrating its application through a real-world case study on large multi-purpose sports venues (LMPSVs). The research integrates systems thinking, computer-aided dynamic business modeling and digital technologies to support ESG enterprise transformation strategies and business operations. An ESGI (environmental, social, governance, and innovation) framework is proposed to demonstrate the transformation process through empirical data and scenario analysis. Furthermore, this study develops an integrated strategic enterprise architecture (ISEA) to integrate strategic planning with enterprise execution, wherein strategic architecture (SA) takes precedence over enterprise architecture (EA). The SSD-driven SA provides directional strategic guidance integrated with EA. This study prioritizes the construction of SA required for enterprise ESG transformation, serving as a research blueprint for future construction of EA at the technical implementation level. The findings indicate that LMPSVs must adopt integrated transformation strategies, strengthen digital capabilities, and embed ESGI as a core concept to sustain a competitive advantage in volatile environments. The framework offers a systematic and dynamic approach emphasizing inclusive growth, operational resilience, value creation, and sustainable development goals. The study’s originality lies in the SSD-based ESGI framework, which translates conceptual ideas into advanced operational models for scientific management and performance improvement. By integrating cross-disciplinary knowledge, the framework provides a systematic, dynamic, and multi-value-oriented analytical tool that bridges the gap in the existing literature, offering significant value for both theoretical development and practical application. Full article
Show Figures

Figure 1

20 pages, 3458 KB  
Article
Injuries and Illnesses in Male and Female Sailors Throughout the Professional Sailing Circuit SailGP: A Retrospective Cohort Study of SailGP’s Season 3
by Matthew Linvill, Thomas Fallon, Hannah Diamond, Jo Larkin and Neil Heron
J. Funct. Morphol. Kinesiol. 2025, 10(4), 394; https://doi.org/10.3390/jfmk10040394 - 9 Oct 2025
Viewed by 923
Abstract
Objectives: SailGP is an international professional mixed-sex sailing competition, which uses F50 foiling catamarans capable of reaching speeds up to ~100 km/h. This seminal study assesses injuries and illnesses observed by male and female sailors during trainings and competitions in SailGP’s third season. [...] Read more.
Objectives: SailGP is an international professional mixed-sex sailing competition, which uses F50 foiling catamarans capable of reaching speeds up to ~100 km/h. This seminal study assesses injuries and illnesses observed by male and female sailors during trainings and competitions in SailGP’s third season. This study aims to assess injury and illness incidence, comparing results with other professional sailing events and high-performance sports. In addition, injury and illness risk factors (sex and position) will be explored with the goal to reduce morbidity for future seasons. Materials and Methods: This retrospective cohort design analysed medical records of male and female sailors during SailGP’s third season (April 2022 to May 2023). Risk factors assessed included sailor sex, sailor position (helm, strategist, grinder, flight controller and wing trimmer), sailing venue, wind speed and mechanism of injury/nature of illness. International Olympic Committee reporting guidelines on injuries and illnesses were followed, including the STROBE-SIIS checklist. Confidence intervals were set at 95%, statistical tests were two-sided and p-values < 0.05 were considered statistically significant. Results: A total of 40 on-water injuries were reported in 32 athletes. Injury incidence was greater during competitions than trainings, with strategists and then grinders being the most frequently injured positions. Competition injury incidence was 32.6 per 1000 h and 6.42 injuries per 365 days. Training injury incidence was 2.62 injuries per 1000 h and 3.82 injuries per 365 days. Knee, ankle, hand and head injuries were most prevalent, with three concussions observed during trainings and competitions (two female and one male). Direct impacts and falls during manoeuvres caused most injuries. Overall injury incidence (IRR = 2.69 [95% CI 1.41–5.16]), risk of training injuries (RR = 3.75 [95% CI 1.59–8.83], p = 0.001), risk of competition injuries (RR = 1.79 [95% CI 0.65–4.90], p = 0.25) and overall concussion risk (RR = 10.04 [95% CI 0.91–110.46], p = 0.02) were greater in females. Ten sailors accounted for 17 illnesses. Females had a 3.33 increase in training and competition illnesses (IRR = 3.33 [95% CI 0.94–11.81]). Conclusions: Competition injury incidence was higher than previous reported sailing studies. Knee injuries were most prevalent and direct impacts caused most injuries. Female sailors reported a higher injury and illness incidence. These results may guide injury prevention efforts and the development of an IOC-equivalent consensus statement. Future studies should examine time loss. Full article
(This article belongs to the Special Issue Sports Medicine and Public Health)
Show Figures

Graphical abstract

23 pages, 1389 KB  
Article
The Transmission Effect of Threshold Experiences: A Study on the Influence of Psychological Cognition and Subjective Experience on the Consumption Intentions of Smart Sports Venues
by Zhenning Yao, Yujie Zhang, Sen Chen, Qian Huang and Tianqi Liu
Buildings 2025, 15(19), 3629; https://doi.org/10.3390/buildings15193629 - 9 Oct 2025
Viewed by 847
Abstract
As a key domain within smart buildings, Smart Sports Venues represent a strategic direction for the future development of the construction industry and hold immense potential to drive the transformation and upgrading of the sports industry. To explore the underlying mechanisms influencing consumer [...] Read more.
As a key domain within smart buildings, Smart Sports Venues represent a strategic direction for the future development of the construction industry and hold immense potential to drive the transformation and upgrading of the sports industry. To explore the underlying mechanisms influencing consumer willingness to use Smart Sports Venues, this study constructs a theoretical model based on cognitive evaluation theory and collects data from 632 spectators in core cities of Western China (a region undergoing rapid urbanization where the sports industry is accelerating its development). As an emerging consumption scenario, Smart Sports Venues demonstrate significant development potential and representativeness in these cities. Empirical testing using structural equation modeling (SEM) combined with mediation and moderation analysis revealed the following results: (1) Perceptions of technology and convenience positively influence consumption intention; (2) Risk perceptions negatively influence consumption intention; (3) Critical experiences mediate the effects of technology perceptions, convenience perceptions, and risk perceptions on consumption intention; (4) Subjective Experience exerts a moderating effect. This study offered a novel theoretical explanation for how smart sports venues enhanced sports consumption willingness by revealing the “cognition-experience-behavior” transmission pathway—the complete journey consumers traversed from forming perceptions and experiencing on-site activities to ultimately making purchase decisions. Compared to existing research, this model innovatively integrated psychological cognition with behavioral response mechanisms, breaking away from traditional studies’ isolated analysis of technical parameters or consumption motivations. From an interdisciplinary perspective of sports consumption psychology and behavioral science, this study not only highlighted the value of smart sports venues as a pivotal link in technological innovation and industrial upgrading but also filled a gap in existing literature regarding how smart technologies influenced consumer behavior through psychological mechanisms. The findings provided theoretical foundations for optimizing smart sports architecture through user behavior data analysis and offered practical insights for the widespread adoption and development of smart building technologies. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
Show Figures

Figure 1

20 pages, 2472 KB  
Article
Optimizing the Design of Light Pipe Systems and Collaborative Control Strategy Using Artificial-Lighting Systems for Indoor Sports Venues
by Sirui Rao, Chen Wang, Zeyu Li and Ying Yu
Buildings 2025, 15(19), 3469; https://doi.org/10.3390/buildings15193469 - 25 Sep 2025
Cited by 1 | Viewed by 605
Abstract
Lighting systems in sports venues have a significant impact on both the user experience and quality of events. However, owing to the large number of luminaires, high individual lamp power, and strict lighting standards, the lighting energy consumption of sports venues is high, [...] Read more.
Lighting systems in sports venues have a significant impact on both the user experience and quality of events. However, owing to the large number of luminaires, high individual lamp power, and strict lighting standards, the lighting energy consumption of sports venues is high, accounting for approximately 30% of the total energy use. Therefore, introducing natural light through appropriate means during non-event periods and ensuring adequate lighting via collaborative control between natural light and artificial-lighting systems are crucial for reducing the lighting energy consumption of sports venues. Light pipe systems are a novel form of natural lighting and can effectively supplement artificial lighting. However, no clear methodology for selecting light pipes or designing light pipe systems in high spaces such as sports venues currently exists. Furthermore, developing a method for collaborative control between artificial-lighting systems and light pipe systems under various natural light conditions is an urgent issue in the optimization of the design of sports venue lighting. Therefore, we considered a conventional sports venue as a case study. By conducting HOLIGILM simulation experiments, we first investigated the factors affecting the transmission efficiency of light pipe systems and proposed optimization parameters for system design in terms of the pipe diameter, length, and configuration. Subsequently, using the Chinese Standard for Daylighting Design of Buildings (GB50033-2013) and the construction cost as optimization objectives, we optimized the pipe diameter, length, and placement of the light pipe system by applying non-dominated sorting genetic algorithm II. The simulation results showed that the optimized design of the light pipe system in the sports venue achieved a daylight factor of 1%, which met the standard requirements while reducing the construction cost by approximately 27%. Finally, to meet the indoor Class I (non-tournament) lighting standards stipulated in the Standard for Lighting Design and Test of Sports Venues (JGJ153-2016) and taking energy conservation as the optimization goal, we proposed a strategy for achieving collaborative control between the light pipe system and artificial-lighting system based on a greedy algorithm. The results indicated that under various weather conditions, the collaborative control strategy enabled the lighting of the field of play to meet Class I illuminance standards while reducing the annual lighting energy consumption by 35%. Thus, this study provides a methodological reference for optimizing the design of light pipe systems and achieving collaborative control with artificial-lighting systems in large-scale venues. Although these results were obtained based on meteorological data from Xi’an, China, the research method presented in this study can also be applied to other regions. The study provides a methodological reference for the design and optimization of light pipe systems and associated control systems to operate light pipes alongside artificial lighting systems in sports venues and other large multistory buildings. Full article
(This article belongs to the Section Building Energy, Physics, Environment, and Systems)
Show Figures

Figure 1

16 pages, 893 KB  
Article
Research Status and Development Trends of Sports Flooring
by Feng Ji, Xinyou Liu and Xinhao Feng
Coatings 2025, 15(9), 1014; https://doi.org/10.3390/coatings15091014 - 1 Sep 2025
Viewed by 2392
Abstract
With the rapid development of the sports industry and the in-depth implementation of the national fitness strategy, sports flooring—as a core component of sports venues—significantly impacts athletic safety and performance. This paper reviews four kinds of popular used sports flooring that are mainly [...] Read more.
With the rapid development of the sports industry and the in-depth implementation of the national fitness strategy, sports flooring—as a core component of sports venues—significantly impacts athletic safety and performance. This paper reviews four kinds of popular used sports flooring that are mainly differentiated by their material composition. We summarize the structure, mechanical properties based on international and national standards, environmental adaptability, green sustainability, and smart functionality of the sports flooring. This study compares similarities and differences in international and domestic standardization systems, and analyzes key challenges in multifunctional integration, green sustainability, smart interactivity, and standardized development. Furthermore, future directions in this area, including multi-scale performance modeling, modular smart systems, green material alternatives, and personalized scenario adaptation, are proposed in this study. This work provides theoretical support and technical references for sports facility engineering, smart venue construction, and healthy sports environments. Full article
(This article belongs to the Section Surface Characterization, Deposition and Modification)
Show Figures

Figure 1

20 pages, 726 KB  
Article
Perceptions of People with Disabilities on the Accessibility of New Zealand’s Built Environment
by Claire Flemmer and Alison McIntosh
Disabilities 2025, 5(3), 75; https://doi.org/10.3390/disabilities5030075 - 28 Aug 2025
Cited by 1 | Viewed by 2429
Abstract
Accessing the built environment poses many challenges for people with disabilities, severely affecting their independence and quality of life. A panel of experts with a lived experience of disabilities co-designed a survey capturing the challenges in New Zealand’s public places. There were 319 [...] Read more.
Accessing the built environment poses many challenges for people with disabilities, severely affecting their independence and quality of life. A panel of experts with a lived experience of disabilities co-designed a survey capturing the challenges in New Zealand’s public places. There were 319 survey respondents with impairments related to mobility (66.5%), vision (18.8%), hearing (5.0%), sensory processing and cognition (8.8%). They perceived sports stadiums as the least accessible venue, followed by bars, boutique shops and public toilets. The most accessible venues were supermarkets, libraries and shopping malls. The type of disability affected the main accessibility challenges. Significant outdoor barriers included uneven and cluttered paths, inadequate provision of curb cuts, seating and accessible parking spaces, and obscure wayfinding. Entrance barriers included heavy doors, complex access control, remote ramps and narrow, obscure entrances. Interior problems included cluttered paths and poor signage. The top priorities for improvement were simplifying layouts, keeping paths clear, and providing clear, inclusive signage, communication and assistance for people with varying impairments. Providing lower counters, better colour contrast, hearing loop facilities and better control of lighting and acoustics also improve accessibility. This research contributes novel experiential data from people with disabilities that is critical to achieving an inclusive built environment. Full article
Show Figures

Figure 1

22 pages, 749 KB  
Article
Enhancing Place Attachment Through Natural Design in Sports Venues: The Roles of Nature Connectedness and Biophilia
by Zhihao Zhang, Wenyue Liu, Linkang Du and Lu Ding
Buildings 2025, 15(17), 2980; https://doi.org/10.3390/buildings15172980 - 22 Aug 2025
Cited by 3 | Viewed by 1781
Abstract
With the rise of green building and biophilic design, how sports venues enhance users’ place attachment through natural design features has become a critical interdisciplinary research topic in architecture and environmental psychology. This study adopts an integrated perspective of environmental psychology and architectural [...] Read more.
With the rise of green building and biophilic design, how sports venues enhance users’ place attachment through natural design features has become a critical interdisciplinary research topic in architecture and environmental psychology. This study adopts an integrated perspective of environmental psychology and architectural psychology to investigate the impact mechanism of natural design features (natural visibility, integration, and interactivity) on place attachment. Using a maximum likelihood-based structural equation model with a sample of 1022 users of waterside sports venues, this research pioneers the construction and validation of a parallel mediation model involving nature connectedness and biophilia. The findings reveal that (1) natural visibility, integration, and interactivity all significantly and positively influence place attachment; (2) nature connectedness mediates the relationship between natural design features and place attachment; and (3) biophilia also mediates the effect of natural design features on place attachment. This study makes a groundbreaking contribution by uncovering the dual-path “perception-emotion” mechanism through which natural design elements influence users’ psychological responses. The results provide empirical support for the refined application of nature-embedded strategies in architectural design and offer direct guidance for enhancing the social sustainability of high-density urban waterfront public spaces. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
Show Figures

Figure 1

24 pages, 2736 KB  
Article
Hybrid Precision Gradient Accumulation for CNN-LSTM in Sports Venue Buildings Analytics: Energy-Efficient Spatiotemporal Modeling
by Lintian Lu, Zhicheng Cao, Xiaolong Chen, Hongfeng Zhang and Cora Un In Wong
Buildings 2025, 15(16), 2926; https://doi.org/10.3390/buildings15162926 - 18 Aug 2025
Cited by 1 | Viewed by 959
Abstract
We propose a hybrid CNN-LSTM architecture for energy-efficient spatiotemporal modeling in sports venue analytics, addressing the dual challenges of computational efficiency and prediction accuracy in dynamic environments. The proposed method integrates layered mixed-precision training with gradient accumulation, dynamically allocating bitwidths across the spatial [...] Read more.
We propose a hybrid CNN-LSTM architecture for energy-efficient spatiotemporal modeling in sports venue analytics, addressing the dual challenges of computational efficiency and prediction accuracy in dynamic environments. The proposed method integrates layered mixed-precision training with gradient accumulation, dynamically allocating bitwidths across the spatial (CNN) and temporal (LSTM) layers while maintaining robustness through a computational memory unit. The CNN feature extractor employs higher precision for early layers to preserve spatial details, whereas the LSTM reduces the precision for temporal sequences, optimizing energy consumption under a hardware-aware constraint. Furthermore, the gradient accumulation over micro-batches simulates large-batch training without memory overhead, and the computational memory unit mitigates precision loss by storing the intermediate gradients in high-precision buffers before quantization. The system is realized as a ResNet-18 variant with mixed-precision convolutions and a two-layer bidirectional LSTM, deployed on edge devices for real-time processing with sub 5 ms latency. Our theoretical analysis predicts a 35–45% energy reduction versus fixed-precision models while maintaining <2% accuracy degradation, crucial for large-scale deployment. The experimental results demonstrate a 40% reduction in energy consumption compared to fixed-precision models while achieving over 95% prediction accuracy in tasks such as occupancy forecasting and HVAC control. This work bridges the gap between energy efficiency and model performance, offering a scalable solution for large-scale venue analytics. Full article
(This article belongs to the Section Building Energy, Physics, Environment, and Systems)
Show Figures

Figure 1

25 pages, 737 KB  
Article
Smart Construction and Spectator Satisfaction in Sports Venues: The Role of Flow Experience in Intelligent Design Under the National Fitness Initiative
by Lu Zhang, Li Wang and Yujie Zhang
Buildings 2025, 15(16), 2855; https://doi.org/10.3390/buildings15162855 - 13 Aug 2025
Cited by 1 | Viewed by 3386
Abstract
Amid the nationwide promotion of fitness and the rapid expansion of China’s sports industry, enhancing spectator satisfaction in sports consumption has become a crucial driver for the industry’s sustainable development. Based on the theory of mind-flow perception, this paper explores the influence of [...] Read more.
Amid the nationwide promotion of fitness and the rapid expansion of China’s sports industry, enhancing spectator satisfaction in sports consumption has become a crucial driver for the industry’s sustainable development. Based on the theory of mind-flow perception, this paper explores the influence of stadium intelligent design on race consumption satisfaction, focusing on the four dimensions of stadium intelligent application perception, personality design perception, digital development perception, and technology integration perception, introduces the mind-flow experience as a mediating variable to construct a theoretical model, and analyzes the questionnaire data of 641 spectators with structural equation modeling. The results show that each perception dimension of intelligent design of stadiums has a significant positive effect on consumer satisfaction. Among them, intelligent applications enhance convenience and interactivity, individual design stimulates emotional resonance and immersion, and digital development and technological convergence optimize the audience’s interactive experience through augmented reality, the Internet of Things, and other technologies. flow experience serves as a key mediator to transform functional attributes into emotional value and immersion experience, significantly enhancing satisfaction. This study contributes theoretical insights and managerial guidance for the integration of AI-driven design, human–technology interaction, and smart construction strategies in modern sports venues. The results have broader implications for enhancing digital user environments and optimizing the infrastructure for next-generation event-based urban development. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
Show Figures

Figure 1

28 pages, 2612 KB  
Article
Optimizing Economy with Comfort in Climate Control System Scheduling for Indoor Ice Sports Venues’ Spectator Zones Considering Demand Response
by Zhuoqun Du, Yisheng Liu, Yuyan Xue and Boyang Liu
Algorithms 2025, 18(7), 446; https://doi.org/10.3390/a18070446 - 20 Jul 2025
Viewed by 717
Abstract
With the growing popularity of ice sports, indoor ice sports venues are drawing an increasing number of spectators. Maintaining comfort in spectator zones presents a significant challenge for the operational scheduling of climate control systems, which integrate ventilation, heating, and dehumidification functions. To [...] Read more.
With the growing popularity of ice sports, indoor ice sports venues are drawing an increasing number of spectators. Maintaining comfort in spectator zones presents a significant challenge for the operational scheduling of climate control systems, which integrate ventilation, heating, and dehumidification functions. To explore economic cost potential while ensuring user comfort, this study proposes a demand response-integrated optimization model for climate control systems. To enhance the model’s practicality and decision-making efficiency, a two-stage optimization method combining multi-objective optimization algorithms with the technique for order preference by similarity to an ideal solution (TOPSIS) is proposed. In terms of algorithm comparison, the performance of three typical multi-objective optimization algorithms—NSGA-II, standard MOEA/D, and Multi-Objective Brown Bear Optimization (MOBBO)—is systematically evaluated. The results show that NSGA-II demonstrates the best overall performance based on evaluation metrics including runtime, HV, and IGD. Simulations conducted in China’s cold regions show that, under comparable comfort levels, schedules incorporating dynamic tariffs are significantly more economically efficient than those that do not. They reduce operating costs by 25.3%, 24.4%, and 18.7% on typical summer, transitional, and winter days, respectively. Compared to single-objective optimization approaches that focus solely on either comfort enhancement or cost reduction, the proposed multi-objective model achieves a better balance between user comfort and economic performance. This study not only provides an efficient and sustainable solution for climate control scheduling in energy-intensive buildings such as ice sports venues but also offers a valuable methodological reference for energy management and optimization in similar settings. Full article
Show Figures

Figure 1

14 pages, 4788 KB  
Article
Heat Impact Assessment and Heat Prevention Suggestions for Thermal Comfort at Large-Area and Long-Duration Outdoor Sport Events in Taiwan
by Si-Yu Yu, Tzu-Ping Lin and Andreas Matzarakis
Atmosphere 2025, 16(7), 805; https://doi.org/10.3390/atmos16070805 - 1 Jul 2025
Cited by 2 | Viewed by 1195
Abstract
This study aims to (1) analyze thermal comfort at outdoor sport events held outside of fixed venues or locations; (2) establish a method for evaluating environmental thermal comfort for large-scale, long-term outdoor activities; and (3) provide suggestions for the arrangement of shifts in [...] Read more.
This study aims to (1) analyze thermal comfort at outdoor sport events held outside of fixed venues or locations; (2) establish a method for evaluating environmental thermal comfort for large-scale, long-term outdoor activities; and (3) provide suggestions for the arrangement of shifts in routes and participants for heat warning and mitigation. Taiwan ReAnalysis Downscaling (TReAD) data, Sky View Factors (SVFs), GSV2SVF tool, and RayMan Pro were applied to analyze and evaluate thermal comfort at the 2021 Torch Relay Round the Island, Taiwan. In this study, modified Physiologically Equivalent Temperature (mPET), Wet Bulb Globe Temperature (WBGT), and Universal Thermal Climate Index (UTCI) were estimated and selected as thermal indicators for the purpose of obtaining a more comprehensive perspective. We also define and present thermal performance with a simple traffic light symbol (green: comfortable/yellow: warm/red: hot) and try to go beyond the concept of heat and visualize it in an easy-to-understand way. Full article
Show Figures

Figure 1

Back to TopTop