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Keywords = sustainable excavation

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22 pages, 14474 KB  
Article
Investigating Impacts of Sand Mining on River Flood Control Safety and Strategies for Sustainable Management: A Case Study from the Wengang Section of the Fu River
by Shupan Deng, Qiang Hu, Wensun You, Jinhu Yuan, Wei Xiong and Ting Wu
Water 2026, 18(3), 342; https://doi.org/10.3390/w18030342 - 29 Jan 2026
Viewed by 121
Abstract
Global urbanization is driving a rising demand for sand and gravel, which has intensified riverbed mining. This threatens fluvial stability, flood safety, and ecological integrity. Although previous studies have documented localized geomorphic and hydrological impacts, systematic assessments that integrate long-term incision trends, embankment [...] Read more.
Global urbanization is driving a rising demand for sand and gravel, which has intensified riverbed mining. This threatens fluvial stability, flood safety, and ecological integrity. Although previous studies have documented localized geomorphic and hydrological impacts, systematic assessments that integrate long-term incision trends, embankment stability mechanisms, and resource optimization under multiple objectives remain limited. In this study, we investigate the Wengang section of the Fu River (Jiangxi, China), a sediment-deficient river reach subjected to decades of intensive mining. Through the application of hydrosediment analysis, hydrodynamic modeling, geotechnical–hydrological–mechanical (GHM) simulations, and a dynamic optimization model, the sustained impacts of mining are quantified, and science-based management strategies are proposed. The results indicate that extensive excavation has resulted in irreversible riverbed incision, with a net volume increase of 12.97 × 106 m3 between 2003 and 2023, far exceeding the natural sediment deposition volume (0.853 × 106 m3). Although the overall longitudinal profile remains stable, localized flow velocities in the primary mining area are increased by 0.22–0.39 m/s. A GHM analysis identifies a critical safe distance of 13–14 m between pit edge and embankment toe and demonstrates that wide-shallow pit morphology is associated with reduced stability risk compared to narrow-deep pits. Based on these constraints, an economic optimization model incorporating flood safety and market demand is developed, yielding an optimal extraction plan for 2024–2028 with a total volume of 4.4848 million tons and an estimated revenue of 50.03 million USD. This study provides an integrated framework for assessing mining impacts and offers actionable strategies to support sustainable sediment management in vulnerable river systems. Full article
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10 pages, 1824 KB  
Article
The Construction Site of Tomorrow: Results of 3 Years of Field-Testing Electric Excavators
by Willem Christiaens, Harm Weken, René van Gijlswijk and Michiel Zult
World Electr. Veh. J. 2026, 17(2), 62; https://doi.org/10.3390/wevj17020062 - 29 Jan 2026
Viewed by 84
Abstract
“The Construction Site of Tomorrow” is a 3-year collaboration of a consortium of seven contractors, two knowledge institutes, and the construction machinery supplier on the deployment of heavy-duty electric excavators. The practical experiences of “The Construction Site of Tomorrow” have resulted in technical [...] Read more.
“The Construction Site of Tomorrow” is a 3-year collaboration of a consortium of seven contractors, two knowledge institutes, and the construction machinery supplier on the deployment of heavy-duty electric excavators. The practical experiences of “The Construction Site of Tomorrow” have resulted in technical improvements of the machines, new insights about energy consumption in different use cases, experience with the deployment of the machines, and practicalities around charging the machines’ batteries in different situations. In this paper, we elaborate on the findings of the project, including the usability of the machines, their energy consumption, and total costs of ownership. This work has been coordinated by FIER Sustainable Mobility. The project was sponsored by the Netherlands Enterprise Agency. Full article
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17 pages, 9161 KB  
Article
Conserving the Memory of Hammurabi: A Sustainable Model for Ancient Heritage Management at the Old Babylonian Site of Tell Muhammad, Iraq
by Nicola Laneri, Germana Barone, Paolo Mazzoleni, Chiara Pappalardo, Alice Mendola, Rachele Mammana, Maura Fugazzotto, Aurora Borgesi, Vittorio Azzaro and Marilisa Spironello
Heritage 2026, 9(2), 47; https://doi.org/10.3390/heritage9020047 - 28 Jan 2026
Viewed by 133
Abstract
An archaeological project requires a complex heritage management approach that includes excavation, scientific research, conservation of unearthed objects, protection of the site’s architecture, and, finally, public engagement. Based on these premises, the Baghdad Urban Archaeological Project aims to create a model for Ancient [...] Read more.
An archaeological project requires a complex heritage management approach that includes excavation, scientific research, conservation of unearthed objects, protection of the site’s architecture, and, finally, public engagement. Based on these premises, the Baghdad Urban Archaeological Project aims to create a model for Ancient Heritage Management that includes the research, conservation, and public outreach at the Old Babylonian site of Tell Muhammad, located in the southern suburbs of Baghdad (Iraq). In so doing, thanks to the recovery at the site during the mid-19th century of objects with inscriptions related to Hammurabi (1810–1750 BCE), the sixth king of the First Dynasty of Babylon, the project attempts to conserve and promote this fundamental period in the history of ancient Mesopotamia by applying a sustainable model of management of archaeological heritage. Full article
(This article belongs to the Special Issue History, Conservation and Restoration of Cultural Heritage)
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18 pages, 2811 KB  
Article
Study on Occurrence States of Low-Grade Cu-Zn in Iron Tailings and Changes in Production Flowsheet
by Zhenhong Liao, Wenhao Jia, Junkai Luo, Xiang Wang and Wen Chen
Minerals 2026, 16(2), 131; https://doi.org/10.3390/min16020131 - 26 Jan 2026
Viewed by 153
Abstract
Copper (Cu) and zinc (Zn) are critical for global high-tech industries and national economic security. With high-grade mineral depletion, recycling valuable metals from iron ore tailings has become a sustainable solution. A Peruvian mining company’s iron ore tailing reprocessing faces a severe challenge: [...] Read more.
Copper (Cu) and zinc (Zn) are critical for global high-tech industries and national economic security. With high-grade mineral depletion, recycling valuable metals from iron ore tailings has become a sustainable solution. A Peruvian mining company’s iron ore tailing reprocessing faces a severe challenge: surging lead (Pb) content due to increased excavation depth has rendered the original Cu-Zn bulk flotation flowsheet ineffective, causing excessive impurities in concentrates. This study first characterized the occurrence states of Cu, Pb, and Zn via multi-analytical techniques. A novel Cu-Pb-Zn iso-flotation process with step-by-step depression, coupled with optimized reagents, was proposed. It abandons initial CuSO4 activation to reduce separation difficulty and uses targeted depressants for efficient impurity removal. Closed-circuit tests yielded a Cu concentrate (26.57% grade, 56.08% recovery) with Pb/Zn contents reduced to 2.97%/9.80%, and a Zn concentrate (44.95% grade, 75.56% recovery) with Cu/Pb controlled at 1.15%/8.31%. Experimental results demonstrate that this new flowsheet effectively mitigates the impact of high Pb content, restoring production efficiencies and offering a valuable precedent for industrial process modification. Full article
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)
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17 pages, 4913 KB  
Article
Mechanisms of Deformation and Failure of Single-Sided Unloading Surrounding Rock and Stability Control of Roadways
by Zenghui Liu and Minjun Chen
Appl. Sci. 2026, 16(2), 1119; https://doi.org/10.3390/app16021119 - 22 Jan 2026
Viewed by 49
Abstract
To support intelligent and sustainable mine engineering, this geotechnics-based study integrates laboratory testing, three-dimensional numerical simulation, and field monitoring to optimize roadway support and improve resource efficiency. This study investigates the geotechnical behavior of the surrounding rock in coalmine roadways under single-face unloading [...] Read more.
To support intelligent and sustainable mine engineering, this geotechnics-based study integrates laboratory testing, three-dimensional numerical simulation, and field monitoring to optimize roadway support and improve resource efficiency. This study investigates the geotechnical behavior of the surrounding rock in coalmine roadways under single-face unloading conditions, aiming to provide theoretical and practical support for surrounding rock control in underground coal mining. Excavation of the roadway creates a free surface, leading to unloading, which makes timely support crucial for preventing instability. True-triaxial single-face unloading tests and mechanical tests on hole-containing coal specimens show that the coal exhibits four characteristic stages, namely fissure compaction (closure), elastic deformation, yielding, and residual strength. Under a confining stress of 4 MPa, the peak strength of Coal Seam No. 3 in the true-triaxial single-face unloading test reached 32.4 MPa, whereas the peak strength of the hole-containing coal specimen was only 17.1 MPa, and failure occurred as instantaneous global instability with an “X”-shaped conjugate shear pattern. Numerical simulations were conducted to optimize the roadway’s surrounding rock control scheme, indicating that increasing the bolt length increases the proportion of the load carried by the rock bolts while reducing the load borne by the cable bolts. In addition, advance abutment pressure increases the forces in the support system and amplifies deformation of the solid rib, coal-pillar rib, and roof; roadway surface convergence is dominated by floor heave. Full article
(This article belongs to the Section Earth Sciences)
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28 pages, 12687 KB  
Article
Fatigue Analysis and Numerical Simulation of Loess Reinforced with Permeable Polyurethane Polymer Grouting
by Lisha Yue, Xiaodong Yang, Shuo Liu, Chengchao Guo, Zhihua Guo, Loukai Du and Lina Wang
Polymers 2026, 18(2), 242; https://doi.org/10.3390/polym18020242 - 16 Jan 2026
Viewed by 183
Abstract
Loess subgrades are prone to significant strength reduction and deformation under cyclic traffic loads and moisture ingress. Permeable polyurethane polymer grouting has emerged as a promising non-excavation technique for rapid subgrade reinforcement. This study systematically investigated the fatigue behavior of polymer-grouted loess using [...] Read more.
Loess subgrades are prone to significant strength reduction and deformation under cyclic traffic loads and moisture ingress. Permeable polyurethane polymer grouting has emerged as a promising non-excavation technique for rapid subgrade reinforcement. This study systematically investigated the fatigue behavior of polymer-grouted loess using laboratory fatigue tests and numerical simulations. A series of stress-controlled cyclic tests were conducted on grouted loess specimens under varying moisture contents and stress levels, revealing that fatigue life decreased with increasing moisture and stress levels, with a maximum life of 200,000 cycles achieved under optimal conditions. The failure process was categorized into three distinct stages, culminating in a “multiple-crack” mode, indicating improved stress distribution and ductility. Statistical analysis confirmed that fatigue life followed a two-parameter Weibull distribution, enabling the development of a probabilistic fatigue life prediction model. Furthermore, a 3D finite element model of the road structure was established in Abaqus and integrated with Fe-safe for fatigue life assessment. The results demonstrated that polymer grouting reduced subgrade stress by nearly one order of magnitude and increased fatigue life by approximately tenfold. The consistency between the simulation outcomes and experimentally derived fatigue equations underscores the reliability of the proposed numerical approach. This research provides a theoretical and practical foundation for the fatigue-resistant design and maintenance of loess subgrades reinforced with permeable polyurethane polymer grouting, contributing to the development of sustainable infrastructure in loess-rich regions. Full article
(This article belongs to the Section Polymer Applications)
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26 pages, 10014 KB  
Article
Dynamic Monitoring and Analysis of Mountain Excavation and Land Creation Projects in Lanzhou Using Multi-Source Remote Sensing and Machine Learning
by Quanfu Niu, Jiaojiao Lei, Qiong Fang and Lifeng Zhang
Remote Sens. 2026, 18(2), 273; https://doi.org/10.3390/rs18020273 - 14 Jan 2026
Viewed by 224
Abstract
Mountain Excavation and Land Creation Projects (MELCPs) have emerged as a critical strategy for expanding urban development space in mountainous regions facing land scarcity. Dynamic monitoring and risk management of these projects are essential for promoting sustainable urban development. This study develops an [...] Read more.
Mountain Excavation and Land Creation Projects (MELCPs) have emerged as a critical strategy for expanding urban development space in mountainous regions facing land scarcity. Dynamic monitoring and risk management of these projects are essential for promoting sustainable urban development. This study develops an integrated monitoring framework for MELCPs by combining ascending and descending Sentinel-1 SAR data, Sentinel-2 optical imagery, SRTM digital elevation models (DEM), and field survey data. The framework incorporates multi-temporal change detection, random forest classification, and time-series InSAR analysis to systematically capture the spatiotemporal evolution and subsidence mechanisms associated with MELCPs. Key findings include: (1) The use of dual-orbit SAR data significantly improves the detection accuracy of excavation areas, achieving an overall accuracy of 87.1% (Kappa = 0.85) and effectively overcoming observation limitations imposed by complex terrain. (2) By optimizing the combination of spectral, texture, topographic, and polarimetric features using a random forest algorithm, the classification accuracy of MELCPs is enhanced to 91.2% (Kappa = 0.889). This enables precise annual identification of MELCP progression from 2017 to 2022, revealing a three-stage evolution pattern: concentrated expansion, peak activity, and restricted slowdown. Specifically, the reclaimed area increased from 2.66 km2 (pre-2018) to a peak of 12.61 km2 in 2021, accounting for 34.56% of the total area of the study region, before decreasing to 2.69 km2 in 2022. (3) InSAR monitoring from 2017 to 2023 indicates that areas with only filling experience minor shallow subsidence (<50 mm), whereas subsequent building loads and underground engineering activities lead to continuous deep soil consolidation, with maximum cumulative subsidence reaching 333.8 mm. This study demonstrates that subsidence in MELCPs follows distinct spatiotemporal patterns and is predictable, offering important theoretical insights and practical tools for engineering safety management and territorial spatial optimization in mountainous cities. Full article
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22 pages, 12278 KB  
Article
Binder-Free Earth-Based Building Material with the Compressive Strength of Concrete
by Simon Amort, Azra Korjenic and Erich Streit
Buildings 2026, 16(2), 340; https://doi.org/10.3390/buildings16020340 - 14 Jan 2026
Viewed by 163
Abstract
The construction industry consumes a substantial amount of resources. The associated environmental degradation and accelerating biodiversity loss highlight the urgent need for sustainable building materials that can match the performance of conventional alternatives. The objective of this experimental study was to investigate a [...] Read more.
The construction industry consumes a substantial amount of resources. The associated environmental degradation and accelerating biodiversity loss highlight the urgent need for sustainable building materials that can match the performance of conventional alternatives. The objective of this experimental study was to investigate a fully reused, binder-free earth-based material that remains recyclable after its useful life. The material consists of smectite-rich excavation earth and processed demolition waste in a 2:1 ratio, which was compacted under high pressures and subsequently tested to evaluate its mechanical properties. Cylindrical specimens were fabricated via double-ended uniaxial compaction at pressures ranging from 12.5 to 100 MPa and consolidation times between 1 s and 30 min. They were then tested for their compressive strength and water durability. The findings indicate a strong positive correlation between compaction pressure, density, and compressive strength. A compressive strength of 19.2 MPa was reached by specimens that were compacted at 100 MPa for 30 min, achieving values comparable to standard C20/25 concrete. Despite an increase in strength, water durability decreased with increasing compaction pressure but improved with higher molding water content, possibly due to changes in the microstructure. The findings confirm that compressed earth can reach similar compressive strength to conventional materials with a significantly smaller ecological footprint. Full article
(This article belongs to the Section Building Materials, and Repair & Renovation)
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19 pages, 5832 KB  
Article
Joint PS–SBAS Time-Series InSAR for Sustainable Urban Infrastructure Management: Tunnel Subsidence Mechanisms in Sanya, China
by Jun Hu, Zihan Song, Yamin Zhao, Kai Wei, Bing Liu and Qiong Liu
Sustainability 2026, 18(2), 688; https://doi.org/10.3390/su18020688 - 9 Jan 2026
Viewed by 276
Abstract
Monitoring construction-phase settlement of estuary-crossing tunnels founded on coastal soft soils is critical for risk management, yet dense in situ measurements are often unavailable along linear corridors. This study uses Sentinel-1A ascending SAR imagery (65 scenes, September 2022–August 2025) to retrieve time-series deformation [...] Read more.
Monitoring construction-phase settlement of estuary-crossing tunnels founded on coastal soft soils is critical for risk management, yet dense in situ measurements are often unavailable along linear corridors. This study uses Sentinel-1A ascending SAR imagery (65 scenes, September 2022–August 2025) to retrieve time-series deformation along the Sanya Estuary Channel tunnel (China) using Permanent Scatterer InSAR (PS-InSAR) and Small Baseline Subset InSAR (SBAS-InSAR). The two approaches reveal a consistent subsidence hotspot at Tunnel Section D (DK0+000–DK0+330), while most of the corridor remains within ±5 mm/a. The line-of-sight deformation rates range from −24 to 17.7 mm/year (PS-InSAR) and −29.9 to 18.7 mm/a (SBAS-InSAR). Time-series analysis at representative points in Section D indicates a maximum cumulative settlement of −75.7 mm and a clear acceleration after May 2023. By integrating the deformation results with geological reports, construction logs and rainfall records, we infer that compressible marine clays and interbedded sand/aquifer zones control the hotspot, whereas excavation/dewatering and rainfall-related groundwater fluctuations further promote consolidation. The results provide a practical basis for subsidence risk screening and monitoring prioritization for estuary-crossing infrastructure in coastal soft-soil settings. From a sustainability perspective, the proposed joint PS–SBAS InSAR framework provides a scalable and cost-effective tool for continuous deformation surveillance, supporting preventive maintenance and risk-informed management of urban underground infrastructure. Full article
(This article belongs to the Section Sustainability in Geographic Science)
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20 pages, 2746 KB  
Article
A Theoretical Model for Predicting the Blasting Energy Factor in Underground Mining Tunnels
by Alejandro Díaz, Heber Hernández, Javier Gallo and Luis Álvarez
Mining 2026, 6(1), 2; https://doi.org/10.3390/mining6010002 - 9 Jan 2026
Viewed by 320
Abstract
Optimizing the blast energy distribution is crucial for enhancing rock fragmentation, minimizing overexcavation, and boosting profitability in mining operations. This study introduces a theoretical model to predict the blasting Energy Factor (Fe) in mining tunnels, based on the Cracking Energy [...] Read more.
Optimizing the blast energy distribution is crucial for enhancing rock fragmentation, minimizing overexcavation, and boosting profitability in mining operations. This study introduces a theoretical model to predict the blasting Energy Factor (Fe) in mining tunnels, based on the Cracking Energy (Eg) of the rock mass, derived from the deformation energy of brittle materials (Young’s modulus) and adjusted by the Rock Mass Rating (RMR). The model was validated using 42 blasting datasets from horizontal galleries at El Teniente mine, Chile. Data included geometric parameters (tunnel sections, drilling length, diameter, number of holes, meters drilled), explosive type and consumption, and geomechanical properties, particularly the RMR. Results show that as rock mass quality improves (higher RMR), both Fe and %Eg increase, more competent rock masses require higher input energy to initiate and propagate cracks, and a greater portion of that energy is effectively utilized for crack formation. For instance, rock masses with an RMR of 66 exhibited an average Fe of 7.62 MJ/m3 and %Eg of 4.8%, while those with an RMR of 75 showed higher values (Fe = 8.47 MJ/m3, %Eg = 6.4%). This confirms that less fractured rock masses require higher Fe and %Eg for effective fragmentation. Lithology also plays a significant role in energy consumption. Diorite displayed the highest Fe (8.34 MJ/m3) and higher efficiency (%Eg = 7.0%), whereas andesite showed lower Fe (7.61 MJ/m3) and lower crack propagation efficiency (%Eg = 3.7%). Unlike traditional Fe prediction methods, which rely solely on explosive data and excavation volume, this model integrates RMR, enabling more precise energy allocation and fostering sustainable mining practices. This approach enhances decision-making in blast design, offering a more robust framework for optimizing energy use in mining operations. Full article
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16 pages, 3165 KB  
Article
Combining GPR and VES Techniques for Detecting Shallow Urban Cavities in Quaternary Deposits: Case Studies from Sefrou and Bhalil, Morocco
by Oussama Jabrane, Ilias Obda, Driss El Azzab, Pedro Martínez-Pagán, Mohammed Jalal Tazi and Mimoun Chourak
Quaternary 2026, 9(1), 4; https://doi.org/10.3390/quat9010004 - 6 Jan 2026
Viewed by 353
Abstract
The detection of underground cavities and dissolution features is a critical component in assessing geohazards within karst terrains, particularly where natural processes interact with long-term human occupation. This study investigates two contrasting sites in the Sefrou region of northern Morocco: Binna, a rural [...] Read more.
The detection of underground cavities and dissolution features is a critical component in assessing geohazards within karst terrains, particularly where natural processes interact with long-term human occupation. This study investigates two contrasting sites in the Sefrou region of northern Morocco: Binna, a rural travertine-dolomite system shaped by Quaternary karstification, and the urban Old Medina of Bhalil, where traditional cave dwellings are carved into carbonate formations. A combined geophysical and geological approach was applied to characterize subsurface heterogeneities and assess the extent of near-surface void development. Vertical electrical soundings (VES) at Binna site delineated high-resistivity anomalies consistent with air-filled cavities, dissolution conduits, and brecciated limestone horizons, all indicative of an active karst system. In the Bhalil old Medina site, ground-penetrating radar (GPR) with low-frequency antennas revealed strong reflection contrasts and localized signal attenuation zones corresponding to shallow natural cavities and potential anthropogenic excavations beneath densely constructed areas. Geological observations, including lithostratigraphic logging and structural cross-sections, provided additional constraints on cavity geometry, depth, and spatial distribution. The integrated results highlight a high degree of subsurface karstification across both sites and underscore the associated geotechnical risks for infrastructure, cultural heritage, and land-use stability. This work demonstrates the value of combining electrical and radar methods with geological analysis for mapping hazardous subsurface voids in cavity-prone Quaternary landscapes, offering essential insights for risk mitigation and sustainable urban and rural planning. Full article
(This article belongs to the Special Issue Environmental Changes and Their Significance for Sustainability)
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24 pages, 3754 KB  
Article
Measured Spatiotemporal Development and Environmental Implications of Ground Settlement and Carbon Emissions Induced by Sequential Twin-Tunnel Shield Excavation
by Xin Zhou, Haosen Chen, Yijun Zhou, Lei Hou, Jianhong Wang and Sang Du
Buildings 2026, 16(1), 25; https://doi.org/10.3390/buildings16010025 - 20 Dec 2025
Viewed by 328
Abstract
Sequential twin-tunnel excavation has become increasingly common as urban rail networks expand, making both deformation control and construction-phase carbon management essential for sustainable underground development. This study investigates the spatiotemporal development of ground settlement induced by parallel Earth Pressure Balance shield tunnelling in [...] Read more.
Sequential twin-tunnel excavation has become increasingly common as urban rail networks expand, making both deformation control and construction-phase carbon management essential for sustainable underground development. This study investigates the spatiotemporal development of ground settlement induced by parallel Earth Pressure Balance shield tunnelling in a twin-tunnel section of the Hangzhou Metro, based on long-term field monitoring. The settlement process is divided into three stages—immediate construction settlement, time-dependent additional settlement, and long-term consolidation—each associated with distinct levels of energy input, grouting demand, and embodied-carbon release. Peck’s Gaussian function is used to model transverse settlement troughs, and Gaussian superposition is applied to separate the contributions of the leading and trailing tunnels. The results indicate that the trailing shield induces ahead-of-face settlement at approximately two excavation diameters and produces a deeper–narrower settlement trough due to cumulative disturbance within the overlapping interaction zone. A ratio-type indicator, the Twin-Tunnel Interaction Ratio (TIR), is proposed to quantify disturbance intensity and reveal its environmental implications. High TIR values correspond to amplified ground response, prolonged stabilization, repeated compensation grouting, and increased embodied carbon during construction. Reducing effective TIR through coordinated optimization of shield attitude, face pressure, and grouting parameters can improve both deformation control and carbon efficiency. The proposed framework links geotechnical behaviour with environmental performance and provides a practical basis for risk-controlled, energy-efficient, and low-carbon management of sequential shield tunnelling. Full article
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26 pages, 6859 KB  
Article
Intelligent and Sustainable Classification of Tunnel Water and Mud Inrush Hazards with Zero Misjudgment of Major Hazards: Integrating Large-Scale Models and Multi-Strategy Data Enhancement
by Xiayi Yao, Mingli Huang, Fashun Shi and Liucheng Yu
Sustainability 2025, 17(24), 11286; https://doi.org/10.3390/su172411286 - 16 Dec 2025
Viewed by 295
Abstract
Water and mud inrush hazards pose significant threats to the safety, environmental stability, and resource efficiency of tunnel construction, representing a critical barrier to the development of sustainable transportation infrastructure. Misjudgment—especially missed detections of severe hazards—can lead to extensive geological disturbance, excessive energy [...] Read more.
Water and mud inrush hazards pose significant threats to the safety, environmental stability, and resource efficiency of tunnel construction, representing a critical barrier to the development of sustainable transportation infrastructure. Misjudgment—especially missed detections of severe hazards—can lead to extensive geological disturbance, excessive energy consumption, and severe socio-environmental impacts. However, pre-trained large-scale models still face two major challenges when applied to tunnel hazard classification: limited labeled samples and the high cost associated with misclassifying severe hazards. This study proposes a sustainability-oriented intelligent classification framework that integrates a large-scale pre-trained model with multi-strategy data augmentation to accurately identify hazard levels during tunnel excavation. First, a Synthetic Minority Over-Sampling Technique (SMOTE)-based multi-strategy augmentation method is introduced to expand the training set, mitigate class imbalance, and enhance the model’s ability to recognize rare but critical hazard categories. Second, a deep feature extraction architecture built on the robustly optimized BERT pretraining approach (RoBERTa) is designed to strengthen semantic representation under small-sample conditions. Moreover, a hierarchical weighting mechanism is incorporated into the weighted cross-entropy loss to emphasize the identification of severe hazard levels, thereby ensuring zero missed detections. Experimental results demonstrate that the proposed method achieves an accuracy of 99.26%, representing a 27.96% improvement over the traditional SVM baseline. Importantly, the recall for severe hazards (Levels III and IV) reaches 100%, ensuring zero misjudgment of major hazards. By effectively reducing safety risks, minimizing environmental disruptions, and promoting resilient tunnel construction, this method provides strong support for sustainable and low-impact underground engineering practices. Full article
(This article belongs to the Section Sustainable Engineering and Science)
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22 pages, 57539 KB  
Article
From Measured In Situ Stress to Dynamic Simulation: A Calibrated 3DEC Model of a Rock Quarry
by Vivien De Lucia, Domenico Gullì, Daria Marchetti and Riccardo Salvini
Appl. Sci. 2025, 15(24), 13100; https://doi.org/10.3390/app152413100 - 12 Dec 2025
Viewed by 341
Abstract
Accurately reproducing the mechanical and dynamic behavior of fractured rock masses remains a key challenge in rock engineering, especially in marble quarry environments where discontinuity networks, excavation geometry, and topographic effects induce highly non-linear stress distributions. This study presents a multidisciplinary and physically [...] Read more.
Accurately reproducing the mechanical and dynamic behavior of fractured rock masses remains a key challenge in rock engineering, especially in marble quarry environments where discontinuity networks, excavation geometry, and topographic effects induce highly non-linear stress distributions. This study presents a multidisciplinary and physically calibrated numerical approach integrating field stress measurements, structural characterization, and dynamic modeling using the Distinct Element Method (DEM). The analysis focuses on a marble quarry located in the Apuan Alps (Italy), a tectonically complex metamorphic massif characterized by intense deformation and pervasive jointing that strongly influence rock mass behavior under both static and seismic loading. The initial stress field was calibrated using in situ measurements obtained by the CSIRO Hollow Inclusion technique, enabling reconstruction of the three-dimensional principal stress regime and its direct incorporation into a 3DEC numerical model. The calibrated model was then employed to simulate the dynamic response of the rock mass under seismic loading consistent with the Italian Building Code (NTC 2018). This coupled static–dynamic workflow provides a realistic evaluation of ground motion amplification, stress concentration, and potential failure mechanisms along pre-existing discontinuities. Results demonstrate that physically validated stress initialization yields a significantly more realistic response than models based on simplified lithostatic or empirical assumptions. The approach highlights the value of integrating geological, geotechnical, and seismological data into a unified modeling framework for a sustainable quarry stability analysis in fractured rock masses. Full article
(This article belongs to the Special Issue Advances and Techniques in Rock Fracture Mechanics)
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55 pages, 25612 KB  
Article
Experiential Approach to a Neolithic Lakeside Settlement Using Extended Reality (XR) Technologies
by Athanasios Evagelou, Alexandros Kleftodimos, Magdalini Grigoriou and Georgios Lappas
Electronics 2025, 14(24), 4870; https://doi.org/10.3390/electronics14244870 - 10 Dec 2025
Viewed by 481
Abstract
The present paper discusses extended reality (XR) applications specifically designed to enhance experiential location-based learning in outdoor spaces, which are utilized in the context of an environmental education program of the Education Center for the Environment and Sustainability (E.S.E.C.) of Kastoria. With the [...] Read more.
The present paper discusses extended reality (XR) applications specifically designed to enhance experiential location-based learning in outdoor spaces, which are utilized in the context of an environmental education program of the Education Center for the Environment and Sustainability (E.S.E.C.) of Kastoria. With the use of augmented, mixed, and virtual reality technologies, an attempt is made to enrich the knowledge and experiences of the students during their visit to the representation of the Neolithic settlement (open-air museum) and their active participation in the learning process. Students take on roles such as those of an archeologist, a detective, and an explorer. By utilizing mobile devices and leveraging GPS technology, students search for and identify virtual findings at the excavation site, travel through time, and investigate the resolution of a mystery (crime) that occurred during the Neolithic period, exploring and navigating the space of the neolithic representation interacting with real and virtual objects, while through special VR glasses they discover the lifestyle of neolithic man. The design of the applications was based on the ADDIE model, while the evaluation was conducted using a structured questionnaire for XR experiences. The fundamental constructs of the questionnaire were defined as follows: Challenge, Satisfaction/Enjoyment, Ease of Use, Usefulness/Knowledge, Interaction/Collaboration, and Intention to Reuse. A total of 163 students were involved in the study. Descriptive statistics showed consistently high scores across factors (M = 4.21–4.58, SD = 0.41–0.63). Pearson correlations revealed strong associations between Challenge—Satisfaction/Enjoyment (r = 0.688), Usefulness/Knowledge—Intention to Reuse (r = 0.648), and Satisfaction—Intention to Reuse (r = 0.651). Regression analysis further supported key relationships such as Usefulness/Knowledge—Intention to Reuse (β = 0.31, p < 0.001), Usefulness/Knowledge—Interaction/Collaboration (β = 0.34, p < 0.001), Satisfaction/Enjoyment—Usefulness/Knowledge (β = 0.42, p < 0.001) and Challenge—Satisfaction/Enjoyment (β = 0.69, p < 0.001). Overall, findings suggest that well-designed XR experiences can support higher engagement, perceived cognitive value, and intention to reuse in authentic outdoor learning contexts. Full article
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