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Search Results (246)

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19 pages, 6383 KB  
Article
Study on Combustion Characteristics and Ignition Performance of a Reverse Pulverized-Coal Flame Stabilizer
by Zhenyu Liu, Mingshuang Cui, Nan Jia and Fang Niu
Energies 2026, 19(2), 393; https://doi.org/10.3390/en19020393 - 13 Jan 2026
Viewed by 14
Abstract
The rapid growth in the installation of new energy poses challenges to the stability of the power grid due to its volatility and intermittency. Coal-fired power plants have come to play an important role in flexible peak power regulation. Considering that the burner [...] Read more.
The rapid growth in the installation of new energy poses challenges to the stability of the power grid due to its volatility and intermittency. Coal-fired power plants have come to play an important role in flexible peak power regulation. Considering that the burner is the core of a pulverized coal boiler, this study proposes the application of reverse injection pulverized coal combustion technology to power plant burners to achieve better ignition and combustion stability. The results of numerical simulations combined with experimental verification indicate that for a single ignition stabilizer, recirculation zones can be formed on both sides of the primary pulverized coal pipe at the front cone, and a high-temperature flame is ejected at high speed at the outlet. As the secondary air temperature increases from 373 K to 533 K, the axial length of the high-temperature recirculation zone increases, corresponding to an increase in the average outlet flame temperature from 1510 K to 1672 K. Under different loads of the main pulverized coal burner, the high-temperature flame ejected from the stabilizer can quickly encounter and mix with the surrounding main pulverized coal airflow, thereby igniting it rapidly. This process establishes a high-temperature flame zone within the two-stage combustion chamber, demonstrating strong adaptability to load fluctuations. As the burner load decreases, the outlet airflow velocity decreases significantly and the high-speed zone area shrinks, and the two adjacent high-temperature zones initially formed at the outlet gradually merge into a larger high-temperature zone. Simultaneously, the upward deflection of the jet at the outlet weakens. Full article
(This article belongs to the Special Issue Optimization of Efficient Clean Combustion Technology: 2nd Edition)
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15 pages, 2517 KB  
Article
Identification of Discharge Pathways of Acidic Wastewater from a Bauxite Mine (Lujiang Alum Mine, China) Before and After Artificial Disturbance
by Wenming Wang, Weichao Jia, Lin Xu, Zhenyu He, Bo Kang and Kun Chen
Toxics 2026, 14(1), 51; https://doi.org/10.3390/toxics14010051 - 31 Dec 2025
Viewed by 308
Abstract
This study focuses on the Lujiang Alum Mine, analyzing sources of acid mine drainage (AMD) generated during remediation activities. A numerical model of groundwater flow was constructed to simulate and predict the causes of AMD under the influence of remediation measures. Concurrently, hydrogen [...] Read more.
This study focuses on the Lujiang Alum Mine, analyzing sources of acid mine drainage (AMD) generated during remediation activities. A numerical model of groundwater flow was constructed to simulate and predict the causes of AMD under the influence of remediation measures. Concurrently, hydrogen and oxygen stable-isotope-tracing techniques were employed to elucidate the pathways through which AMD occurred and the mechanisms underlying water acidification. A fully mixed model was established to quantify the rates of contribution from different water sources. The results indicate that the annual amount of acidic wastewater produced under the influence of disturbance via remediation is approximately 3.29 × 105 m3. The fully mixed model based on environmental isotopes further revealed that the discharge of water from the first branch of the +85 m adit serves as the primary cause of AMD during the wet, normal, and dry seasons, with a contribution exceeding 50%. This is followed by recharge from Tianchi Lake, accounting for approximately 20–30%. In contrast, the contributions from seepage water from the roof of the +85 m adit and water from the Xiaofanshan Inclined Shaft are relatively minor. Based on these findings, we propose targeted strategies for source prevention and end-of-pipe treatment of AMD in the mining area. This work provides scientific support for the ongoing ecological restoration project at the Lujiang Alum Mine and offers valuable insights for AMD management in similar mines. Full article
(This article belongs to the Section Toxicity Reduction and Environmental Remediation)
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23 pages, 6286 KB  
Article
Partially Averaged Navier–Stokes k-ω Modeling of Thermal Mixing in T-Junctions
by Ashhar Bilal, Puzhen Gao, Muhammad Irfan Khalid, Abid Hussain and Ali Mansoor
J. Nucl. Eng. 2026, 7(1), 2; https://doi.org/10.3390/jne7010002 - 24 Dec 2025
Viewed by 260
Abstract
The temperature fluctuations due to the mixing of two streams in a T-junction induce thermal stresses in the piping material, resulting in a pipe failure in Nuclear Power Plants. The numerical modeling of the thermal mixing in T-junctions is a challenging task in [...] Read more.
The temperature fluctuations due to the mixing of two streams in a T-junction induce thermal stresses in the piping material, resulting in a pipe failure in Nuclear Power Plants. The numerical modeling of the thermal mixing in T-junctions is a challenging task in computational fluid dynamics (CFD) as it requires advanced turbulence modeling with scale-resolving capabilities for accurate prediction of the temperature fluctuations near the wall. One approach to address this challenge is using Partially Averaged Navier–Stokes modeling (PANS), which can capture the unresolved turbulent scales more accurately than traditional Reynolds-Averaged Navier–Stokes models. PANS modeling with k-ε closure gives encouraging results in the case of the Vattenfall T-junction benchmark case. In this study, PANS k-ω closure modeling is implemented for the WATLON T-junction Benchmark case. The momentum ratio (MR) for two inlet streams is 8.14, which is a wall jet case. The time-averaged and root mean square velocity and temperature profiles are compared with the PANS k-ε and LES results and with experimental data. The velocity and temperature field results for PANS k-ω are close to the experimental data as compared to the PANS k-ε for a given filter control parameter fk. Full article
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27 pages, 6079 KB  
Article
Development of an Online Automatic Water–Fertilizer Mixing Device Considering Direct Mixing of Raw Water
by Jianian Li, Jun Wu, Jian Zhang, Zeyang Su, Xiaohui Chen and Jiaoli Fang
Agriculture 2026, 16(1), 3; https://doi.org/10.3390/agriculture16010003 - 19 Dec 2025
Viewed by 405
Abstract
To address the issue of low fertilizer proportioning accuracy in irrigation and fertilization systems due to neglecting the influence of target ions in raw water, this study designed a high-precision online automatic water–fertilizer mixing device that can directly mix raw water (without water [...] Read more.
To address the issue of low fertilizer proportioning accuracy in irrigation and fertilization systems due to neglecting the influence of target ions in raw water, this study designed a high-precision online automatic water–fertilizer mixing device that can directly mix raw water (without water purification treatment) with fertilizer stock solution. This device is capable of preparing mixed fertilizer solutions containing N, K, and Ca elements. It employs ion-selective electrodes and flow meters for online detection and feedback of target ion concentrations in the fertilizer solution and flow rate information, and adopts an online fertilizer mixing control strategy that uses a constant raw water flow rate and a fuzzy PID control method to dynamically adjust the pulse frequency of metering pumps, thereby changing the injection volume of nutrient solution. Simulation and experimental analyses show that the piping system of the device is reasonably designed, ensuring stable and smooth fertilizer injection. The temperature-compensated concentration detection models for the three target ions in the fertilizer solution, constructed using a stepwise fitting method, achieve average relative detection errors of 1.94%, 1.18%, and 2.87% for K+, NO3, and Ca2+, respectively. When preparing single-element or mixed fertilizer solutions, the device achieves an average steady-state error of no more than 4% and an average steady-state time of approximately 40 s. Compared with deionized water, the average relative errors for potassium ions, nitrate ions, and calcium ions when preparing fertilizer solutions with raw water are 1.33%, 1.12%, and 1.19%, respectively. Compared with the theoretical errors of fertilizer preparation with raw water, the fertilizer proportioning errors of this device for potassium ions, nitrate ions, and calcium ions can be reduced by a maximum of 10.55%, 66.84%, and 62.71%, respectively, which is superior to the performance requirements for water–fertilizer integration equipment specified in the national industry standard DG/T 274-2024. Additionally, the device achieves accurate and stable fertilizer proportioning with safe and reliable operation during 6 h of continuous operation. This device significantly reduces the impact of raw water on fertilizer proportioning accuracy, improves the adaptability of the device to irrigation water sources, and provides theoretical basis and technical support for water-fertilizer integration systems in cost-sensitive agriculture. Full article
(This article belongs to the Special Issue Agricultural Machinery and Technology for Fruit Orchard Management)
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25 pages, 4797 KB  
Essay
Research on the Explosion Characteristics of Hydrogen-Propane Based on the Angle of the “Z”-Shaped Pipe Elbow
by Xiao Wu, Jianfeng Gao, Bin Hao, Xiaojun Shao, Yulin Yang, Meng Li, Yanan Han and Yang Wu
Fire 2025, 8(12), 468; https://doi.org/10.3390/fire8120468 - 1 Dec 2025
Viewed by 604
Abstract
This research employs an integrated experimental and numerical simulation approach to investigate how varying angles of continuous elbows in a “Z”-shaped pipeline affect the deflagration behavior of hydrogen-propane-air mixtures. Findings indicate that centrifugal forces acting on the flame front as it traverses an [...] Read more.
This research employs an integrated experimental and numerical simulation approach to investigate how varying angles of continuous elbows in a “Z”-shaped pipeline affect the deflagration behavior of hydrogen-propane-air mixtures. Findings indicate that centrifugal forces acting on the flame front as it traverses an elbow cause a distinctive “tongue-shaped” propagation along the inner wall. A cavity that generates unburned gas near the outer wall. The volume of this cavity increases significantly with the Angle of the elbow. The flame propagation is regulated by it and presents three distinct stages: the initial development section within the straight pipe section, the disturbance section when entering the first elbow, and the subsequent suppression section under the action of the cavity. The more intense turbulent combustion occurs at the 90° bend, with the highest peak flame velocity. On the contrary, the 120° and 150° elbows suppress the spread of flames. In addition, the angle of the elbow has a significant effect on the second overpressure peak, which exhibits strong non-linear growth. The value at 150° is 2.7 times greater than that at 30°. This is mainly caused by the energy focusing effect of the reflected pressure wave in the cavity magnified by the large-angle elbow. These findings provide mechanism-level understanding for the safe design of complex hydrogen pipeline systems. Full article
(This article belongs to the Special Issue Fire and Explosion Hazards in Energy Systems)
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18 pages, 2121 KB  
Article
Temperature Control of Massive High-Strength Concrete Columns During Curing—A Case Study in Hong Kong
by Xiaokang Zou, Jiang Huang, Kwok-hung Kwan, Wenjin Hu, Wenjie Lu, Zhen Zhao, Chen Yang and Yaopeng Liu
Buildings 2025, 15(23), 4256; https://doi.org/10.3390/buildings15234256 - 25 Nov 2025
Viewed by 455
Abstract
High-strength concrete generates a significant amount of heat during curing, which can cause delayed ettringite formation and early thermal cracking. Such problems are particularly acute in Hong Kong because of the local practice of designing concrete mixes to have rather high cementitious contents [...] Read more.
High-strength concrete generates a significant amount of heat during curing, which can cause delayed ettringite formation and early thermal cracking. Such problems are particularly acute in Hong Kong because of the local practice of designing concrete mixes to have rather high cementitious contents to avoid non-compliance with the stringent strength requirements. Moreover, in Hong Kong, there is still a lack of clear specifications of the temperature control limits to be imposed. Hence, the temperature control of curing high-strength concrete in massive columns/walls has, up to now, remained guess work. In this paper, temperature control limits are proposed, and a case study on temperature control of massive C80 concrete columns during curing is presented. Due to the high cementitious content and large column size, an internal water-cooling system, designed with the help of thermal analysis by the finite element method, was installed. In this system, each pipe was a double-pipe for both water inflow and outflow. It had successfully avoided exceedance of temperature control limits and formation of early thermal cracks. The lessons learned, as summarized in the Conclusions, should be useful for the optimum design of temperature control regimes for massive high-strength concrete members. Full article
(This article belongs to the Section Building Structures)
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24 pages, 9002 KB  
Article
Evaluation of Construction Methods for Ultra-High Performance Concrete Invert Linings in Corrugated Metal Pipe Culverts
by Brian Lassy and Alexandra Hain
Infrastructures 2025, 10(12), 322; https://doi.org/10.3390/infrastructures10120322 - 25 Nov 2025
Viewed by 354
Abstract
Corrugated metal pipe (CMP) culverts are key pieces of infrastructure in drainage and waterway management, but many are reaching their end of life and require rehabilitation. While existing repair methods have a long track record of success, they can be cost prohibitive and [...] Read more.
Corrugated metal pipe (CMP) culverts are key pieces of infrastructure in drainage and waterway management, but many are reaching their end of life and require rehabilitation. While existing repair methods have a long track record of success, they can be cost prohibitive and may significantly affect the hydraulic properties of culverts. Ultra-high performance concrete is internally reinforced, stronger, and more durable than conventional concrete, offering a modern solution to culvert deterioration. The seven mockups described include trials with top-formed UHPC, thixotropic UHPC, and a UHPC shotcrete placement. Shotcrete UHPC was not found to be viable at this time due to challenges with maintaining mix consistency and adhesion to the substrate. Top forming and thixotropic UHPC were found to be the best options for building a consistent invert lining for culvert rehabilitation but posed unique challenges in design, construction, and material consistency. This paper describes the methods of construction, challenges during construction, and the results of each test. It is the author’s intent to give owners a new tool for culvert rehabilitation, provide designers with each of the variables in implementation, and help contractors mitigate risks by discussing the challenges encountered for UHPC invert linings. Full article
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28 pages, 569 KB  
Article
Market-Based Environmental Regulation and Green Transformation of Manufacturing Enterprises: Evidence from China’s SO2 Emission Trading
by Jiajian Zhou, Huikai Yang and Ziyang Liu
Sustainability 2025, 17(22), 10322; https://doi.org/10.3390/su172210322 - 18 Nov 2025
Viewed by 797
Abstract
In the context of China’s sustainable development goals, this study investigates how market-based environmental regulation, specifically SO2 emission trading, drives green transformation and upgrading in manufacturing firms. We argue that emission trading can spur firms to optimize their service portfolios and improve [...] Read more.
In the context of China’s sustainable development goals, this study investigates how market-based environmental regulation, specifically SO2 emission trading, drives green transformation and upgrading in manufacturing firms. We argue that emission trading can spur firms to optimize their service portfolios and improve their embedded services, thus facilitating a shift toward greener operations—while its effect on a firm’s technological innovation capacity remains ambiguous. Using panel data from Chinese manufacturing firms, our empirical findings show that emission trading significantly promotes service transformation through optimizing embedded services and reducing mixed, noncore services but does not necessarily encourage increased R&D investment or breakthrough innovation. This suggests many enterprises prefer end-of-pipe pollution control measures rather than structural technological upgrading under regulatory pressure. Our results provide insights into refining emission trading mechanisms and designing supportive policies to better channel firm-level transformation toward sustainability. Full article
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34 pages, 5691 KB  
Article
Impact of Operational Parameters on the CO2 Absorption Rate and Uptake in MgO Aqueous Carbonation—A Comparison with Ca(OH)2
by Quentin Wehrung, Davide Bernasconi, Enrico Destefanis, Caterina Caviglia, Alice Colli, Fabien Michel, Alessandro Pavese and Linda Pastero
Minerals 2025, 15(11), 1205; https://doi.org/10.3390/min15111205 - 15 Nov 2025
Viewed by 768
Abstract
The CO2 absorption rate and total uptake by MgO aqueous suspensions were investigated in batch experiments by systematically varying MgO concentrations (0.5–5 wt.%), CO2 flow rates (0.5–2 L/min), temperatures (278–363 K), NaCl salinities (0–7 wt.%), Na2SO4 and K [...] Read more.
The CO2 absorption rate and total uptake by MgO aqueous suspensions were investigated in batch experiments by systematically varying MgO concentrations (0.5–5 wt.%), CO2 flow rates (0.5–2 L/min), temperatures (278–363 K), NaCl salinities (0–7 wt.%), Na2SO4 and K2SO4 concentrations (0–10.5 wt.%), and gas–liquid mixing systems (pipe outlet and porous stone sparger). Results show that temperature strongly controls the carbonation process: increasing temperature above 303 K consistently reduced both the CO2 absorption rate ηt and the total CO2 uptake VCO2 due to the destabilization of metastable Mg(HCO3)2 solutions and accelerated precipitation of less soluble hydrated magnesium carbonates. Under optimal low-temperature conditions (278–283 K, 1–1.5 wt.% MgO, sparger mixing, pure system), the average capture efficiency reached ≈ 35%, with maximum peaks over 70% and total CO2 uptakes of ≈ 12–17 L. Adding NaCl at typical seawater levels (3.5–7 wt.%) slightly increased CO2 uptake at temperatures above 323 K. Sulfate ions (Na2SO4 and K2SO4) were found to enhance the absorption rate at low concentrations (<2 wt.%) but reduce it at higher levels, with no significant impact on the total CO2 uptake observed in this study. Using a CO2 sparger significantly improved gas–liquid contact, achieving average CO2 capture efficiencies ηmaxt above 70% at low temperatures, compared to <20% with simple pipe bubbling. A direct comparison with Ca(OH)2 aqueous carbonation confirmed that, despite its lower solubility and slower kinetics, MgO can outperform Ca-based systems under specific conditions. These results provide practical experimental benchmarks and process guidance for designing Mg-based aqueous carbonation systems, including applications that use brines, industrial wastewater or seawater. Full article
(This article belongs to the Special Issue CO2 Mineralization and Utilization)
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32 pages, 3804 KB  
Article
Water Networks Management: Assessment of Heuristic and Exact Approaches for Optimal Valve Location and Operation Settings Schedule
by Maria Cunha, João Marques and Enrico Creaco
Water 2025, 17(22), 3249; https://doi.org/10.3390/w17223249 - 14 Nov 2025
Viewed by 560
Abstract
This paper deals with the optimal design-for-control of water distribution networks (WDNs) with the objectives of minimizing pressure-induced background leakage and maximizing resilience. This problem entails defining locations for installing valves and/or pipes and for simultaneously determining valve settings and belongs to the [...] Read more.
This paper deals with the optimal design-for-control of water distribution networks (WDNs) with the objectives of minimizing pressure-induced background leakage and maximizing resilience. This problem entails defining locations for installing valves and/or pipes and for simultaneously determining valve settings and belongs to the class of non-convex mixed-integer nonlinear problems. Solving highly complex infrastructure problems, such as WDNs, raises a fundamental question about the accuracy of the solutions to be implemented for sound water management. Therefore, two kinds of optimization methods are applied and assessed on two case studies. While the first is an exact global optimization method, the second is the metaheuristic based on the concept of simulated annealing. This paper proposes an innovative methodological analysis to interpret and discuss the results provided by both methods, as well as to identify their impact on the performance of the WDN. This type of analysis may help in highlight how the integration of the best features of both solution methods can promote a step forward in solving WDN problems. Full article
(This article belongs to the Special Issue Advances in Management and Optimization of Urban Water Networks)
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21 pages, 3037 KB  
Article
Water Security with Social Organization and Forest Care in the Megalopolis of Central Mexico
by Úrsula Oswald-Spring and Fernando Jaramillo-Monroy
Water 2025, 17(22), 3245; https://doi.org/10.3390/w17223245 - 13 Nov 2025
Viewed by 845
Abstract
This article examines the effects of climate change on the 32 million inhabitants of the Megalopolis of Central Mexico (MCM), which is threatened by chaotic urbanization, land-use changes, the deforestation of the Forest of Water by organized crime, unsustainable agriculture, and biodiversity loss. [...] Read more.
This article examines the effects of climate change on the 32 million inhabitants of the Megalopolis of Central Mexico (MCM), which is threatened by chaotic urbanization, land-use changes, the deforestation of the Forest of Water by organized crime, unsustainable agriculture, and biodiversity loss. Expensive hydraulic management extracting water from deep aquifers, long pipes exploiting water from neighboring states, and sewage discharged outside the endorheic basin result in expensive pumping costs and air pollution. This mismanagement has increased water scarcity. The overexploitation of aquifers and the pollution by toxic industrial and domestic sewage mixed with rainfall has increased the ground subsidence, damaging urban infrastructure and flooding marginal neighborhoods with toxic sewage. A system approach, satellite data, and participative research methodology were used to explore potential water scarcity and weakened water security for 32 million inhabitants. An alternative nature-based approach involves recovering the Forest of Water (FW) with IWRM, including the management of Natural Protected Areas, the rainfall recharge of aquifers, and cleaning domestic sewage inside the valley where the MCM is found. This involves recovering groundwater, reducing the overexploitation of aquifers, and limiting floods. Citizen participation in treating domestic wastewater with eco-techniques, rainfall collection, and purification filters improves water availability, while the greening of urban areas limits the risk of climate disasters. The government is repairing the broken drinking water supply and drainage systems affected by multiple earthquakes. Adaptation to water scarcity and climate risks requires the recognition of unpaid female domestic activities and the role of indigenous people in protecting the Forest of Water with the involvement of three state authorities. A digital platform for water security, urban planning, citizen audits against water authority corruption, and aquifer recharge through nature-based solutions provided by the System of Natural Protected Areas, Biological and Hydrological Corridors [SAMBA] are improving livelihoods for the MCM’s inhabitants and marginal neighborhoods, with greater equity and safety. Full article
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22 pages, 13714 KB  
Article
Numerical Simulation of Flow-Field Characteristics of a Submerged Pre-Mixed Abrasive Water Jet Impinging on a Wall
by Jinfa Guan, Jimiao Duan, Peili Zhang, Sichen He, Shiming Chen, Jian Wang and Jun Xiao
Processes 2025, 13(11), 3647; https://doi.org/10.3390/pr13113647 - 11 Nov 2025
Viewed by 455
Abstract
To investigate the flow-field characteristics of a submerged pre-mixed abrasive water jet impinging on a wall, a physical model of the conical–cylindrical nozzle and computation domain of a submerged pre-mixed abrasive-water-jet flow field were established. Based on the software of FLUENT 2022R2, numerical [...] Read more.
To investigate the flow-field characteristics of a submerged pre-mixed abrasive water jet impinging on a wall, a physical model of the conical–cylindrical nozzle and computation domain of a submerged pre-mixed abrasive-water-jet flow field were established. Based on the software of FLUENT 2022R2, numerical simulation of the solid–liquid two-phase flow characteristics of the submerged pre-mixed abrasive water jet impinging on a wall was conducted using the DPM particle trajectory model and the realizable kε turbulence model. The simulation results indicate that a “water cushion layer” forms when the submerged pre-mixed abrasive water jet impinges on a wall. Tilting the nozzle appropriately facilitates the rapid dispersion of water and abrasive particles, which is beneficial for cutting. The axial-jet velocity increases rapidly in the convergent section of the nozzle, continues to accelerate over a certain distance after entering the cylindrical section, reaches its maximum value inside the nozzle, and then decelerates to a steady value before exiting the nozzle. In addition, the standoff distance has minimal impact on the flow-field characteristic inside the nozzle. When impinging on a wall surface, rapid decay of axial-jet velocity generates significant stagnation pressure. The stagnation pressure decreases with increasing standoff distance for different standoff-distance models. Considering the effects of standoff distance on jet velocity and abrasive particle dynamics, a standoff distance of 5 mm is determined to be optimal for submerged pre-mixed abrasive-water-jet pipe-cutting operations. When the submergence depth is less than 100 m, its effect on the flow-field characteristics of a submerged pre-mixed abrasive water jet impinging on a wall surface remains minimal. For underwater oil pipelines operating at depths not exceeding 100 m, the influence of submergence depth can be disregarded during cutting operations. Full article
(This article belongs to the Special Issue Numerical Simulation of Oil and Gas Storage and Transportation)
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20 pages, 1689 KB  
Article
Prediction of High-Risk Failures in Urban District Heating Pipelines Using KNN-Based Relabeling and AI Models
by Sungyeol Lee, Jaemo Kang, Jinyoung Kim and Myeongsik Kong
Appl. Sci. 2025, 15(20), 11104; https://doi.org/10.3390/app152011104 - 16 Oct 2025
Viewed by 581
Abstract
This study generated an AI (Artificial Intelligence)-based prediction model for identifying high-risk groups of failures in urban district heating pipelines using pipeline attribute information and historical failure records. A total of 324,495 records from normally operating pipelines and 2293 failure cases were collected. [...] Read more.
This study generated an AI (Artificial Intelligence)-based prediction model for identifying high-risk groups of failures in urban district heating pipelines using pipeline attribute information and historical failure records. A total of 324,495 records from normally operating pipelines and 2293 failure cases were collected. Because the dataset exhibited severe imbalance, a KNN (K Nearest Neighbors)-based similarity selection was applied to reclassify the top 10% of normal data most similar to failure cases as high-risk. Input variables for model development included pipe diameter, purpose, insulation level, year of burial, and burial environment, supplemented with derived variables to enhance predictive capacity. The dataset was trained using XGBoost (eXtreme Gradient Boosting) v3.0.2, LightGBM (Light Gradient-Boosting Machine) v4.5.0, and an ensemble model (XGBoost + LightGBM), and the performance metrics were compared. The XGBoost model (K = 2) achieved the best results, with an F2-score of 0.921 and an AUC of 0.993. Variable importance analysis indicated that year of burial, insulation level, and purpose were the most influential features, highlighting pipeline aging and insulation condition as key determinants of high-risk classification. The proposed approach enables prioritization of failure risk management and identification of vulnerable sections using only attribute data, even in situations where sensor installation and infrared thermography are limited. Future research should consider distance functions suitable for mixed variables, sensitivity to unit length, and SHAP (Shapley Additive exPlanations)-based interpretability analysis to further generalize the model and enhance its field applicability. Full article
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27 pages, 8328 KB  
Article
Research on the Scheme and System Parameter Matching of a Wastewater-Driven Diaphragm Pump Group for Slurry Transport in Deep-Sea Mining
by Qiong Hu, Junxuan Feng, Yajuan Kang, Shaojun Liu, Junqiang Huang and Kaile Wang
J. Mar. Sci. Eng. 2025, 13(10), 1934; https://doi.org/10.3390/jmse13101934 - 9 Oct 2025
Viewed by 613
Abstract
Prior research has proposed a basic configuration for a deep-sea mining system integrating slurry transport and wastewater discharge, and examined the operational characteristics of water-driven diaphragm pumps. Against the backdrop of commercial deep-sea polymetallic nodule exploitation, this study focuses on the technical design [...] Read more.
Prior research has proposed a basic configuration for a deep-sea mining system integrating slurry transport and wastewater discharge, and examined the operational characteristics of water-driven diaphragm pumps. Against the backdrop of commercial deep-sea polymetallic nodule exploitation, this study focuses on the technical design of seabed diaphragm pump groups and hydraulic parameter matching for a coupled slurry transport-wastewater discharge system. The solid–liquid two-phase output characteristics of the water-driven diaphragm pump were analyzed, leading to the proposal of a four-pump staggered configuration to ensure continuous particulate discharge throughout the full operating cycle. To meet commercial mining capacity requirements, the system consists of two sets (each with four pumps) operating with a phase offset to reduce fluctuations in slurry output concentration. A centralized output device was developed for the pump group, and a centralized mixing tank was designed based on analyses of outlet pipe length and positional effects. CFD-DEM simulations show that the combined effects of phased pump operation and centralized mixing tank mixing result in the slurry concentration delivered to the riser pipeline staying within ±1% of the mean for up to 57.8% of the system’s operational time. Considering the characteristics of both diaphragm and centrifugal pumps, the system is designed to output high-concentration slurry from the seabed diaphragm pumps, driven solely by wastewater, while centrifugal pumps provide lower-concentration transport by adding supplementary water from a buffer—thus reducing the risk of clogging. Under the constraints of centrifugal pump capacity, the system’s hydraulic parameters were optimized to maximize overall slurry transport efficiency while minimizing the energy consumption from wastewater discharge. The resulting configuration defines the flow rate and slurry concentration of the diaphragm pump group. Compared with conventional centrifugal pump-based transport schemes, the proposed system increases the slurry pipeline efficiency from 53.14% to 55.43% and reduces wastewater discharge-related pipeline resistance losses from 475.9 mH2O to 361.7 mH2O. Full article
(This article belongs to the Section Ocean Engineering)
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22 pages, 1295 KB  
Article
Impact of Natural and Synthetic Antioxidants on the Stability of High-Density Polyethylene
by Abdullah F. Alrashoudi, Hafizh Insan Akmaluddin, Maher M. Alrashed and Othman Y. Alothman
Polymers 2025, 17(17), 2364; https://doi.org/10.3390/polym17172364 - 30 Aug 2025
Cited by 1 | Viewed by 1645
Abstract
High-Density Polyethylene (HDPE) plays a crucial role in the life of every human being due to its properties such as chemical resistance, light weight, and ease of forming, among others. Its usage ranges from bottles for beverages and other liquids, to pipes, wire [...] Read more.
High-Density Polyethylene (HDPE) plays a crucial role in the life of every human being due to its properties such as chemical resistance, light weight, and ease of forming, among others. Its usage ranges from bottles for beverages and other liquids, to pipes, wire and cable insulation, and prosthetics. As it undergoes several thermal cycles during its life cycle, it is essential to maintain its qualities, even after undergoing thermal and thermo-oxidative degradation. Here, various dosages of synthetic (Irganox 1010) and natural (vitamin E) antioxidants are added to HDPE formulations to study their impacts on HDPE stability. The antioxidants are mixed physically with HDPE before the mixtures are melt-mixed three times to represent their life cycles. Samples are taken after each time and used to analyze the molecular weight distribution, rheological behavior, mechanical properties, and thermal stability. The results show that vitamin E is superior to Irganox 1010 in these tests, as vitamin E performance exceeds that of Irganox 1010, even at lower doses. The only drawback of using vitamin E is the yellow color it causes, which may necessitate the addition of another additive to enhance the color stability of HDPE in color-sensitive applications. Full article
(This article belongs to the Special Issue Biobased Polymers and Its Composites)
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