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SOC Turnover and Lime-CO<sub>2</sub>Evolution during Liming of an Acid Andisol and Ultisol 被引量:1
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作者 Wilfredo A. Dumale Jr. Tsuyoshi Miyazaki +1 位作者 Kenta Hirai Taku Nishimura 《Open Journal of Soil Science》 2011年第2期49-53,共5页
Agricultural liming contributes significantly to atmospheric CO2 emission from soils but data on magnitude of lime- contributed CO2 in a wide range of acid soils are still few. Data on lime-contributed CO2 and SOC tur... Agricultural liming contributes significantly to atmospheric CO2 emission from soils but data on magnitude of lime- contributed CO2 in a wide range of acid soils are still few. Data on lime-contributed CO2 and SOC turnover for global acid soils are needed to estimate the potential contribution of agricultural liming to atmospheric CO2. Using Ca13CO3 (13C 99%) as lime and tracer, here we separated lime-contributed and SOC-originated CO2 evolution in an acidic Kuroboku Andisol from Tanashi, Tokyo Prefecture (35°44′ N, 139°32′ E) and Kunigami Mahji Ultisol of Nakijin, Okinawa Prefecture, Japan (26°38′ N, 127°58′ E). On the average, lime-CO2 was 76.84% (Kuroboku Andisol) and 66.36% (Kunigami Mahji Ultisol) of overall CO2 emission after 36 days. There was increased SOC turnover in all limed soils, confirming priming effect (PE) of liming. The calculated PE of lime (Kuroboku Andisol, 51.97% - 114.95%;Kunigami Mahji Ultisol, 10.13% - 35.61%) was entirely 12C turnover of stable soil organic carbon (SOC) since SMBC, a labile SOC pool, was suppressed by liming in our experiment. Our results confirmed that mineralization of lime-carbonates is the major source of CO2 emission from acid soils during agricultural liming. Liming can influence the size of CO2 evolution from agricultural ecosystems considering global extent of acid soils and current volume of lime utilization. We propose the inclusion of liming in simulating carbon dynamics in agricultural ecosystems. 展开更多
关键词 Agricultural liming Soil Organic Carbon SOC TURNOVER ANDISOL ULTISOL
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Liming and Fertilizer Potentials of Some Underutilized Plant Materials in Southwestern Nigeria
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作者 Oyeyiola Yetunde Bunmi Ewetola Esther Abosede +1 位作者 Olatunji Olayinka Olakunle Ayanleke Abraham 《Journal of Northeast Agricultural University(English Edition)》 CAS 2017年第3期19-29,共11页
Soil acidification and phosphorus deficiency are a major constraint to crop production in tropical soils. Use of conventional liming materials is associated with some limitations viz: inability to solely improve nitr... Soil acidification and phosphorus deficiency are a major constraint to crop production in tropical soils. Use of conventional liming materials is associated with some limitations viz: inability to solely improve nitrogen and available phosphorus in soils, loss of soil organic carbon and soil aggregate stability. Liming and fertilizer potentials of leaves from three plant materials (Tithonia diversifolia (TL), Imperata cylindrica (SG) and Gliricidia sepium (GL)) widely growing in Ogbomoso, southwest Nigeria, were tested under incubation condition. Each of the plant material was applied at.the rate of 10 t·hm-2 with and without 50% concentration of NPK 15 : 15 : 15-urea mix in 500 g acidic soiL Sole lime applied at 1 t·hm-2, sole NPK 15 : 15 : 15 applied at 60 kg·hm2 mixed with urea at 60 kg N· hm2 and an unamended soil were compared in completely randomized design in three replicates. The treated soils were incubated for 12 weeks. Thereafter, maize seeds were raised in each pot for a period of 3 weeks. Data coUected were subjected to analysis of variance. Regression analysis was used to predict contributions of increased soil pH in plant material treated soils to exchangeable A1, H, dry root weight of maize and available phosphorus. Results indicated that sole plant materials were the order SG〉TL〉GL significantly (P〈0.05) reduced exchangeable acidity compared to unamended and sole NPK. Sole NPK had the highest exchangeable acidity (4.7 cmol·kg-1) compared to unamended soil (3.3 cmol·kg-1) and sole lime (2.7 cmol·kg-1). Application of sole Tithonia diversifolia increased available phosphorus by 214% and 97% compared to unamended and sole NPK treated soils respectively. Sole plant materials increased maize root weight by 33% compared to sole NPK. Increasing soil pH at harvesting in plant material treated soils significantly reduced exchangeable H and A1. Soil pH was responsible for up to 33% and 53% reductions in exchangeable Al and H, respectively. This culminated into up to 22% increases in dry root weight of maize seedling. Present results showed ability of the plant materials tested to ameliorate soil acidity and improved soil available phosphorus. The plant materials should be explored for using as green manure and composting feedstock. It will go a long way to reduce high dosage use of conventional liming and fertilizer materials on acidic nutrient degraded soils. 展开更多
关键词 exchangeable acidity Gliricidia sepium liming soil acidity Tithonia
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Shenyang Liming Garments Group
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《China's Foreign Trade》 1997年第8期34-34,共1页
The Shenyang Liming Garments Group is a large consortium, specializing in garments and the development of wool-spinning maerials, and combining science and technology with industry, trade and real estate. It consists ... The Shenyang Liming Garments Group is a large consortium, specializing in garments and the development of wool-spinning maerials, and combining science and technology with industry, trade and real estate. It consists of more than 20 enterprises, with total assets of RMB 650 million, it has imported garment production equipment from Japan. the USA and Germany, and its automatic computer composition, plate making mid cutting systems have reached the world’s advanced level. The group produces, mainly the following: western-style clothes for men and women, overcoats, unlined and cotton-padded jackets, shirts, and a series of fine woolen products. Its Lifu Brand Westem-style clothes were designated One of the " 展开更多
关键词 THAN MORE USA Shenyang liming Garments Group
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Effect of Liming on Cadminm Forms and Its Toxicity inRed Soils 被引量:1
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作者 A. M. FARAH XIE ZHENGMIAO and HUANG CHANGYONG(Zhejiang Agriculturel University, Hangzhou 310029(China)) 《Pedosphere》 SCIE CAS CSCD 1994年第3期285-288,共4页
The effect of liming 4 red soils developed from Quaternary red clay and red sandstone on the cadmiumforms and its toxicity were investigated. Liming the acid red soils could greatly reduce Cd toxicity to plantsbecause... The effect of liming 4 red soils developed from Quaternary red clay and red sandstone on the cadmiumforms and its toxicity were investigated. Liming the acid red soils could greatly reduce Cd toxicity to plantsbecause the soluble Cd and organic Cd in the soils decreased significantly while Cd bound to minerals/oxidesand residual Cd increased markedly with increasing lime rates (pH). 展开更多
关键词 CADMIUM liming TOXICITY
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Use of Sewage Sludge After Liming as Fertilizer for Maize Growth 被引量:5
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作者 M.K.JAMALI T.G.KAZI +4 位作者 M.B.ARAIN H.I.AFRIDI A.R.MEMON N.JALBANI A.SHAH 《Pedosphere》 SCIE CAS CSCD 2008年第2期203-213,共11页
The use of sewage sludge on agricultural land provides an alternative for its disposal. Therefore, the aim of the present study was to evaluate the feasibility of using industrial sewage sludge produced in Pakistan, a... The use of sewage sludge on agricultural land provides an alternative for its disposal. Therefore, the aim of the present study was to evaluate the feasibility of using industrial sewage sludge produced in Pakistan, as an agricultural fertilizer. The agricultural soil amended with 250 g kg^-1 sewage sludge with or without lime treatment was used for the growth of the common local grain crop, maize (Zea maize). The mobility of the trace and toxic metals in the sludge samples was assessed by applying a modified BCR sequential extraction procedure. The single extraction procedure was comprised of the application of a mild extractant (CaCl2) and water, for the estimation of the proportion of easily soluble metal fractions. To check the precision of the analytical results, the concentrations of trace and toxic metals in every step of the sequential extraction procedure were summed up and compared with total metal concentrations. The plant-available metal contents, as indicated by the deionized water and 0.01 mol L^-1 CaCl2 solution extraction fractions and the exchangeable fraction of the sequential extraction, decreased significantly (P 〈 0.05) with lime application because of the reduced metal availability at a higher pH, except in the cases of Cd and Cu, whose mobility was slightly increased. Sludge amendment enhanced the dry weight yield of maize and the increase was more obvious for the soil with lime treatment. Liming the sewage sludge reduced the trace and toxic metal contents in the grain tissues, except Cu and Cd, which were below the permissible limits of these metals. The present experiment demonstrates that liming was an important factor in facilitating the growth of maize in sludge-amended soil. 展开更多
关键词 lime treatment MAIZE METALS sequential extraction sewage sludge
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Effect of liming on sulfate transformation and sulfur gas emissions in degraded vegetable soil treated by reductive soil disinfestation 被引量:7
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作者 Tianzhu Meng Tongbin Zhu +1 位作者 Jinbo Zhang Zucong Cai 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2015年第10期112-120,共9页
Reductive soil disinfestation(RSD), namely amending organic materials and mulching or flooding to create strong reductive status, has been widely applied to improve degraded soils.However, there is little informatio... Reductive soil disinfestation(RSD), namely amending organic materials and mulching or flooding to create strong reductive status, has been widely applied to improve degraded soils.However, there is little information available about sulfate(SO4^2-) transformation and sulfur(S)gas emissions during RSD treatment to degraded vegetable soils, in which S is generally accumulated. To investigate the effects of liming on SO4^2-transformation and S gas emissions,two SO4^2--accumulated vegetable soils(denoted as S1 and S2) were treated by RSD, and RSD plus lime, denoted as RSD0 and RSD1, respectively. The results showed that RSD0 treatment reduced soil SO4^2-by 51% and 61% in S1 and S2, respectively. The disappeared SO4^2-was mainly transformed into the undissolved form. During RSD treatment, hydrogen sulfide(H2S),carbonyl sulfide(COS), and dimethyl sulfide(DMS) were detected, but the total S gas emission accounted for 〈 0.006% of total S in both soils. Compared to RSD0, lime addition stimulated the conversion of SO42-into undissolved form, reduced soil SO4^2-by 81% in S1 and 84% in S2 and reduced total S gas emissions by 32% in S1 and 57% in S2, respectively. In addition to H2S, COS and DMS, the emissions of carbon disulfide, methyl mercaptan, and dimethyl disulfide were also detected in RSD1 treatment. The results indicated that RSD was an effective method to remove SO4^2-, liming stimulates the conversion of dissolved SO4^2-into undissolved form,probably due to the precipitation with calcium. 展开更多
关键词 Vegetable soil Reductive soil disinfestations Lime Sulfate Sulfur gases
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Growth,yield,yield components,and grain qualities of groundnut(Arachis hypogaea L.)as affected by liming and phosphorus rates in southwest Ethiopia
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作者 Getachew Bekele Tinsae Birhanu Faska Terefe 《Oil Crop Science》 CSCD 2023年第3期165-173,共9页
Two field experiments were conducted in the main seasons of 2021/22 at the farmers'farm in two districts of southwest Ethiopia to investigate the effects of lime and phosphorus on groundnut yield and yield compone... Two field experiments were conducted in the main seasons of 2021/22 at the farmers'farm in two districts of southwest Ethiopia to investigate the effects of lime and phosphorus on groundnut yield and yield components,employing four levels of lime(0,2,4,and 6 t CaCO_(3)ha^(-1))and phosphorus(0,46,69,and 92 kg P_(2)O_(5)ha^(-1))arranged in factorial RCBD design with three replications.Data on the yield and its components were collected and subjected to an ANOVA using SAS software.The result demonstrated that plant height,number of branches,canopy spread,and shelling percentage were affected significantly by liming while effective nodule number,total peg,matured pod,and pod yield of groundnut significantly influenced by the main factors and their interactions.The combined application of 4 t lime and 46 kg P_(2)O_(5)ha^(-1)resulted in the highest number of effective nodules(147.23 plant^(-1)),total pod(72.6 plant^(-1)),mature pod(62.4 plant^(-1)),pod yield(4.49 t ha^(-1)),oil content(50.6%)and protein content(33.1%)whereas the lowest values of these parameters were seen in plots where neither lime nor phosphorus was applied.Therefore,it is advised that groundnut growers in the study areas,and similar agroecologies,apply the combination of 4 t lime and 46 kg P_(2)O_(5)ha^(-1). 展开更多
关键词 Combined application Lime Oil content PHOSPHORUS YIELD
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Liming Characteristics of a High-Calcium Dry Flue Gas Desulfurization By-Product and a Class-C Fly Ash
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作者 Jason R. Burgess-Conforti David M. Miller +2 位作者 Kristofor R. Brye Lisa S. Wood Erik D. Pollock 《Journal of Environmental Protection》 2016年第11期1592-1604,共13页
Due to coal’s availability and low cost, coal combustion continues to be the United States’ primary energy source. However, coal combustion produces large quantities of waste material. Some coal combustion by-produc... Due to coal’s availability and low cost, coal combustion continues to be the United States’ primary energy source. However, coal combustion produces large quantities of waste material. Some coal combustion by-products (CCBs) have chemical and physical characteristics that make them potentially useful as soil amendments. The objectives of this study were to characterize a relatively new, high-calcium dry flue gas desulfurization (DFGD) by-product and compare its agronomic liming potential to a Class-C fly ash (FA) and reagent-grade calcium carbonate (CaCO3). Calcium car-bonate equivalence (CCE), degree of fineness (DOF), and effective neutralizing value (ENV) for each CCB were determined using standard methods. The CCBs and CaCO3 were also incubated with an acidic (~4.5) clay sub-soil at application rates equiva-lent to 0, 0.5, 1, and 2 times the soil’s lime requirement and compared to an una-mended control. Soil pH was then measured periodically during a 40-day incubation. The ENV of 79.4% for the DFGD by-product and 57.3% for the FA were comparable to those of commercially available liming materials, but were significantly lower (P < 0.05) than that of reagent-grade CaCO3. After 40 days of incubation at the 0.5× ap-plication rate, both CCBs raised the pH of the clay soil to only 5.0, while the CaCO3 raised the pH to 6.5. After 40 days at the 1× rate, all three materials had raised the soil pH to between 6.5 and 7.0, although the FA increased the soil pH more slowly than did the other two materials. At the 2× rate, both CCBs increased the soil pH to between 7.5 and 8.0, while the CaCO3 increased the soil pH to only 7.0. Both CCBs appear to be useful as soil liming materials, although care should be taken to avoid over-application, as this may make the soil too alkaline for optimum plant growth. 展开更多
关键词 Coal Combustion By-Products Agricultural Lime Fly Ash Flue Gas Desulfurization
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Biochar derived from invasive plants improved the pH,macronutrient availability and biological properties better than liming for acid rain-affected soil 被引量:1
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作者 Yazheng Li Ahmed I.Abdo +2 位作者 Zhaoji Shi Abdel-Rahman M.A.Merwad Jiaen Zhang 《Biochar》 SCIE CAS CSCD 2023年第1期1029-1044,共16页
Rapid development in industrialization and urbanization causes serious environmental issues,of which acid rain is one of the quintessential hazards,negatively affecting soil ecology.Liming has been investigated for a ... Rapid development in industrialization and urbanization causes serious environmental issues,of which acid rain is one of the quintessential hazards,negatively affecting soil ecology.Liming has been investigated for a long time as the most effective amendment to alter the adverse effects of soil acidity resulting from acid rain.Herein,this study tested the biochar produced from invasive plants as an alternative amendment and hypothesized that biochar can maintain better availability of macronutrients under acid rain than liming by improving soil chemical and biological properties.Therefore,a pot experiment was conducted to compare the effects of lime and biochar at two rates(1%and 3%)on soil available nitrogen(N),phosphorous(P)and potassium(K)under simulated acid rain of two pH levels(4.5:pH_(4.5) and 2.5:pH_(2.5))as compared with tap water(pH7.1)as a control treatment.Biochar was produced using different invasive plants,including Blackjack(Biden Pilosa),Wedelia(Wedelia trilobata)and Bitter Vine(Mikania micrantha Kunth).Liming decreased the availability of soil N,P,and K by 36.3%as compared with the control due to the great increment in soil pH and exchangeable calcium(Ca^(2+))by 59%and 16-fold,respectively.Moreover,liming reduced the alpha diversity of soil bacteria and fungi by 27%and 11%,respectively.In contrast,biochar at different types and rates resulted in a fourfold increment in the available N,P,and K as an average under acid rain(pH_(4.5) and pH_(2.5))owing to maintaining a neutral pH(6.5-7),which is the most favorable level for soil microbial and enzymatic activites,and the bioavailability of soil nutrients.Furthermore,biochar caused balanced increments in Ca^(2+)by threefold,cation exchange capacity by 45%,urease activity by 16%,and fungal diversity by 10%,while having a slight reduction in bacterial diversity by 2.5%.Based on the path,correlation,and principal component analyses,the exchangeable aluminum was a moderator for the reductions in macronutrients’availability under acid rain,which decreased by 40%and 35%under liming and biochar,respectively.This study strongly recommended the use of biochar from invasive plants instead of lime for sustainable improvements in soil properties under acid rain. 展开更多
关键词 Acidic soil liming Invasive plants Biochar feedstock Soil chemical properties
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Optimization of the main liming process for inulin crude extract from Jerusalem artichoke tubers 被引量:1
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作者 Huandong LI Hongji ZHU +2 位作者 Jianjun QIAO Junhu DU Hua ZHANG 《Frontiers of Chemical Science and Engineering》 CAS CSCD 2012年第3期348-355,共8页
A three-stage homogenate extraction was used as a new method for inulin extraction from Jerusalem artichoke tubers. Compared with the results from conventional hot water extraction, the three-stage homogenate extracti... A three-stage homogenate extraction was used as a new method for inulin extraction from Jerusalem artichoke tubers. Compared with the results from conventional hot water extraction, the three-stage homogenate extraction gave higher yields and caused less degradation of the inulin. The inulin crude extract was then clarified by a carbonate-precipitation method, during which three variables -- the quicklime mass, the reaction temperature and the reaction time were optimized for the main liming process to give the best clarification effect. A Plackett- Burman design, the path of steepest ascent method, a Box- Behnken design and response surface methodology (RSM) were employed in the experimental design. The optimal conditions for the main liming process were determined to be 12.0g/L, 71.4℃ and 8min. The confirmatory tests proved that the best clarification efficiency (92.74%) was achieved at these conditions and this was approximately equal to the value predicted by the model. 展开更多
关键词 INULIN homogenate extraction Jerusalem artichoke main liming process
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Study on Pressure⁃Sensitive Properties of Carbon Fiber Powder Reinforced Lime⁃Improved Silty Sand 被引量:1
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作者 Lixia Wang Zilin Hu +1 位作者 Qing Wang Yunlong Zhang 《Journal of Harbin Institute of Technology(New Series)》 2025年第2期14-23,共10页
This study tested the electrical conductivity and pressure sensitivity of lime⁃improved silty sand reinforced with Carbon Fiber Powder(CFP)as the conductive medium.The influence of CFP dosage,moisture content and curi... This study tested the electrical conductivity and pressure sensitivity of lime⁃improved silty sand reinforced with Carbon Fiber Powder(CFP)as the conductive medium.The influence of CFP dosage,moisture content and curing duration on the unconfined compressive strength,initial resistivity and pressure sensitivity of the improved soil was systematically analysed.The results showed that the unconfined compressive strength varied non⁃monotonically with increasing CFP dosage,reaching a peak at a dosage of 1.6%.Furthermore,the initial resistivity showed slight variations under different moisture conditions but eventually converged towards the conductive percolation threshold at a dosage of 2.4%.It is worth noting that CFP reinforced lime⁃improved silty sand(CRLS)exhibit a clear dynamic synchronization of strain with stress and resistivity rate of variation.The pressure sensitivity was optimized with CFP dosages ranging from 1.6%to 2.0%.Both insufficient and excessive dosages had a negative impact on pressure sensitivity.It is important to consider the weakening effect of high moisture content on the pressure sensitivity of the specimens in practical applications. 展开更多
关键词 lime⁃improved silty sand CFP unconfined compressive strength RESISTIVITY pressure⁃sensitivity
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结合可解释分析的多模型堆叠乳腺癌住院费用预测
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作者 朱海玉 孙晓燕 +1 位作者 袁贞明 杨丽静 《计算机与现代化》 2025年第9期119-126,共8页
住院费用是影响乳腺癌患者治疗选择和预后的因素之一,精准预测住院费用及个性化分析费用影响因素对于有效配置资源和优化医疗服务至关重要。针对单一模型在住院费用预测任务上存在泛化能力弱且可解释差的问题,本文提出一种可解释的堆叠... 住院费用是影响乳腺癌患者治疗选择和预后的因素之一,精准预测住院费用及个性化分析费用影响因素对于有效配置资源和优化医疗服务至关重要。针对单一模型在住院费用预测任务上存在泛化能力弱且可解释差的问题,本文提出一种可解释的堆叠方法,充分整合多种模型的特征提取能力,实现对乳腺癌患者住院费用的准确预测。该方法采用2层模型融合结构,第1层选择4个基模型,并利用贝叶斯优化和五折交叉验证技术优化参数,提高每个模型的预测性能,再由第2层线性回归输出最终的费用。此外,本文还使用SHAP和LIME方法从整体和个体角度分析乳腺癌住院费用预测结果。在某医院乳腺癌住院患者数据集上的实验结果表明,堆叠方法在费用预测任务中的R^(2)为0.877,优于其他相关研究。可解释性分析结果表明,住院时长和治疗方式是影响住院费用的主要因素,但不同患者的影响因素存在个体化差异,这为更深入了解影响住院费用的关键因素提供了宝贵的见解。 展开更多
关键词 住院费用预测 可解释的堆叠方法 SHAP LIME 机器学习
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评估可解释的人工智能技术在多种成像方式下解释乳腺癌诊断的有效性
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作者 李禄 罗浩军 《临床医学进展》 2025年第2期1503-1512,共10页
乳腺癌持续位居全球女性癌症发病与致死的主要原因之列。早期且精确的诊断对于优化患者预后具有举足轻重的地位。乳房X线摄影、超声检查及磁共振成像(Magnetic Resonance Imaging, MRI)等影像学技术在乳腺癌的诊断中扮演着至关重要的角... 乳腺癌持续位居全球女性癌症发病与致死的主要原因之列。早期且精确的诊断对于优化患者预后具有举足轻重的地位。乳房X线摄影、超声检查及磁共振成像(Magnetic Resonance Imaging, MRI)等影像学技术在乳腺癌的诊断中扮演着至关重要的角色。然而,这些技术手段面临着准确性波动、操作员依赖性显著及结果阐释困难等多重挑战。在此背景下,人工智能(Artificial Intelligence, AI),尤其是可解释人工智能(Explainable Artificial Intelligence, XAI)的融入,已成为提升诊断精确度及增强信任度的革命性途径。本综述聚焦于XAI技术在乳腺癌诊断领域内,于不同成像模式中的应用效果比较。深入探讨了核心的XAI方法,诸如Shapley加性解释(SHAP)、局部可解释模型无关解释(LIME)以及基于梯度的类激活映射(Grad-CAM),着重阐述了它们在增进模型可解释性及提升临床实用性方面的具体成效。综述不仅分析了XAI技术在乳房X线摄影、超声及MRI应用中的优势与局限,还特别强调了其在提高AI辅助预测透明度方面的贡献。此外,本文亦评估了XAI在应对假阳性、假阴性问题以及多模态成像数据整合挑战中的效能。该评论的核心价值在于,它全面剖析了XAI在缩小AI技术进展与临床实际应用之间鸿沟的潜力。通过提升透明度,XAI技术能够增强临床医生对AI的信任度,促进其更顺畅地融入诊断工作流程,从而助力个性化医疗实践的推进及患者治疗成效的改善。综上所述,尽管XAI在提升AI模型可解释性与准确性方面取得了显著进展,但在计算复杂度控制、普遍适用性拓展及临床接纳度提升等方面仍面临诸多挑战。未来研究应着重于优化XAI方法、促进跨学科间的深度合作,并开发标准化的框架体系,以确保XAI技术能在多样化的临床环境中实现可扩展性与可靠性的双重提升。Breast cancer remains one of the leading causes of cancer incidence and mortality among women worldwide. Early and accurate diagnosis plays a pivotal role in optimizing patient prognosis. Imaging techniques such as mammography, ultrasound, and magnetic resonance imaging (MRI) play crucial roles in the diagnosis of breast cancer. However, these techniques face multiple challenges, including accuracy fluctuations, significant operator dependency, and difficulties in result interpretation. In this context, the integration of Artificial Intelligence (AI), especially Explainable Artificial Intelligence (XAI), has become a revolutionary approach to improving diagnostic accuracy and enhancing trust. This review focuses on the comparative application of XAI technologies across different imaging modalities in breast cancer diagnosis. It delves into core XAI methods such as Shapley Additive Explanations (SHAP), Local Interpretable Model-Agnostic Explanations (LIME), and Gradient-weighted Class Activation Mapping (Grad-CAM), with an emphasis on their effectiveness in enhancing model interpretability and improving clinical utility. The review analyzes not only the advantages and limitations of XAI in mammography, ultrasound, and MRI applications but also highlights its contribution to increasing the transparency of AI-assisted predictions. Additionally, the review evaluates the performance of XAI in addressing issues related to false positives, false negatives, and the challenges of multimodal imaging data integration. The core value of this review lies in its comprehensive analysis of the potential of XAI in bridging the gap between advancements in AI technology and clinical application. By enhancing transparency, XAI can boost clinicians’ trust in AI, facilitating its smoother integration into diagnostic workflows, thereby promoting personalized medical practices and improving patient treatment outcomes. In conclusion, despite significant progress made by XAI in improving AI model interpretability and accuracy, challenges remain in terms of computational complexity, general applicability, and clinical acceptance. Future research should focus on optimizing XAI methods, fostering interdisciplinary collaboration, and developing standardized frameworks to ensure the scalability and reliability of XAI technologies in diverse clinical environments. 展开更多
关键词 乳腺癌诊断 可解释人工智能(XAI) SHAP LIME Grad-CAM 影像学技术 个性化医疗 人工智能
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Effect of Progressive Substitution of Cement and Lime by Powdered Shells Used as a Curing Agent for Dredged Soil in a Port Area
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作者 SUN Yang WANG Faxin +2 位作者 SU Yaying LI Yiwei HE Feng 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2025年第1期88-102,共15页
This study aimed to address the challenges of solid waste utilization,cost reduction,and carbon reduction in the treatment of deep-dredged soil at Xuwei Port in Lianyungang city of China.Past research in this area was... This study aimed to address the challenges of solid waste utilization,cost reduction,and carbon reduction in the treatment of deep-dredged soil at Xuwei Port in Lianyungang city of China.Past research in this area was limited.Therefore,a curing agent made from powdered shells was used to solidify the dredged soil in situ.We employed laboratory orthogonal tests to investigate the physical and mechanical properties of the powdered shell-based curing agent.Data was collected by conducting experiments to assess the role of powdered shells in the curing process and to determine the optimal ratios of powdered shells to solidified soil for different purposes.The development of strength in solidified soil was studied in both seawater and pure water conditions.The study revealed that the strength of the solidified soil was influenced by the substitution rate of powdered shells and their interaction with cement.Higher cement content had a positive effect on strength.For high-strength solidified soil,the recommended ratio of wet soil:cement:lime:powdered shells were 100:16:4:4,while for low-strength solidified soil,the recommended ratio was 100:5.4:2.4:0.6.Seawater,under appropriate conditions,improved short-term strength by promoting the formation of expansive ettringite minerals that contributed to cementation and precipitation.These findings suggest that the combination of cement and powdered shells is synergistic,positively affecting the strength of solidified soil.The recommended ratios provide practical guidance for achieving desired strength levels while considering factors such as cost and carbon emissions.The role of seawater in enhancing short-term strength through crystal formation is noteworthy and can be advantageous for certain applications.In conclusion,this research demonstrates the potential of using a powdered shell-based curing agent for solidifying dredged soil in an environmentally friendly and cost-effective manner.The recommended ratios for different strength requirements offer valuable insights for practical applications in the field of soil treatment,contributing to sustainable and efficient solutions for soil management. 展开更多
关键词 carbon reduction and solidification dredged soil abandoned shells orthogonal test chemical additives(lime and cement) unconfined compressive strength(UCS)
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Impact of Natural Fiber and Fatty Acid Organic Additives on the Permeability of Lime Mortars for Architectural Conservation
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作者 Parsa Pahlavan 《Journal of Building Material Science》 2025年第1期20-29,共10页
Lime mortars have a rich history of being blended with organic additives to address weaknesses such as low setting time and hydric properties.This study specifically investigates the impact of incorporating straw and ... Lime mortars have a rich history of being blended with organic additives to address weaknesses such as low setting time and hydric properties.This study specifically investigates the impact of incorporating straw and sesame oil into lime mortar mixes,focusing on their influence on open porosity,permeability,water absorption,and durability.While previous studies explored the effects of natural fibers and fatty acid additives on lime mortars separately,this study examines their simultaneous incorporation in mortars.The results demonstrated that the simultaneous addition of sesame oil and straw decreased the water absorption values of the mortars to 77%.Furthermore,the inclusion of sesame oil resulted in a significant 30%increase in impermeability values.However,when both sesame oil and straw were added together,the increase in impermeability was less than 20%compared to the reference mortar with no additives.These findings highlights that the combined addition of sesame oil and straw has a lesser impact on the permeability values of mortars,which is a positive outcome,as maintaining optimal permeability is essential for the long-term preservation of historical substrates.The combination of straw and sesame oil enhances hydric properties without undermining the mortar’s structure and permeability.These results emphasize the sustainable nature of lime mortars in restoration projects,showcasing their compatibility with traditional masonry practices.By combining natural fibers with fatty acids,mortars demonstrate improved durability,offering a promising avenue for enhancing performance while retaining essential properties. 展开更多
关键词 Air Lime Reinforced Lime Mortars Natural Fibers Restorative Mortars PERMEABILITY
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Rapid lime dissolution for efficient dephosphorization by self-disintegrating effect of core–shell structured lime in converter slag
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作者 Jia-xin Zhang Yu-feng Tian +1 位作者 Guang-qiang Li Yu Liu 《Journal of Iron and Steel Research International》 2025年第9期3089-3095,共7页
The dissolution behaviors of lime,limestone,and core–shell structured lime,as well as their effects on dephosphorization behavior were studied.The results show that the slow dissolution of lime in converter slag is m... The dissolution behaviors of lime,limestone,and core–shell structured lime,as well as their effects on dephosphorization behavior were studied.The results show that the slow dissolution of lime in converter slag is mainly attributed to the calcium silicate layer at the lime/slag interface.CO_(2)generated by CaCO_(3)decomposition can destroy the calcium silicate layer,and thus accelerates the dissolution of limestone and core–shell structured lime.However,in the initial stage,a large amount of CO_(2)emission generated by limestone decomposition results in the poor contact between molten slag and limestone,and the dissolution rate is slower in the test of limestone than that of lime.For core–shell structured lime,the initial dissolution rate is not affected due to the lime surface,and is accelerated by the appropriate CO_(2)emission.Rapid CaO pickup in molten slag by fast dissolution of the lime sample can remarkably accelerate the dephosphorization reaction.Because of the fastest dissolution rate,the core–shell structured lime slagging mode shows the most promising prospects for the efficient dephosphorization. 展开更多
关键词 Lime dissolution DEPHOSPHORIZATION Slag-metal interaction Core-shell structured lime CaCO_(3)decomposition
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Effects of nano-metakaolin on the enhanced properties and microstructure development of natural hydraulic lime
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作者 Zirui Zhu Peng Liu +2 位作者 Jinhua Wang Hongbin Zhang Wei Luo 《Chinese Chemical Letters》 2025年第4期516-521,共6页
Natural hydraulic lime(NHL) has garnered increasing attention for its sustainable and suitable performance in the field of historical building restoration. However, the prolonged hardening time and sluggish hydration ... Natural hydraulic lime(NHL) has garnered increasing attention for its sustainable and suitable performance in the field of historical building restoration. However, the prolonged hardening time and sluggish hydration rate of NHL infiuence the workability, strength development, and durability of construction structures in which it is used. In this study, nano-metakaolin(NMK) was applied as a highly reactive supplementary cementitious material(SCM) for NHL-based mortars to enhance their properties with various ratios. Meanwhile, the effects of NMK and its related enhancement mechanism on the physical properties and chemical structures of NHL composites were systematically investigated, mainly involving the modifications in their microstructure, chemical composition, and C-S-H structure. Results demonstrated that NMK-modified samples showed distinct and superior properties to pure NHL sample, such as shorter initial/final setting times(15.1%–49.1%, 27.1%–50.0%), and higher compactness(67.8%–81.4%, 38.1%–44.8%),lower shrinkage(25.0%–56.3%, 12.5%–25.0%), enhanced compressive strength(404.5%–546.0%, 180.8%–354.1%) and fiexural strength(227.5%–351.1%, 59.9%–125.7%) for both early and late curing times(7 and28 days). The inclusion of NMK not only acts as a fine filler, but also promotes NHL's hydrate rate by its super high pozzolanic activity, thus optimizing the pore structures and increasing the content and the average silicate chain length of hydration gel in NHL. Overall, this study can contribute to a deeper understanding of the enhancement mechanism of NMK on the physical properties and chemical structures of NHL from a meso/microscopic perspective, with a view to broadening NHL's potential applications. 展开更多
关键词 Natural hydraulic lime Nano-metakaolin Pozzolanic reaction PROPERTIES Microstructures
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Simultaneous influences of nanomaterial and fiber reinforcement on enhancing the mechanical performance of geopolymer stabilized soft clayey soils
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作者 KHOSRAVI Hassan GOODARZI Amir Reza LAJEVARDI Seyed Hamid 《Journal of Central South University》 2025年第2期597-623,共27页
This study was designed to enhance the soft clayey soil treatment effects using an innovative mechanochemically activated geopolymer(GP)through the optimized inclusion of nano-metakaolin(NM)and polypropylene fiber.The... This study was designed to enhance the soft clayey soil treatment effects using an innovative mechanochemically activated geopolymer(GP)through the optimized inclusion of nano-metakaolin(NM)and polypropylene fiber.The study also investigated the possible improvements in the binding ability of GP stabilization under different curing regimes.To this end,binders including lime alone,LG(slag-based geopolymer),LGNM(nano-modified LG with NM)and LGNMF(LGNM/fiber)mixture were separately added to soft soil samples.The fabricated composites were then subjected to a set of macro and micro level tests.The results indicated that,adding LG binary with a 20%NM replacement can lead to a significant increase(by nearly 21 times)in soil strength and a remarkable decline(about 70%)in the compression index.In fact,NM can play a great role in accelerating the rate of hydration reactions and forming a densely packed fabric,which staggeringly improve the soil hydromechanical attributes.It was also observed that raising the curing temperature will effectively augment the polymerization kinetics,leading to a substantial increase(~2 times)in the soil solidification process.However,the stabilized composites containing NM may reveal a brittle nature under more intense stress.Such a potential drawback seems to be resolved by the integration of fibers within the matrix.LGNM combined with fiber would boost(≥10 times)the energy absorption capacity of the soil,notably enhancing its residual strength.Overall,LGNMF may not only feature a broader range of benefits(inc.economic,technical,environmental)compared to traditional binders but also promote the ductility of the GP materials. 展开更多
关键词 soft clayey soil LIME slag-based geopolymer nano-metakaolin(NM) fiber enhanced nanomodification
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An AI-Enabled Framework for Transparency and Interpretability in Cardiovascular Disease Risk Prediction
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作者 Isha Kiran Shahzad Ali +3 位作者 Sajawal ur Rehman Khan Musaed Alhussein Sheraz Aslam Khursheed Aurangzeb 《Computers, Materials & Continua》 2025年第3期5057-5078,共22页
Cardiovascular disease(CVD)remains a leading global health challenge due to its high mortality rate and the complexity of early diagnosis,driven by risk factors such as hypertension,high cholesterol,and irregular puls... Cardiovascular disease(CVD)remains a leading global health challenge due to its high mortality rate and the complexity of early diagnosis,driven by risk factors such as hypertension,high cholesterol,and irregular pulse rates.Traditional diagnostic methods often struggle with the nuanced interplay of these risk factors,making early detection difficult.In this research,we propose a novel artificial intelligence-enabled(AI-enabled)framework for CVD risk prediction that integrates machine learning(ML)with eXplainable AI(XAI)to provide both high-accuracy predictions and transparent,interpretable insights.Compared to existing studies that typically focus on either optimizing ML performance or using XAI separately for local or global explanations,our approach uniquely combines both local and global interpretability using Local Interpretable Model-Agnostic Explanations(LIME)and SHapley Additive exPlanations(SHAP).This dual integration enhances the interpretability of the model and facilitates clinicians to comprehensively understand not just what the model predicts but also why those predictions are made by identifying the contribution of different risk factors,which is crucial for transparent and informed decision-making in healthcare.The framework uses ML techniques such as K-nearest neighbors(KNN),gradient boosting,random forest,and decision tree,trained on a cardiovascular dataset.Additionally,the integration of LIME and SHAP provides patient-specific insights alongside global trends,ensuring that clinicians receive comprehensive and actionable information.Our experimental results achieve 98%accuracy with the Random Forest model,with precision,recall,and F1-scores of 97%,98%,and 98%,respectively.The innovative combination of SHAP and LIME sets a new benchmark in CVD prediction by integrating advanced ML accuracy with robust interpretability,fills a critical gap in existing approaches.This framework paves the way for more explainable and transparent decision-making in healthcare,ensuring that the model is not only accurate but also trustworthy and actionable for clinicians. 展开更多
关键词 Artificial Intelligence cardiovascular disease(CVD) explainability eXplainable AI(XAI) INTERPRETABILITY LIME machine learning(ML) SHAP
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Enhanced Wheat Disease Detection Using Deep Learning and Explainable AI Techniques
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作者 Hussam Qushtom Ahmad Hasasneh Sari Masri 《Computers, Materials & Continua》 2025年第7期1379-1395,共17页
This study presents an enhanced convolutional neural network(CNN)model integrated with Explainable Artificial Intelligence(XAI)techniques for accurate prediction and interpretation of wheat crop diseases.The aim is to... This study presents an enhanced convolutional neural network(CNN)model integrated with Explainable Artificial Intelligence(XAI)techniques for accurate prediction and interpretation of wheat crop diseases.The aim is to streamline the detection process while offering transparent insights into the model’s decision-making to support effective disease management.To evaluate the model,a dataset was collected from wheat fields in Kotli,Azad Kashmir,Pakistan,and tested across multiple data splits.The proposed model demonstrates improved stability,faster conver-gence,and higher classification accuracy.The results show significant improvements in prediction accuracy and stability compared to prior works,achieving up to 100%accuracy in certain configurations.In addition,XAI methods such as Local Interpretable Model-agnostic Explanations(LIME)and Shapley Additive Explanations(SHAP)were employed to explain the model’s predictions,highlighting the most influential features contributing to classification decisions.The combined use of CNN and XAI offers a dual benefit:strong predictive performance and clear interpretability of outcomes,which is especially critical in real-world agricultural applications.These findings underscore the potential of integrating deep learning models with XAI to advance automated plant disease detection.The study offers a precise,reliable,and interpretable solution for improving wheat production and promoting agricultural sustainability.Future extensions of this work may include scaling the dataset across broader regions and incorporating additional modalities such as environmental data to enhance model robustness and generalization. 展开更多
关键词 Convolutional neural network(CNN) wheat crop disease deep learning disease detection shapley additive explanations(SHAP) local interpretable model-agnostic explanations(LIME)
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