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Research on logistics distribution route optimization based on deep learning model and block chain technology 基于深度学习模型和区块链技术的物流配送路线优化研究
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.68-85
Xiaoshan Yang, Weiwei Guan
The growing data age is reflected in all aspects of today's society. In the field of logistics, especially when the road conditions in urban areas are complex, how to select the optimal distribution path and reduce the distribution time is a problem worthy of attention. Aiming at the problems faced by traditional algorithms in solving the distribution of logistics vehicles in urban areas, however, the method based on regional chain technology can better solve the path optimization problem. A deep reinforcement learning algorithm based on attention mechanism and LSTM model is designed and applied to the distribution path planning of logistics vehicles. The distribution optimization path of logistics vehicles is obtained through sample training experiments, Thus, it provides a new idea for the optimization of logistics distribution path.
日益增长的数据时代反映在当今社会的各个方面。在物流领域,特别是在城市道路条件复杂的情况下,如何选择最优配送路径,缩短配送时间是一个值得关注的问题。然而,针对传统算法在求解城市物流车辆分配时所面临的问题,基于区域链技术的方法可以更好地解决路径优化问题。设计了一种基于注意力机制和LSTM模型的深度强化学习算法,并将其应用于物流车辆配送路径规划。通过样本训练实验得到了物流车辆的配送优化路径,为物流配送路径的优化提供了一种新的思路。
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引用次数: 0
Serum levels of ifn-γ, complement component c3 c4 and vitamin d3 in the prognosis of patients with alopecia areata prospective teachers 血清ifn-γ、补体成分c3、c4和维生素d3水平对准教师斑秃患者预后的影响
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.290-299
Teeba T. Khudair, Wala’a H. Hadi, Haneen Kadhim Zaid
Alopecia areata is a prevalent autoimmune skin disorder. The current investigation aims to evolve the function of serum IFN-, complement component C3 C4, and vitamin D3 levels in the prognosis of patients with alopecia areata. The blood sample was taken from twenty AA patients and twenty healthy controls. Interferon (IFN-) levels in serum were evaluated using the ELISA method, V.D3 was detected using the Roche electrochemiluminescence method, and C3 and C4 were detected using the immunoturbidimetry method. . In the current study observed elevated levels of IFN-γ (299±115.7 Pg/ml), while the control group was lowest 73±10.84 Pg/ml .This funding was highly significantly different (p-value 0.00). The Mean±SD Level of components C3 and C4 in the current study were (1.37±0.903) (0.29±0.029) Alopecia Areata cases were not statistically different from the usual range, however vitamin D3 levels were severely deficient. (6.86±4.03) when compared to normal range. Distribution of AA among male was highly observed in age group NO = 10 (50%) 1 - 19years follow by age group NO = 4(20%) 20-39 and (40-50) respectively while Alopecia Areata among females was the lowest distribution.
斑秃是一种常见的自身免疫性皮肤病。本研究旨在探讨血清IFN-、补体成分C3 C4和维生素D3水平在斑秃患者预后中的作用。取20例AA患者和20例健康对照者的血样。ELISA法检测血清干扰素(IFN-)水平,Roche电化学发光法检测血清V.D3水平,免疫比浊法检测血清C3和C4水平。在本研究中观察到IFN-γ水平升高(299±115.7 Pg/ml),而对照组最低(73±10.84 Pg/ml),这是极显著差异(p值0.00)。本研究中C3、C4成分的平均±SD水平为(1.37±0.903)(0.29±0.029),斑秃患者与正常范围无统计学差异,但维生素D3水平严重缺乏。(6.86±4.03)。男性AA在NO = 10(50%)、1 ~ 19岁年龄组中分布最高,其次是NO = 4(20%)、20 ~ 39岁和40 ~ 50岁年龄组,女性斑秃分布最低。
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引用次数: 0
Development of ecological management system for planted forest based on ELM deep learning algorithm 基于ELM深度学习算法的人工林生态管理系统开发
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.165-184
Zhe Wang
Plantations play a central and lever role in maintaining the ecological balance of the earth, maintaining the overall function of the terrestrial ecosystem, and promoting the coordinated development of economic society and ecological construction. In order to strengthen the ecological management of plantation forests and improve the ecological level of forest region, the C/S framework is taken as the basic structure, and the programming mode of business model-user interface controller is used, on J2EE platform. The ecological management system of a planted forest is constructed by the evaluation module, the principal component comprehensive analysis module of ecological function value and the demand prediction module of planted forest based on extreme learning machine and deep learning algorithm, and runs under the support of windows system, oracle 15G and above database software. The indexes and factors affecting the ecological function of plantation forests were evaluated and analyzed, and the final management decision was given by the prediction module. The results showed that the plant density significantly affected plant biomass, organic carbon storage, water content and nutrient accumulation, and the comprehensive evaluation indexes of four ecological functions increased from 32.69, 31.84, 33.71 and 35.46 to 86.18, 89.46, 89.83 and 88.76, respectively. Although the degree of influence of the system on lemon strip plants, herbaceous plants, surface litter and soil varies, it still has good feasibility, effectiveness and practicality, and can assist the scientific ecological management of artificial plantation forests.
人工林在维护地球生态平衡、维护陆地生态系统整体功能、促进经济社会与生态建设协调发展等方面具有中心和杠杆作用。为了加强人工林的生态管理,提高林区的生态水平,在J2EE平台上,以C/S框架为基本结构,采用业务模型-用户界面控制器的编程模式。该系统由基于极限学习机和深度学习算法的人工林生态功能价值评价模块、生态功能价值主成分综合分析模块和人工林需求预测模块组成,在windows系统、oracle 15G及以上数据库软件支持下运行。通过预测模块对影响人工林生态功能的指标和因素进行评价和分析,并给出最终的经营决策。结果表明:植物密度显著影响植物生物量、有机碳储量、水分含量和养分积累,4种生态功能综合评价指标分别从32.69、31.84、33.71和35.46提高到86.18、89.46、89.83和88.76;虽然该系统对柠檬条植物、草本植物、地表凋落物和土壤的影响程度不同,但仍具有良好的可行性、有效性和实用性,可以辅助人工人工林的科学生态管理。
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引用次数: 0
Level of lipid profile and liver enzyme of diabetic male rats induced by streptozotocin treated with forxiga 福昔加对链脲佐菌素致糖尿病雄性大鼠血脂及肝酶水平的影响
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.273-288
Wala’a H. Hadi, Teeba T. Khudair, Khalid G. Al-Fartosi
The present study including study Level of lipid profile and liver enzyme of diabetic male rats induced by streptozotocin The study was carried out in the animal house of the Biology Department, College of Science, University of Thi-Qar ,Iraq. Thirty lab male rats were used in this study, and divided into five groups (6 rats for each group). Thirty male rats (190-210 gm) were randomly divided into five groups and placed in cages according to the groups, containing 6 rats per group as following. Group1, considered as the negative control group, given food and water for a period of 30 days. Group 2, served as the diabetic positive control, given streptozotocin were injected I.P. 60 mg/kg b.w. as a single dose with food and water for 15 days. Group 3, received streptozotocin were injected I.P (60 mg/kg) with food and water for 15 days, then treated with forxiga 1mg/kg administrated orally every day for a period of 15 days. Group 4, given were injected I.P streptozotocin (60 mg/kg) with s food and Water for 30 days. Group 5, received streptozotocin were injected I.P (60 mg/kg) with food and water. Then treated with forxiga1mg/kg administrated orally every day for a period of 15 day. At the end of experimental, all rats were euthanized, blood sample were obtained for bio chemical parameters.
本研究包括对链脲佐菌素诱导的糖尿病雄性大鼠血脂及肝酶水平的研究。研究在伊拉克扎卡尔大学理学院生物系动物舍进行。实验雄性大鼠30只,分为5组,每组6只。取30只雄性大鼠(190 ~ 210 gm),随机分为5组,按组置于笼中,每组6只,方法如下:第1组为阴性对照组,给予食物和水喂养,为期30 d。第2组为糖尿病阳性对照,给予链脲佐菌素单剂量ig 60 mg/kg b.w.,随食物和水注射,连续15 d。3组患者给予链脲佐菌素腹腔注射(60 mg/kg),随食物和水注射15 d,然后给予福尔昔加1mg/kg,每天口服,连用15 d。第4组,静脉注射链脲佐菌素(60 mg/kg),加食加水30 d。第5组,给予链脲佐菌素60 mg/kg ig,随食物和水注射。然后给予福昔加1mg/kg,每天口服,连用15 d。实验结束后对大鼠实施安乐死,取血进行生化参数测定。
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引用次数: 1
Research on the development and application of CNN model in mobile payment terminal and blockchain economy CNN模型在移动支付终端和区块链经济中的发展与应用研究
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.207-224
Hongyan Liu
As the most widely used payment method at this stage, mobile payment is more and more closely related to the blockchain economy. Traditional methods lack a certain degree of accuracy. This research proposes a feature-based and sequential-based Bilateral AM (BAM) and Convolutional Neural Network (CNN)-gated recurrent unit for the development and application of mobile payment and blockchain economy (Gated Recurrent Unit, GRU) hybrid model (BAM-CNN-GRU), select 5 feature parameters with high correlation with the blockchain for multivariate prediction. The introduction of BAM can automatically quantify the correlation between the input variables and the blockchain, and strengthen the expression of historical key information on the predicted output; the introduction of CNN can extract high-dimensional features that reflect the non-stationary dynamic changes of the blockchain. The proposed hybrid model achieves good results in both single-step and multi-step long-term series and multivariate input blockchain prediction. Compared with the other six methods, MAE is reduced by 75.45%, 64.74%, 62.84%, respectively. 59.41%, 45.54%, 44.16%. Compared with the BAM-GRU model, the CNN-GRU model, the GRU model, the LSTM model, the support vector machine SVM model and the BP model, the prediction accuracy of the hybrid model has been greatly improved, and it has a broader application prospect.
移动支付作为现阶段使用最广泛的支付方式,与区块链经济的联系越来越紧密。传统的方法缺乏一定程度的准确性。本研究提出了一种基于特征和序列的双边AM (BAM)和卷积神经网络(CNN)的门控循环单元(Gated recurrent unit, GRU)混合模型(BAM-CNN-GRU),选择5个与区块链高度相关的特征参数进行多元预测。BAM的引入可以自动量化输入变量与区块链之间的相关性,并加强对预测输出的历史关键信息的表达;CNN的引入可以提取反映区块链非平稳动态变化的高维特征。所提出的混合模型在单步和多步长期序列和多元输入区块链预测中都取得了良好的效果。与其他6种方法相比,MAE分别降低了75.45%、64.74%、62.84%。59.41%, 45.54%, 44.16%。与BAM-GRU模型、CNN-GRU模型、GRU模型、LSTM模型、支持向量机SVM模型和BP模型相比,混合模型的预测精度有了很大的提高,具有更广阔的应用前景。
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引用次数: 0
Visualization of computer-supported collaborative learning models in the context of multimodal data analysis 多模态数据分析背景下计算机支持的协作学习模型的可视化
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.87-109
Jianqiang Mei, Wanyan Chen, Biyuan Li, Shixin Li, Jun Zhang
Deep learning evaluation is a new direction formed by the intersection of multiple domains, and the core issue is how to visualize collaborative learning models to motivate learners. Therefore, this paper realizes real-time knowledge sharing and facilitates learners' interaction through computer-supported collaborative learning (CSCL) technology. In this paper, we collect, label, and analyze data based on five modalities: brain, behavior, cognition, environment, and technology. In this paper, a computer-supported collaborative learning process analysis model is developed under the threshold of multimodal data analysis. The model is based on roles and CSCL for intelligent network collaboration. This paper designs and develops an interactive visualization tool to support online collaborative learning process analysis. In addition, this paper conducts a practical study in an online classroom. The results show that the model and the tool can be effectively used for online collaborative learning process analysis, and the test model results fit well. The entropy index of the test model took a value of about 0.85, and about less than 10% of the individuals were assigned to the wrong profile. During the test, the participation of participants gradually increased from 5% to about 25%, and the participation effect improved by about 80%. This indicates the strong applicability value of the computer-supported collaborative learning process analysis model under the multimodal data analysis perspective.
深度学习评价是多领域交叉形成的一个新方向,其核心问题是如何将协作学习模型可视化以激励学习者。因此,本文通过计算机支持的协同学习(CSCL)技术实现实时知识共享,促进学习者的互动。在本文中,我们收集、标记和分析基于五个模态的数据:大脑、行为、认知、环境和技术。本文提出了一种基于多模态数据分析阈值的计算机支持的协同学习过程分析模型。基于角色和CSCL的智能网络协作模型。本文设计并开发了一个支持在线协作学习过程分析的交互式可视化工具。此外,本文还在网络课堂中进行了实践研究。结果表明,该模型和工具可以有效地用于在线协同学习过程分析,测试模型结果拟合良好。测试模型的熵指数约为0.85,大约不到10%的个体被分配到错误的配置文件。在测试过程中,参与者的参与率从5%逐渐提高到25%左右,参与效果提高了80%左右。这表明在多模态数据分析视角下,计算机支持的协同学习过程分析模型具有较强的适用价值。
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引用次数: 1
Antibacterial activity of some plants extracts against proteus mirabilis bacteria 某些植物提取物对奇异变形杆菌的抑菌活性研究
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.301-309
Rawaa M. Mohammed, Nidaa F. Aziz
Medicinal plants are being looked at as potential new sources of medicines that could replace antibiotics in the treatment of antibiotic-resistant bacteria. The aim of this study is to measure the effect of plant extracts on Proteus mirabilis growth to determine the antibacterial activity of them . Methods: Experimental, in vitro, of Al-Mustaqabal University Collage, The effects of four plant extracts on Proteus mirabilis were assessed. At a concentration of 10%, the activity was assessed using the well diffusion method. Result: Four aqueous plant extracts were tested for antibacterial activity (Peganum harmala, Piper nigrum, Syzygium aromaticum and Cinnamomum zeylanicum) has been evaluated against Proteus mirabilis (Isolated from urinary tract infection). The concentration was used for each type of extract 10mgml. In this concentration, the aqueous extract was effective against Proteus mirabilis with inhibition zones of 18 mm, 15 mm and 14 mm respectively, and extract of Cinnamomum zeylanicum shown no inhibition zone. Conclusion: The aqueous extract of Peganum harmala against Proteus mirabilis, showed the highest inhibition of 18mm with the concentration 10%. Whereas, aqueous extract of Cinnamomum zeylanicum has no antibacterial activity against Proteus mirabilis.
药用植物正被视为潜在的新药物来源,可以取代抗生素治疗耐抗生素细菌。本研究旨在测定植物提取物对变形杆菌生长的影响,以确定其抑菌活性。方法:在Al-Mustaqabal大学的体外实验中,研究了四种植物提取物对变形杆菌的作用。在浓度为10%时,使用井扩散法评估活性。结果:测定了四种植物水提物(Peganum harmala、Piper nigrum、Syzygium aromaticum和Cinnamomum zeylanicum)对奇异变形杆菌(Proteus mirabilis)的抑菌活性。每种提取物的浓度为10mgml。在该浓度下,水提物对变形杆菌的抑制区分别为18 mm、15 mm和14 mm,而肉桂水提物对变形杆菌无抑制区。结论:苦参水提物对变形杆菌的抑制效果最好,浓度为10%时为18mm。而肉桂水提物对奇异变形杆菌无抑菌活性。
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引用次数: 2
The Influence of Using Sustainable Materials on Paving Cost of AL-Kut-Maysan Highway Using Cost-Benefit Analysis 基于成本效益分析的可持续材料使用对AL-Kut-Maysan公路铺装成本的影响
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.463-478
Sajjad Hashim, Hasan Al-Mosawe
Paving is regarded as one of the essential layers in the construction of a road since it directly affects traffic loads and is subject to environmental factors. As a result, appropriate asphalt mixes that can support the designed traffic loads and environmental conditions must be developed. From an economic and environmental aspect, recycling the waste from the old pavement is a good step in this regard. This paper comprises detailed laboratory work that tested the impact of using different recycled asphalt pavement (RAP) content in addition to 3% crumb rubber (CR). The (CR) is used as fine aggregate. The tests were evaluated based on the response of hot asphalt mixes (HMA). The objectives of this study are to analyze the volumetric or weight change in hot mix asphalt of the different percentages and then analyse the costs of Kut-Maysan Road as a case study in case of using the different percentages of RAP and CR. The results show that the cost analysis of using RAP reduces the cost of a produced ton of HMA. On the other hand, the use of CR increases the cost of producing HMA. Using 10% RAP reduces the cost of one ton of HMA by 0.64 $ while using 20% RAP reduces the cost by 1.10 $, and the cost is reduced by 1.41 $ when using 30% RAP. On the other hand, the use of 3% CR with 10% RAP increased the production cost of one-ton HMA by 1.47 $. While decreased by 0.82 $ with 20% RAP content and by 0.28 $ with 30% RAP.
铺装被认为是道路建设中必不可少的一层,因为它直接影响交通荷载并受环境因素的影响。因此,必须开发出能够承受设计交通荷载和环境条件的合适的沥青混合料。从经济和环境的角度来看,回收旧路面的废物是在这方面迈出的良好一步。本文包括详细的实验室工作,测试了使用不同含量的再生沥青路面(RAP)和3%的橡胶屑(CR)的影响。(CR)作为细骨料。基于热沥青混合料(HMA)的响应对试验进行了评价。本研究的目的是分析不同百分比的热拌沥青的体积或重量变化,然后分析使用不同百分比的RAP和CR的情况下的库特-美山路的成本作为案例研究。结果表明,使用RAP的成本分析降低了生产一吨HMA的成本。另一方面,CR的使用增加了HMA的生产成本。使用10% RAP可使一吨HMA的成本降低0.64美元,使用20% RAP可使成本降低1.10美元,使用30% RAP可使成本降低1.41美元。另一方面,使用3% CR和10% RAP时,每吨HMA的生产成本增加1.47美元。而当RAP含量为20%时下降0.82美元,当RAP含量为30%时下降0.28美元。
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引用次数: 0
Research on geological environment protection and geological disasters control countermeasures in China 中国地质环境保护与地质灾害防治对策研究
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.186-205
Cheng Liu
Geological disasters in mines, ecological environment and geology and geomorphology are closely bound up with each other. To reduce or avoid economic loss and to decrease the threat degree of geological disasters to life safety, the protection of geological environment are formulated in this study. Specifically, this includes taking mines that are dominated by thin bedded carbonate as the research objects. The goals of this study include prevention and control of geological disasters and protection of geological environment. The data are based on characteristics of geological strata in mines collected by the exploration, and combined with the characteristics of geomorphic environment, relevant rules aiming at the prevention and control of geological disasters. Then, pursuant to the selection of indicators, an evaluation system is constructed to verify the effectiveness of measures and strategies proposed, in which the score value is converted into the corresponding level to test the implementation effect of the measures and strategies proposed. Through comparing the changes of the utility levels before and after the implementation of measures and strategies proposed, it can be seen that the geological disaster levels of the five mining areas in the study region are respectively improved from the non-ideal levels V, IV, V, V, IV to II, I, I, II, II, with the tailings pond leakage times less than 4 times and collapse volume less than 5m3. And, the levels of geological environment are upgraded from levels IV, IV, IV, V, V to ideal levels II, II, II, I, II, accomplished by the vegetation coverage rate of the mine reaching more than 35%, as well as the recovery rate of exploitation and utilization rate of tailings both exceeding 85%, which indicates that the protection strategy proposed in this paper has good practicality and feasibility.
矿山地质灾害与生态环境、地质地貌有着密切的联系。为减少或避免经济损失,降低地质灾害对生命安全的威胁程度,本研究制定了地质环境保护措施。具体来说,这包括以薄层碳酸盐为主的矿山为研究对象。研究的目的是防治地质灾害和保护地质环境。这些数据是根据矿山勘查收集到的地质地层特征,结合地貌环境特点,针对地质灾害防治的相关规律而编制的。然后,根据指标的选择,构建评价体系,验证所提出的措施和策略的有效性,将得分值转换为相应的水平,检验所提出的措施和策略的实施效果。通过对比所提出的措施和策略实施前后的效用等级变化可以看出,研究区5个矿区的地质灾害等级分别从非理想的V、IV、V、V、IV级提高到II、I、I、II、II级,尾矿库渗漏次数小于4次,塌陷量小于5m3。地质环境等级由IV级、IV级、IV级、V级、V级提升至理想的II级、II级、II级、I级、II级,矿山植被覆盖率达到35%以上,尾矿开采回收率和利用率均超过85%,表明本文提出的保护策略具有较好的实用性和可行性。
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引用次数: 0
The Impact of Reform on the Economic Growth Trajectory of Sub-Saharan Africa 改革对撒哈拉以南非洲经济增长轨迹的影响
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.226-241
Islam Abdelbary
The research examines why sub-Saharan African (SSA) nations have seen unsatisfactory economic development by assessing the reform programmes implemented during the last three decades. Based on an enhanced neoclassical growth model framework generated from a dynamic panel for 12 African nations from 1995 to 2019 using data from the LSDCV dynamic panel. The findings revealed that insufficient changes, particularly in governance and the institutional environment, had been implemented. Stability in the macroeconomic environment, structural reform, and physical infrastructure are all necessary for an efficient reform process and development of the developing world's growth prospects. Reform implies that it is political, social, and economical simultaneously. Political and economic reform should be carried out in tandem.
该研究通过评估过去30年实施的改革方案,探讨了撒哈拉以南非洲(SSA)国家经济发展不理想的原因。基于一个增强型新古典增长模型框架,该框架是利用LSDCV动态面板的数据,从1995年至2019年对12个非洲国家进行动态面板分析得出的。调查结果显示,没有进行足够的改革,特别是在管理和体制环境方面。宏观经济环境的稳定、结构改革和有形基础设施都是有效改革进程和发展中世界增长前景发展的必要条件。改革意味着政治、社会和经济并举。政治改革和经济改革要同步进行。
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引用次数: 0
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