Journal of Bionic Engineering最新文献_第2页

A Global Best-guided Firefly Algorithm for Engineering Problems 工程问题的全局最佳引导萤火虫算法

IF 4 3区计算机科学

Journal of Bionic Engineering Pub Date : 2023-05-17 DOI: 10.1007/s42235-023-00386-2

Mohsen Zare, Mojtaba Ghasemi, Amir Zahedi, Keyvan Golalipour, Soleiman Kadkhoda Mohammadi, Seyedali Mirjalili, Laith Abualigah

{"title":"A Global Best-guided Firefly Algorithm for Engineering Problems","authors":"Mohsen Zare, Mojtaba Ghasemi, Amir Zahedi, Keyvan Golalipour, Soleiman Kadkhoda Mohammadi, Seyedali Mirjalili, Laith Abualigah","doi":"10.1007/s42235-023-00386-2","DOIUrl":"10.1007/s42235-023-00386-2","url":null,"abstract":"<div><p>The Firefly Algorithm (FA) is a highly efficient population-based optimization technique developed by mimicking the flashing behavior of fireflies when mating. This article proposes a method based on Differential Evolution (DE)/current-to-best/1 for enhancing the FA's movement process. The proposed modification increases the global search ability and the convergence rates while maintaining a balance between exploration and exploitation by deploying the global best solution. However, employing the best solution can lead to premature algorithm convergence, but this study handles this issue using a loop adjacent to the algorithm's main loop. Additionally, the suggested algorithm’s sensitivity to the alpha parameter is reduced compared to the original FA. The GbFA surpasses both the original and five-version of enhanced FAs in finding the optimal solution to 30 CEC2014 real parameter benchmark problems with all selected alpha values. Additionally, the CEC 2017 benchmark functions and the eight engineering optimization challenges are also utilized to evaluate GbFA’s efficacy and robustness on real-world problems against several enhanced algorithms. In all cases, GbFA provides the optimal result compared to other methods. Note that the source code of the GbFA algorithm is publicly available at https://www.optim-app.com/projects/gbfa.</p></div>","PeriodicalId":614,"journal":{"name":"Journal of Bionic Engineering","volume":"20 5","pages":"2359 - 2388"},"PeriodicalIF":4.0,"publicationDate":"2023-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42235-023-00386-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4698601","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 17

The Application of Hybrid Krill Herd Artificial Hummingbird Algorithm for Scientific Workflow Scheduling in Fog Computing 混合磷虾群人工蜂鸟算法在雾计算科学工作流调度中的应用

IF 4 3区计算机科学

Journal of Bionic Engineering Pub Date : 2023-05-12 DOI: 10.1007/s42235-023-00389-z

Aveen Othman Abdalrahman, Daniel Pilevarzadeh, Shafi Ghafouri, Ali Ghaffari

{"title":"The Application of Hybrid Krill Herd Artificial Hummingbird Algorithm for Scientific Workflow Scheduling in Fog Computing","authors":"Aveen Othman Abdalrahman, Daniel Pilevarzadeh, Shafi Ghafouri, Ali Ghaffari","doi":"10.1007/s42235-023-00389-z","DOIUrl":"10.1007/s42235-023-00389-z","url":null,"abstract":"<div><p>Fog Computing (FC) provides processing and storage resources at the edge of the Internet of Things (IoT). By doing so, FC can help reduce latency and improve reliability of IoT networks. The energy consumption of servers and computing resources is one of the factors that directly affect conservation costs in fog environments. Energy consumption can be reduced by efficacious scheduling methods so that tasks are offloaded on the best possible resources. To deal with this problem, a binary model based on the combination of the Krill Herd Algorithm (KHA) and the Artificial Hummingbird Algorithm (AHA) is introduced as Binary KHA- AHA (BAHA-KHA). KHA is used to improve AHA. Also, the BAHA-KHA local optimal problem for task scheduling in FC environments is solved using the dynamic voltage and frequency scaling (DVFS) method. The Heterogeneous Earliest Finish Time (HEFT) method is used to discover the order of task flow execution. The goal of the BAHA-KHA model is to minimize the number of resources, the communication between dependent tasks, and reduce energy consumption. In this paper, the FC environment is considered to address the workflow scheduling issue to reduce energy consumption and minimize makespan on fog resources. The results were tested on five different workflows (Montage, CyberShake, LIGO, SIPHT, and Epigenomics). The evaluations show that the BAHA-KHA model has the best performance in comparison with the AHA, KHA, PSO and GA algorithms. The BAHA-KHA model has reduced the makespan rate by about 18% and the energy consumption by about 24% in comparison with GA.</p></div>","PeriodicalId":614,"journal":{"name":"Journal of Bionic Engineering","volume":"20 5","pages":"2443 - 2464"},"PeriodicalIF":4.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4508913","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2

Optimal Design and Mechanical Simulation of Rubber bushing with Convex Hull Structure Based on Bionics 基于仿生的凸壳橡胶衬套优化设计及力学仿真

IF 4 3区计算机科学

Journal of Bionic Engineering Pub Date : 2023-05-12 DOI: 10.1007/s42235-023-00388-0

Ce Liang, Min Li, Jicai Liang, Shaoqiang Wang, Qigang Han, Yi Li

引用次数: 0

Biologically Inspired Girder Structure for the Synchrotron Radiation Facility PETRA IV 同步辐射装置PETRA IV的生物启发梁结构

IF 4 3区计算机科学

Journal of Bionic Engineering Pub Date : 2023-05-08 DOI: 10.1007/s42235-023-00373-7

Simone Andresen, Norbert Meyners, Daniel Thoden, Markus Körfer, Christian Hamm

{"title":"Biologically Inspired Girder Structure for the Synchrotron Radiation Facility PETRA IV","authors":"Simone Andresen, Norbert Meyners, Daniel Thoden, Markus Körfer, Christian Hamm","doi":"10.1007/s42235-023-00373-7","DOIUrl":"10.1007/s42235-023-00373-7","url":null,"abstract":"<div><p>Lightweight structures are widely used across different industry sectors. However, they get easily excited by external influences, such as vibrations. Undesired high vibration amplitudes can be avoided by shifting the structural eigenfrequencies, which can be achieved adapting the structural design considering optimisation procedures and structures primarily inspired by diatoms. This procedures has been applied to the development process of a girder structure installed in a synchrotron radiation facility to support heavy magnets and other components. The objective was to design a 2.9 m long girder structure with high eigenfrequencies, a high stiffness and a low mass. Based on a topology optimisation result, a parametric beam–shell model including biologically inspired structures (e.g., Voronoi combs, ribs, and soft and organic-looking transitions) was built up. The subsequent cross-sectional optimisation using evolutionary strategic optimisation revealed an optimum girder structure, which was successfully manufactured using the casting technology. Eigenfrequency measurements validated the numerical models. Future changes in the specifications can be implemented in the bio-inspired development process to obtain adapted girder structures.</p></div>","PeriodicalId":614,"journal":{"name":"Journal of Bionic Engineering","volume":"20 5","pages":"1996 - 2017"},"PeriodicalIF":4.0,"publicationDate":"2023-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42235-023-00373-7.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4355738","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

One Step and In Situ Synthesis of Edible Lubricant-infused Surface Using All-in-one Solution 用一体化溶液一步原位合成可食用润滑剂注入表面

IF 4 3区计算机科学

Journal of Bionic Engineering Pub Date : 2023-05-08 DOI: 10.1007/s42235-023-00379-1

Daheng Wang, Jinxia Huang, Zhiguang Guo

{"title":"One Step and In Situ Synthesis of Edible Lubricant-infused Surface Using All-in-one Solution","authors":"Daheng Wang, Jinxia Huang, Zhiguang Guo","doi":"10.1007/s42235-023-00379-1","DOIUrl":"10.1007/s42235-023-00379-1","url":null,"abstract":"<div><p>Edible Lubricant-Infused Surface (ELIS) was fabricated through antisolvent method by adding ethyl oleate (lubricant/antisolvent), ethanol (solvent) and shellac (solute/base layer of ELIS) into an all-in-one solution to in-situ prepare ELIS through single step of solvent evaporation. The ELIS comprising sub-micro- to micro-scaled shellac particles shows water and food liquid slippery, transparency, stability against abrasion and lubricant retaining ability against sheer force. Using all edible material to fabricated ELIS is a more efficient route for application when compared with other Lubricant-Infused Surface (LIS). Traditional fabrication for LIS included steps such as: base layer fabrication, lubricant infusion, excess lubricant removal, UV light treatment and chemical etching. The method proposed in this article could further simplify the preparation to an all-in-one solution and simplify the synthesis process to only 60-degree heating. Furthermore, Shellac ELIS coating could withstand abrasion and hold performance when compared with other ELIS coatings.</p></div>","PeriodicalId":614,"journal":{"name":"Journal of Bionic Engineering","volume":"20 5","pages":"1879 - 1890"},"PeriodicalIF":4.0,"publicationDate":"2023-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42235-023-00379-1.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4352674","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Performance Analysis of 5 G Wireless Hybrid Precoding Using Evolutionary Algorithms 基于进化算法的5g无线混合预编码性能分析

IF 4 3区计算机科学

Journal of Bionic Engineering Pub Date : 2023-05-06 DOI: 10.1007/s42235-023-00377-3

Madhusmita Sahoo, Harish Kumar Sahoo

{"title":"Performance Analysis of 5 G Wireless Hybrid Precoding Using Evolutionary Algorithms","authors":"Madhusmita Sahoo, Harish Kumar Sahoo","doi":"10.1007/s42235-023-00377-3","DOIUrl":"10.1007/s42235-023-00377-3","url":null,"abstract":"<div><p>Emerging 5G communication solutions utilize the millimeter wave (mmWave) band to alleviate the spectrum deficit. In the mmWave range, Multiple Input Multiple Output (MIMO) technologies support a large number of simultaneous users. In mmWave MIMO wireless systems, hybrid analog/digital precoding topologies provide a reduced complexity substitute for digital precoding. Bit Error Rate (BER) and Spectral efficiency performances can be improved by hybrid Minimum Mean Square Error (MMSE) precoding, but the computation involves matrix inversion process. The number of antennas at the broadcasting and receiving ends is quite large for mm-wave MIMO systems, thus computing the inverse of a matrix of such high dimension may not be practically feasible. Due to the need for matrix inversion and known candidate matrices, the classic Orthogonal Matching Pursuit (OMP) approach will be more complicated. The novelty of research presented in this manuscript is to create a hybrid precoder for mmWave communication systems using metaheuristic algorithms that do not require matrix inversion processing. The metaheuristic approach has not employed much in the formulation of a precoder in wireless systems. Five distinct evolutionary algorithms, such as Harris–Hawks Optimization (HHO), Runge–Kutta Optimization (RUN), Slime Mould Algorithm (SMA), Hunger Game Search (HGS) Algorithm and Aquila Optimizer (AO) are considered to design optimal hybrid precoder for downlink transmission and their performances are tested under similar practical conditions. According to simulation studies, the RUN-based precoder performs better than the conventional algorithms and other nature-inspired algorithms based precoding in terms of spectral efficiency and BER.</p></div>","PeriodicalId":614,"journal":{"name":"Journal of Bionic Engineering","volume":"20 5","pages":"2317 - 2330"},"PeriodicalIF":4.0,"publicationDate":"2023-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42235-023-00377-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4271697","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A Super-robust Armoured Superhydrophobic Surface with Excellent Anti-icing Ability 超级坚固的装甲超疏水表面，具有优异的抗冰能力

IF 4 3区计算机科学

Journal of Bionic Engineering Pub Date : 2023-05-05 DOI: 10.1007/s42235-023-00381-7

Peng Wang, Hui Zhao, Boyuan Zheng, Ximei Guan, Bin Sun, Yongli Liao, Ying Yue, Wei Duan, Haimin Ding

{"title":"A Super-robust Armoured Superhydrophobic Surface with Excellent Anti-icing Ability","authors":"Peng Wang, Hui Zhao, Boyuan Zheng, Ximei Guan, Bin Sun, Yongli Liao, Ying Yue, Wei Duan, Haimin Ding","doi":"10.1007/s42235-023-00381-7","DOIUrl":"10.1007/s42235-023-00381-7","url":null,"abstract":"<div><p>It has been proved that the construction of interconnected armour on superhydrophobic surface could significantly enhance the mechanical robustness. Here, a new kind of armour with frame/protrusion hybrid structure was achieved by nanosecond laser technology. Then, this armoured superhydrophobic surface demonstrated excellent durability, which could withstand linear abrasion (~ 3 N press) 800 cycles, water jet test (1.0 MPa pressure) 40 times and 100 °C treatment 18 days. Particularly, the armoured superhydrophobic sample shows outstanding anti-icing ability, which can speed up the supercooled water dropping (no adhesion within 2 h), increase the freezing delay time by ~ 3 times and maintain low adhesion force (less than 35 kPa) after 30 icing/de-icing cycles. Further finite element analysis and theoretical modeling proved that the developed frame/protuberance hybrid structure could effectively enhance the durability. The relatively low surface accuracy in this study can significantly reduce processing cost, which provides a bright future for the practical application of armour superhydrophobic materials.</p></div>","PeriodicalId":614,"journal":{"name":"Journal of Bionic Engineering","volume":"20 5","pages":"1891 - 1904"},"PeriodicalIF":4.0,"publicationDate":"2023-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4556044","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

Renal Pathology Images Segmentation Based on Improved Cuckoo Search with Diffusion Mechanism and Adaptive Beta-Hill Climbing 基于扩散机制和自适应β - hill爬坡改进布谷鸟搜索的肾脏病理图像分割

IF 4 3区计算机科学

Journal of Bionic Engineering Pub Date : 2023-05-03 DOI: 10.1007/s42235-023-00365-7

Jiaochen Chen, Zhennao Cai, Huiling Chen, Xiaowei Chen, José Escorcia-Gutierrez, Romany F. Mansour, Mahmoud Ragab

{"title":"Renal Pathology Images Segmentation Based on Improved Cuckoo Search with Diffusion Mechanism and Adaptive Beta-Hill Climbing","authors":"Jiaochen Chen, Zhennao Cai, Huiling Chen, Xiaowei Chen, José Escorcia-Gutierrez, Romany F. Mansour, Mahmoud Ragab","doi":"10.1007/s42235-023-00365-7","DOIUrl":"10.1007/s42235-023-00365-7","url":null,"abstract":"<div><p>Lupus Nephritis (LN) is a significant risk factor for morbidity and mortality in systemic lupus erythematosus, and nephropathology is still the gold standard for diagnosing LN. To assist pathologists in evaluating histopathological images of LN, a 2D Rényi entropy multi-threshold image segmentation method is proposed in this research to apply to LN images. This method is based on an improved Cuckoo Search (CS) algorithm that introduces a Diffusion Mechanism (DM) and an Adaptive β-Hill Climbing (AβHC) strategy called the DMCS algorithm. The DMCS algorithm is tested on 30 benchmark functions of the IEEE CEC2017 dataset. In addition, the DMCS-based multi-threshold image segmentation method is also used to segment renal pathological images. Experimental results show that adding these two strategies improves the DMCS algorithm's ability to find the optimal solution. According to the three image quality evaluation metrics: PSNR, FSIM, and SSIM, the proposed image segmentation method performs well in image segmentation experiments. Our research shows that the DMCS algorithm is a helpful image segmentation method for renal pathological images.</p></div>","PeriodicalId":614,"journal":{"name":"Journal of Bionic Engineering","volume":"20 5","pages":"2240 - 2275"},"PeriodicalIF":4.0,"publicationDate":"2023-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42235-023-00365-7.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4134901","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 14

Study of Impact Resistance Based on Porcupine Quills Bionic Thin-walled Structure 豪猪刺仿生薄壁结构抗冲击性能研究

IF 4 3区计算机科学

Journal of Bionic Engineering Pub Date : 2023-04-25 DOI: 10.1007/s42235-023-00380-8

Tianshu Huang, Zhengyu Mao, Lijun Chang, Xingyuan Huang, Zhihua Cai

{"title":"Study of Impact Resistance Based on Porcupine Quills Bionic Thin-walled Structure","authors":"Tianshu Huang, Zhengyu Mao, Lijun Chang, Xingyuan Huang, Zhihua Cai","doi":"10.1007/s42235-023-00380-8","DOIUrl":"10.1007/s42235-023-00380-8","url":null,"abstract":"<div><p>Using an electron microscope to observe the microstructure of a porcupine quills cross-section and a bionic method, a new bionic structure was proposed. The performance of the structure in terms of energy absorption, maximum impact force withstood, and impact force efficiency was evaluated using Ansys finite element simulation software to simulate the structure's impact. To examine the impact of ribs on the structural performance of the bionic porcupine quills, a control structure was developed. According to the results of the finite element simulation, the presence of ribs in the Bionic porcupine quills structure can transfer stress uniformly to the overall structure and share stress for some of the rupture-prone regions. Ribs reduce stress concentration in specific areas and increase the impact force efficiency of the structure. The SEA and IFE values of bionic porcupine quills were 30.01 kJ/kg and 84.22%, respectively. The structure is then optimized for parameter design in order to find the optimal structure by response surface in order to improve the structure's SEA and decrease its MIF. In order to evaluate the precision of the response surface, the optimal structure predicted is validated using finite element simulation.</p></div>","PeriodicalId":614,"journal":{"name":"Journal of Bionic Engineering","volume":"20 5","pages":"1942 - 1955"},"PeriodicalIF":4.0,"publicationDate":"2023-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4957456","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

Dynamic Individual Selection and Crossover Boosted Forensic-based Investigation Algorithm for Global Optimization and Feature Selection 基于动态个体选择和交叉增强的取证调查算法的全局优化和特征选择

IF 4 3区计算机科学

Journal of Bionic Engineering Pub Date : 2023-04-25 DOI: 10.1007/s42235-023-00367-5

Hanyu Hu, Weifeng Shan, Jun Chen, Lili Xing, Ali Asghar Heidari, Huiling Chen, Xinxin He, Maofa Wang

{"title":"Dynamic Individual Selection and Crossover Boosted Forensic-based Investigation Algorithm for Global Optimization and Feature Selection","authors":"Hanyu Hu, Weifeng Shan, Jun Chen, Lili Xing, Ali Asghar Heidari, Huiling Chen, Xinxin He, Maofa Wang","doi":"10.1007/s42235-023-00367-5","DOIUrl":"10.1007/s42235-023-00367-5","url":null,"abstract":"<div><h2>Abst</h2><div><p>The advent of Big Data has rendered Machine Learning tasks more intricate as they frequently involve higher-dimensional data. Feature Selection (FS) methods can abate the complexity of the data and enhance the accuracy, generalizability, and interpretability of models. Meta-heuristic algorithms are often utilized for FS tasks due to their low requirements and efficient performance. This paper introduces an augmented Forensic-Based Investigation algorithm (DCFBI) that incorporates a Dynamic Individual Selection (DIS) and crisscross (CC) mechanism to improve the pursuit phase of the FBI. Moreover, a binary version of DCFBI (BDCFBI) is applied to FS. Experiments conducted on IEEE CEC 2017 with other metaheuristics demonstrate that DCFBI surpasses them in search capability. The influence of different mechanisms on the original FBI is analyzed on benchmark functions, while its scalability is verified by comparing it with the original FBI on benchmarks with varied dimensions. BDCFBI is then applied to 18 real datasets from the UCI machine learning database and the Wieslaw dataset to select near-optimal features, which are then compared with six renowned binary metaheuristics. The results show that BDCFBI can be more competitive than similar methods and acquire a subset of features with superior classification accuracy.</p></div></div>","PeriodicalId":614,"journal":{"name":"Journal of Bionic Engineering","volume":"20 5","pages":"2416 - 2442"},"PeriodicalIF":4.0,"publicationDate":"2023-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42235-023-00367-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4956171","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 11