2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)最新文献

{"title":"Research on text retelling based on Seq2Seq","authors":"Shuang Wang, Dengyun Zhu, Qi Guo, F. Wan","doi":"10.1109/MLISE54096.2021.00032","DOIUrl":"https://doi.org/10.1109/MLISE54096.2021.00032","url":null,"abstract":"With the development of deep learning, natural language processing technology has gradually been applied to various fields, such as information extraction, machine translation, and question answering systems. Among them, the task of text retelling is to let the machine use different words and expressions to retell the original text. This process needs to retain the core semantics of the original text to the greatest extent. First, the relevant background and research status are introduced. Second, it introduces the acquisition of retelling resources and the research of retelling generation method based on deep learning. Then, the existing data sets and related evaluation indicators are introduced. Finally, the summary and Prospect of current text retelling technology are given.","PeriodicalId":430495,"journal":{"name":"2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133423664","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Application of Minimal Curved Surface in the Design and Preparation of Bone Scaffold","authors":"Jingyao Sun, Yujie Zhang, Yuh-Chung Wang","doi":"10.1109/MLISE54096.2021.00108","DOIUrl":"https://doi.org/10.1109/MLISE54096.2021.00108","url":null,"abstract":"A bionic scaffold with a honeycomb structure is beneficial to the proliferation and differentiation of bone cells, and can increase the probability of successful transplantation. The mechanical strength of the bones of various body parts is also very different, so the standards for the mechanical properties of the bone scaffolds are different, and it is necessary to further analyze the difference in the mechanical strength of each hole-shaped bone scaffold to provide a theoretical basis for the study of the bionic bone scaffold. This paper compares the mechanical strength of three TPMS unit models. The stress distribution at the upper edge and intersection of the D unit model is concentrated. The I-WP unit cell model has local stress concentration and poor deformability. The stress distribution of the P element is relatively uniform, the energy absorption capacity is good, the deformability is good, the elasticity is good, and the model surface is smooth without crossing boundaries. The impact of the two construction methods on the mechanical properties is compared. The PLA solid P structure has a low stress value and the overall distribution is more uniform, which causes weaker interference to the cells implanted in the stent. The double P structure has stronger concentrated stress in the unit. Especially the stress value at the corners increased significantly. The double P structure of PLA material produces a large amount of deformation and is prone to large extrusion. However, the deformation of the solid P structure of PLA material is weakened, the total displacement of each node changes more uniformly and the displacement is low, and the elastic performance is good. The P-hole stent has excellent performance under compression, tensile, and shear forces, and can withstand large axial forces. The shape of the curved surface and the mechanical strength of the bracket can be changed by adjusting the structural parameters. The porous stent is coated with a film to obtain a PLA porous stent that has been surface-modified by hydroxyapatite. The mechanical strength of the HAP-PLA stent is relatively high, so the HAP coating can reinforce the stent.","PeriodicalId":430495,"journal":{"name":"2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129005750","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Research on Simulation Technology for Space-ground Integrated Network","authors":"Hao Liang, Fucai Chen, Weizhen He","doi":"10.1109/MLISE54096.2021.00037","DOIUrl":"https://doi.org/10.1109/MLISE54096.2021.00037","url":null,"abstract":"With the development of space networking technology, Space-ground integrated network (SGIN) has become an important infrastructure for global communication node interconnection and spatio-temporal information sharing. The establishment of an accurate, reliable and cost controllable integrated network test and simulation environment has important theoretical and practical significance to analyze and evaluate the performance of SIGN. In this paper, we study the simulation technology for SGIN. According to the constellation simulation and network simulation software used, we summarize and compare the current integrated network simulation technology. Then, based on the current mainstream virtualization technology, the design scheme of simulation environment is introduced in detail and the experimental verification of link and topology is carried out. Related research and design scheme can be used to provide reference for evaluation and application of SGIN.","PeriodicalId":430495,"journal":{"name":"2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117048837","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Research on Key Technologies of SLAM and FPGA Acceleration","authors":"Ying Liang, Jun Yang","doi":"10.1109/MLISE54096.2021.00026","DOIUrl":"https://doi.org/10.1109/MLISE54096.2021.00026","url":null,"abstract":"Image feature extraction is the main content of SLAM research. Aiming at the hardware usage and power consumption of ORB image feature extraction algorithm in hardware implementation, this paper proposes an optimized hardware design structure of ORB algorithm based on FPGA. The two key links of FAST feature extraction and BRIEF are specifically designed. Experimental results show that the proposed method is improved in terms of hardware resource usage, power consumption and real-time performance.","PeriodicalId":430495,"journal":{"name":"2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114161989","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Freight and Passenger Volume Prediction using Multiple Regression","authors":"Jiajia Xu, Paulino H. Gatpandan, Mengvi P. Gatpandan, Zhaolong Gao","doi":"10.1109/MLISE54096.2021.00022","DOIUrl":"https://doi.org/10.1109/MLISE54096.2021.00022","url":null,"abstract":"This paper analyzes the influencing factors of highway passenger and freight traffic, determines its influencing factors, and collects relevant statistical data from 117 different regions. Based on the principle of multiple linear regression method, first all variables are incorporated into the multiple regression equation for simulation. Second, integrate, demonstrate the applicability of the model, and then use the stepwise multiple regression method for model fitting. Based on this idea, the multiple linear regression model is constructed and forecasted for the highway passenger and freight volume. The results show that the stepwise multiple regression is effective. While the number of variables is greatly reduced and the calculation process is simplified, the model's fit is still good, and the problem of collinear between multiple variables is solved, and the regression coefficient of the variable is not consistent with the actual problem, and the result is predicted, It is also consistent with the actual situation and the applicability of the verification method, which can provide application references for road passenger and freight volume forecasting in other related areas.","PeriodicalId":430495,"journal":{"name":"2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114438632","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"A novel dehazing algorithm based on Retinex principle","authors":"Liu Runchen, He Gang","doi":"10.1109/MLISE54096.2021.00073","DOIUrl":"https://doi.org/10.1109/MLISE54096.2021.00073","url":null,"abstract":"Due to the atmospheric scattering or light intensity attenuation, phenomena such as haze, fog, or smoke can cause the obvious degradation of image qulity. By analysis of the atmospheric attenuation and scattering, a novel dehazing algorithm based Retinex principle and homomorphic filtering is proposed in this paper. Experimental results on different hazy images demonstrate the effectiveness of the proposed algorithm and high quality haze-free images can be obtained after the histogram equalization process of the proposed algorithm.","PeriodicalId":430495,"journal":{"name":"2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125990249","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"DEVELOPMENT AND MECHANICAL DESIGN OF A STAIRS CLEANING ROBOT","authors":"Zhang Zhi-zhuo, Wan Zhong-yu, Yu Ze-yuan, Chen Gao-xiang, Qin Yi-han, Zhu Bing-yu, Xiangyue Yuan","doi":"10.1109/MLISE54096.2021.00102","DOIUrl":"https://doi.org/10.1109/MLISE54096.2021.00102","url":null,"abstract":"The stairs cleaning robot is a household type of cleaning robot, which is to solve the problem that ordinary household cleaning robots cannot efficiently deal with. Due to the complexity of structure of the stairs, it is difficult to rely on the ordinary cleaning robot to climb up stairs and clean up each step. This device is specifically designated to use for the complex surface combination of the stairs and perform to clean by each step. The design includes planetary gears to empower robot with the function of climbing stairs, and freely adjustable cleaning mechanism is used to be able to achieve automatically reciprocal motion, which allows stairs to be cleaned.","PeriodicalId":430495,"journal":{"name":"2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121599142","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Research on Machining Archimedes Worm by Internal Whirlwind Milling","authors":"Yunmao Yang, Jianwen Wang, P. Cao, Xiaofeng Wang","doi":"10.1109/MLISE54096.2021.00101","DOIUrl":"https://doi.org/10.1109/MLISE54096.2021.00101","url":null,"abstract":"Aiming at the problem of over cutting in the process of worm internal whirlwind milling, the Archimedes worm was selected as the research object, the forming mechanism was studied by using the method of coordinate transformation, and the mathematical model of internal whirlwind milling was established based on the characteristics of intermittent cutting. By setting different control groups, the influence of tip circle diameter and cutter head inclination angle on overcutting degree was analyzed. The machining simulation analysis in VERICUT was carried out to verify the correctness of the mathematical model of internal cyclone milling.","PeriodicalId":430495,"journal":{"name":"2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121851020","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Design of Augmented Reality System Based on Improved ORB Hybrid Algorithm","authors":"Jianwei Zhao, Yongfei Xiao, Peng Wang, Fenggui Wang, Jie Zhao, Wenli Wang","doi":"10.1109/MLISE54096.2021.00069","DOIUrl":"https://doi.org/10.1109/MLISE54096.2021.00069","url":null,"abstract":"In this paper, we propose an improved ORB hybrid algorithm based on the traditional ORB algorithm, which optimizes the method of feature point detection and feature direction calculation, then achieves fast and efficient matching by FLANN -based fast nearest neighbor matching, and finally optimizes the matching effect by using RANSAC algorithm. The Virtual assembly system based on augmented reality technology superimposes the 3D model of the robot with the virtual information in the equipment to improve the assembly efficiency of the staff. Experimental results show that the augmented reality system based on the proposed algorithm has good performance, and the real-time performance and alignment accuracy are improved.","PeriodicalId":430495,"journal":{"name":"2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116489237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Design of intelligent curtain based on single chip microcomputer","authors":"Yanfei Zhai, Wen Sha, Xiaochao Tang","doi":"10.1109/MLISE54096.2021.00092","DOIUrl":"https://doi.org/10.1109/MLISE54096.2021.00092","url":null,"abstract":"The system takes STM32 single chip microcomputer as the main control module, and adopts modular design to realize the curtain control in various ways. The system has automatic control function: by comparing the current light intensity value with the set value, the curtain can be controlled to open and close. The system has manual control function: through the key control curtain opening and closing. The system also has voice control function: the person sends out “open window” or “close window” command, so as to control the curtain to open or close. At the same time, the light intensity value and time can be displayed on the LCD screen. Through the system construction and testing, the system has diversified control methods, stable performance and strong anti-interference ability, which can meet the needs of intelligent curtains.","PeriodicalId":430495,"journal":{"name":"2021 International Conference on Machine Learning and Intelligent Systems Engineering (MLISE)","volume":"92 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131650822","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}