{"title":"Modified Annealed Adversarial Bonus for Adversarially Guided Actor-Critic","authors":"Qian Zhao, Fanyu Zeng, Mao Xu, Jinhui Han","doi":"10.1109/YAC57282.2022.10023796","DOIUrl":"https://doi.org/10.1109/YAC57282.2022.10023796","url":null,"abstract":"This paper investigates learning efficiency for rein-forcement learning in procedurally generated environments. A more sophisticated method is proposed to adjust the adversarial bonus to promote learning efficiency instead of the linearly decayed scheme in adversarially guided actor-critic. Our method considers the relationship between the bonus adjustment and the learning procedure. In some environments, if an agent performs better in learning, the agent will reach the goal with fewer steps. If the length of the episode decreases, the adversarial bonus will be reduced in our method. In this way, the learning efficiency has been improved in some procedurally generated tasks. Several experiments are implemented in MiniGrid to verify the proposed method. In the experiments, the proposed method outperforms the existing adversarially guided methods in several challenging procedurally-generated tasks.","PeriodicalId":272227,"journal":{"name":"2022 37th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122406359","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 Point Cloud Classification Method Based on Channel and Spatial Attention Mechanism","authors":"Q. He, Chao Sun, Yongbao Wu, Qing Wang, Lei Xue","doi":"10.1109/YAC57282.2022.10023571","DOIUrl":"https://doi.org/10.1109/YAC57282.2022.10023571","url":null,"abstract":"This paper discusses a point cloud classification method based on channel & spatial attention mechanism and DenseNet. Our method is a point-wise based method which could preserve the spatial information of point cloud and require low computation cost compared with mutil-view based methods and volumetric based methods. Point cloud is unordered and unstructured, making it challenged to design a point cloud method based on deep learning. The irregular format of point cloud makes typical convolution network can not be directly intended for point cloud classification. Our method utilize symmetric pooling module to capture context information among points which could better extract features. The channel & spatial attention mechanism is used to aggregate spatial information and enhance features of point cloud, which could improve the representativeness and accuracy of the whole network. We carrry out experiments on ModelNet40 and compare our method with other advanced point cloud classification method to testify the effectiveness of our method.","PeriodicalId":272227,"journal":{"name":"2022 37th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122444274","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 voltage tracking control design of the single-phase inverter based on Linear ADRC","authors":"Dejian Qu, Shengming Li, Jingyu Zhang, Zongyang Lv","doi":"10.1109/YAC57282.2022.10023651","DOIUrl":"https://doi.org/10.1109/YAC57282.2022.10023651","url":null,"abstract":"This paper analyzes the working principle of the single-phase inverter, studies the problems of slow dynamic response and weak anti-interference ability of the existing PI controller scheme inverter, and designs a linear active disturbance rejection controller. Under this control method, the dynamic response performance and anti-interference ability of the inverter have been significantly improved compared with the PI controller. In this paper, the bandwidth method is used to simplify the design of ADRC and the parameters are set. The control effect is verified by bus jump and load jump. The simulation is carried out in Simulink, and the experimental platform is built to verify the scheme. The simulation and experimental results verify the effectiveness of the LADRC controller, as well as stronger dynamic response performance and anti-interference ability compared with the PI controller.","PeriodicalId":272227,"journal":{"name":"2022 37th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127848145","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":"YAC 2022 Cover Page","authors":"","doi":"10.1109/yac57282.2022.10023791","DOIUrl":"https://doi.org/10.1109/yac57282.2022.10023791","url":null,"abstract":"","PeriodicalId":272227,"journal":{"name":"2022 37th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"111 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121388860","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}
Yi Zhang, Hui Zhang, Wei Rong, Xixi Chen, Z. Pan, Siqi Wei
{"title":"Design and Application of Control System in SQ Gas Storage","authors":"Yi Zhang, Hui Zhang, Wei Rong, Xixi Chen, Z. Pan, Siqi Wei","doi":"10.1109/YAC57282.2022.10023592","DOIUrl":"https://doi.org/10.1109/YAC57282.2022.10023592","url":null,"abstract":"In recent years, China has introduced natural gas to foreign countries on a large scale. The construction of gas storage has been paid more and more attention by the national government because of its irreplaceable role and obvious advantages in peak regulation and gas supply security. This paper introduces the design content of SQ gas storage automatic control system from DCS (Distributed Control System), SIS (Safety Instrument System) and FGS (Fire and Gas System), so as to ensure the safe, reliable and smooth operation of SQ underground gas storage, and provide reference for the safety design of gas storage control system in the future.","PeriodicalId":272227,"journal":{"name":"2022 37th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"379 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121408580","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 Distributed Data-Driven Optimal Fault Detection Approach for Complex Interconnected Systems","authors":"Zhen Zhao, Linlin Li","doi":"10.1109/YAC57282.2022.10023687","DOIUrl":"https://doi.org/10.1109/YAC57282.2022.10023687","url":null,"abstract":"In this paper, a distributed data-driven optimal fault detection approach for complex interconnected systems is proposed, which uses sensor networks to collect process variable data. Recall that the average consensus algorithm is generally adopted for distributed fault detection, which would inevitably result in detection delay. To deal with this issue, an alternative iterative approach is developed to achieve the optimal detection in each iteration step in this paper. To be specific, covariance coefficient matrix in the iterative process of the average consensus algorithm is first decomposed into the matrix product with the same structure, which lays the foundation for further distributed fault detection. Based on it, a distributed data-driven optimal fault detection is developed which consists of the offline training and online detection. In the offline training stage, the detection statistic function is constructed through the obtained covariance in the iterative fashion. In the online detection stage, the optimal fault detection scheme is carried out to solve detection delay problem in the iterative process of the average consensus algorithm. A case study on the Tennessee Eastman benchmark are used to demonstrate the proposed approach.","PeriodicalId":272227,"journal":{"name":"2022 37th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"139 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128970889","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 and Application of Three-phase Imbalance Control Strategy in Low Voltage Distribution Network","authors":"Yifan Zhang, Yonghong Yi, China, Xiong Wu","doi":"10.1109/YAC57282.2022.10023742","DOIUrl":"https://doi.org/10.1109/YAC57282.2022.10023742","url":null,"abstract":"This article first analyzes the causes of the three-phase unbalance in the distribution network in detail, and then uses the commutation switch device and the SVG-based three-phase unbalance adjustment device to manage the three-phase unbalance problem in the low-voltage distribution network. The effectiveness of the device is verified through practical applications. After further comparing the advantages and disadvantages of different balance treatment devices and their treatment effects, a treatment method combining SVG + commutation switch technology is proposed. Through practical application comparison, this method can achieve the optimal adjustment of the distribution network balance.","PeriodicalId":272227,"journal":{"name":"2022 37th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115823070","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":"Assessment research on accommodation capacity of renewable energy in distribution network","authors":"Lei Cui, Cheng Wang, Yan Li, F. Li, Xi Guo","doi":"10.1109/YAC57282.2022.10023587","DOIUrl":"https://doi.org/10.1109/YAC57282.2022.10023587","url":null,"abstract":"On the basis of encouraging and promoting the development of distributed generation, the state has also issued relevant policies to regulate its integration. There is an urgent need to promote the construction of distributed renewable energy power stations on the premise of safe and stable operation of power grid. Guided by the consumption of renewable energy, guide the optimization of layout and orderly integration. The existing research results in the world are mainly divided into two categories: dynamic simulation method and mathematical optimization method. Neither of the above two methods has the actual computing power of the whole network distributed renewable energy accommodation capacity. The accommodation capacity of distributed renewable energy connected to the power grid is restricted not only by the security of distribution network, but also by the overall consumption capacity of renewable energy main network. If the renewable energy absorption capacity of the main network is not considered, the grid connection of distributed renewable energy beyond the penetration limit would inevitably lead to insufficient peak shaving capacity or transmission congestion of the main network, further aggravating the phenomenon of centralized renewable energy. In addition, the calculation of the renewable energy consumption capacity of the main network has not taken into account the power flow constraints of the transmission lines in the province and the safety boundary of the distribution network. Therefore, the calculation results of the consumption capacity on the accommodation capacity cannot be obtained by dimensionality reduction. Therefore, only by comprehensively considering the factors such as distribution network security constraints, main network absorption capacity and main network power flow constraints, can the accommodation capacity of distributed renewable energy be scientifically and reasonably evaluated.","PeriodicalId":272227,"journal":{"name":"2022 37th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114809097","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}
Jianhua Li, Yi Shen, Yunxin Li, Xuxin Bao, Haiyang Zhao
{"title":"Research on Attitude Damage-Mitigating control of Air-breathing Hypersonic Flight Vehicles Based on Prescribed Performance","authors":"Jianhua Li, Yi Shen, Yunxin Li, Xuxin Bao, Haiyang Zhao","doi":"10.1109/YAC57282.2022.10023582","DOIUrl":"https://doi.org/10.1109/YAC57282.2022.10023582","url":null,"abstract":"In order to delay the damage accumulation of the Air-breathing Hypersonic Flight Vehicle when it performs tasks efficiently, this paper designs a prescribed performance attitude damage-mitigating controller to achieve the above purpose. Firstly, established the flight vehicle’s force model and the damage dynamics model. Secondly, the concept of induced angle of attack is introduced, and a longitudinal short-period attitude model of the flight vehicle is established considering elasticity. Then, a prescribed performance attitude damage-mitigating controller is designed. The simulation results show that, on the basis of considering elastic factors, the attitude damage-mitigating controller can effectively delay the damage accumulation during the flight of the Air-breathing Hypersonic Flight Vehicle, while ensuring the mission performance, which provides an important reference in the future for maintaining the balance between mission performance and damage accumulation of flight vehicle.","PeriodicalId":272227,"journal":{"name":"2022 37th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"96 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114731982","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":"EAS Sign-Stability of Dual Switching Linear Continuous-Time Systems","authors":"Liang Liu, F. Long, Lipo Mo","doi":"10.1109/YAC57282.2022.10023645","DOIUrl":"https://doi.org/10.1109/YAC57282.2022.10023645","url":null,"abstract":"This paper investigates exponentially almost-sure stability (EAS stability) of dual switching linear continuous-time systems, in which only the sign of the subsystem matrices are known. This is a qualitative approach to stability analysis called sign-stability. The notion of sign-stability is natural extensions of standard EAS stability. It is called EAS sign-stability. It is remarkable the qualitative notion of stability is verified by a numerical example.","PeriodicalId":272227,"journal":{"name":"2022 37th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125621346","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}