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学者姓名:杜胜利

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Dissolved oxygen concentration control in wastewater treatment process based on reinforcement learning SCIE
期刊论文 | 2023 , 66 (9) , 2549-2560 | SCIENCE CHINA-TECHNOLOGICAL SCIENCES
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Abstract :

In this article, the dissolved oxygen (DO) concentration control problem in wastewater treatment process (WWTP) is studied. Unlike existing control strategies that control DO concentration at a fixed value, here we develop a different control framework. Under the proposed control framework, an intelligent control method of DO concentration based on reinforcement learning (RL) algorithm is presented to resolve the DO concentration control problem. By using the deep deterministic policy gradient (DDPG) algorithm, the DO concentration of the fifth tank in the activated sludge reactor can be adjusted dynamically. In addition, by designing two different reward functions and by analysing the relationships among effluent quality, energy consumption, and DO concentration, the target of energy-saving and emission-reducing is achieved. The simulation results indicate that the designed control method can reduce energy consumption while ensuring that the effluent quality meet the specified standards.

Keyword :

intelligent control intelligent control dissolved oxygen concentration dissolved oxygen concentration wastewater treatment process wastewater treatment process reinforcement learning reinforcement learning energy-saving and emission-reducing energy-saving and emission-reducing

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GB/T 7714 Du, ShengLi , Chen, PeiXi , Han, HongGui et al. Dissolved oxygen concentration control in wastewater treatment process based on reinforcement learning [J]. | SCIENCE CHINA-TECHNOLOGICAL SCIENCES , 2023 , 66 (9) : 2549-2560 .
MLA Du, ShengLi et al. "Dissolved oxygen concentration control in wastewater treatment process based on reinforcement learning" . | SCIENCE CHINA-TECHNOLOGICAL SCIENCES 66 . 9 (2023) : 2549-2560 .
APA Du, ShengLi , Chen, PeiXi , Han, HongGui , Qiao, JunFei . Dissolved oxygen concentration control in wastewater treatment process based on reinforcement learning . | SCIENCE CHINA-TECHNOLOGICAL SCIENCES , 2023 , 66 (9) , 2549-2560 .
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New input-to-state stability conditions of linear systems with interval time-varying delays and their application to power systems SCIE
期刊论文 | 2023 , 34 (5) , 3374-3392 | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL
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Abstract :

It is commonly believed that the Lyapunov-Krasovskii functional method plays an important role in obtaining input-to-state stability conditions of systems with interval time-varying delays. For a system with an interval time-varying delay, an appropriate functional should be constructed during applying the method. Nevertheless, the delay has an interesting property that the delay in different delay intervals can have varying impacts on the system. In a way, the property is not considered adequately for the Lyapunov-Krasovskii functional method, which may give rise to conservative conditions. This article proposes a new input-to-state stability analysis method by taking advantage of the ignored property. When the new method is adopted, multiple functionals are constructed for the delay in the different delay intervals. This means that the multiple functionals method is more applicable in practice than the Lyapunov-Krasovskii functional method. With the help of the proposed method, new input-to-state stability conditions for linear delay systems are derived. A numerical example is presented to show that the obtained conditions are effective. At last, the newly derived conditions are applied to power systems with delayed load frequency control schemes.

Keyword :

interval time-varying delays interval time-varying delays power systems power systems input-to-state stability input-to-state stability nonlinear and linear systems nonlinear and linear systems

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GB/T 7714 Li, Xu , Wang, Yuhang , Zhu, Zhixiang et al. New input-to-state stability conditions of linear systems with interval time-varying delays and their application to power systems [J]. | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL , 2023 , 34 (5) : 3374-3392 .
MLA Li, Xu et al. "New input-to-state stability conditions of linear systems with interval time-varying delays and their application to power systems" . | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL 34 . 5 (2023) : 3374-3392 .
APA Li, Xu , Wang, Yuhang , Zhu, Zhixiang , Yu, Jiajia , Du, Shengli . New input-to-state stability conditions of linear systems with interval time-varying delays and their application to power systems . | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL , 2023 , 34 (5) , 3374-3392 .
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Dual-mode event-triggered predictive control for nonlinear systems with bounded disturbances SCIE
期刊论文 | 2023 , 34 (3) , 1878-1897 | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL
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In this article, we propose a dual-mode event-triggered predictive control method for nonlinear systems with bounded disturbances. The proposed method contains two triggering mechanisms, namely, the hybrid threshold-based event-triggered model predictive control (HETMPC) mechanism and the event-triggered linear quadratic regulator mechanism. The former triggering mechanism is designed based on the error between the real state and the optimal state and also the disturbance information acted on the investigated system. Compared with the traditional fixed triggering threshold, the designed HETMPC has a fewer triggering numbers and reduces the computational burden of online real-time optimization. This event-triggered mechanism will be adopted before the states go into the terminal invariant set. The latter event-triggered mechanism is designed based on the derivation of the system state and it will be adopted after the states enter the terminal invariant set. The feasibility and the input-to-state practical stability analysis of the designed strategy is presented. Some simulations, including the application to a mass-spring-damper system, are provided to show the correctness and feasibility of the designed algorithms.

Keyword :

model predictive control (MPC) model predictive control (MPC) nonlinear systems nonlinear systems event-triggered control event-triggered control disturbances disturbances

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GB/T 7714 Du, Shengli , Zhao, Mingming , Wang, Xue-Fang et al. Dual-mode event-triggered predictive control for nonlinear systems with bounded disturbances [J]. | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL , 2023 , 34 (3) : 1878-1897 .
MLA Du, Shengli et al. "Dual-mode event-triggered predictive control for nonlinear systems with bounded disturbances" . | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL 34 . 3 (2023) : 1878-1897 .
APA Du, Shengli , Zhao, Mingming , Wang, Xue-Fang , Han, Honggui , Qiao, Junfei . Dual-mode event-triggered predictive control for nonlinear systems with bounded disturbances . | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL , 2023 , 34 (3) , 1878-1897 .
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Event-triggered model predictive control of wastewater treatment plants SCIE
期刊论文 | 2022 , 47 | JOURNAL OF WATER PROCESS ENGINEERING
WoS CC Cited Count: 1
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Abstract :

This paper is concerned with the event-triggered model predictive control (ETMPC) problem of nitrogen removal process in the wastewater treatment plants. The main objective of this paper is to design an event-triggered control strategy such that the computation burden can be reduced effectively while maintaining the desired system performance. Unlike existing model predictive control (MPC), the controller in the proposed ETMPC takes action when certain event conditions are satisfied, and thus can reduce the communication and computation resource caused by continuous controller update. The triggering condition is designed according to the system output error and the prediction step of the MPC controller, and thus is easy to check. Moreover, a state space model of the studied nitrogen removal process is built, based on which the ETMPC is designed. The controller is developed to maintain the tracking performance of the dissolved oxygen concentration and nitrate nitrogen concentration by adjusting two key variables in the WWTPs. The stability analysis of the closed-loop system under the designed control strategy is conducted by using the Lyapunov stability theory. Some simulations are conducted to verify the effectiveness of the proposed method. Simulation results show that the proposed method can greatly reduce the number of controller update by up to 60% compared with MPC, whereas the ISE only increases by about 0.1, which is acceptable for WWTPs.

Keyword :

Model predictive control (MPC) Model predictive control (MPC) Event-triggered control Event-triggered control WWTPs WWTPs Subspace identification Subspace identification

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GB/T 7714 Du, Shengli , Zhang, Qingda , Han, Honggui et al. Event-triggered model predictive control of wastewater treatment plants [J]. | JOURNAL OF WATER PROCESS ENGINEERING , 2022 , 47 .
MLA Du, Shengli et al. "Event-triggered model predictive control of wastewater treatment plants" . | JOURNAL OF WATER PROCESS ENGINEERING 47 (2022) .
APA Du, Shengli , Zhang, Qingda , Han, Honggui , Sun, Haoyuan , Qiao, Junfei . Event-triggered model predictive control of wastewater treatment plants . | JOURNAL OF WATER PROCESS ENGINEERING , 2022 , 47 .
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Stability and stabilization for switched positive systems under a weighted MDADT method SCIE
期刊论文 | 2022 , 359 (8) , 3656-3670 | JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS
WoS CC Cited Count: 1
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Abstract :

The stability and stabilization synthesis problems of the switched positive systems (SPSs) with external disturbances are studied in this paper. For the studied SPSs, a weighted mode-dependent average dwell time (WMDADT) switched strategy has been adopted to analyze the above-mentioned issue, based on which the deficiencies of the existing ADT and MDADT switching techniques can be overcomed. By using the adopted strategy, some improved stability conditions that have less conservativeness are presented for the systems under investigation. Moreover, based on the developed stability conditions, an efficient controller design method avoiding computational complexity and eliminating the rank requirement of the controller is presented. In the end, the effectiveness of the method is verified by two numerical examples. (C) 2022 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.

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GB/T 7714 Du, Shengli , Dong, Jiangtao , Li, Xu et al. Stability and stabilization for switched positive systems under a weighted MDADT method [J]. | JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS , 2022 , 359 (8) : 3656-3670 .
MLA Du, Shengli et al. "Stability and stabilization for switched positive systems under a weighted MDADT method" . | JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS 359 . 8 (2022) : 3656-3670 .
APA Du, Shengli , Dong, Jiangtao , Li, Xu , Qiao, Junfei . Stability and stabilization for switched positive systems under a weighted MDADT method . | JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS , 2022 , 359 (8) , 3656-3670 .
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On the Stability of Cyclic or Periodically Switched Systems Under Unstable Switching Sub-Modes SCIE
期刊论文 | 2022 , 69 (12) , 4939-4943 | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS
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Abstract :

In this brief, emphasis is placed on the global uniform asymptotic stability analysis of a switched system formulated by cyclic or periodic switching laws. First, several concepts and properties of cyclic or periodically switched systems are defined. Next, by using the cycle dwell time or cyclic period time switching method, new stability criteria for cyclic or periodically switched systems with all Hurwitz stable sub-systems are obtained in the context of general solutions. Moreover, new stability conditions for cyclic or periodically switched systems with partially unstable sub-modes are derived in the framework of general solutions. Finally, two examples are provided to demonstrate the feasibility of the developed criteria.

Keyword :

global uniform asymptotic stability global uniform asymptotic stability unstable switching sub-systems unstable switching sub-systems general solutions general solutions periodically switched systems periodically switched systems Cyclic switched systems Cyclic switched systems

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GB/T 7714 Sun, Tao , Wu, Xiang , Du, Shengli et al. On the Stability of Cyclic or Periodically Switched Systems Under Unstable Switching Sub-Modes [J]. | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS , 2022 , 69 (12) : 4939-4943 .
MLA Sun, Tao et al. "On the Stability of Cyclic or Periodically Switched Systems Under Unstable Switching Sub-Modes" . | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS 69 . 12 (2022) : 4939-4943 .
APA Sun, Tao , Wu, Xiang , Du, Shengli , Li, Haitao . On the Stability of Cyclic or Periodically Switched Systems Under Unstable Switching Sub-Modes . | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS , 2022 , 69 (12) , 4939-4943 .
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城市污水处理过程模型预测控制研究综述
期刊论文 | 2022 , 51 (01) , 41-53 | 信息与控制
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城市污水处理过程具有生化反应复杂、非线性、不确定性等特点,在受进水流量、进水组分、天气变化等强干扰作用时,很难保证出水水质维持在规定范围内。模型预测控制以其可应用于非线性系统、显式处理约束问题等优点,近几年在城市污水处理过程中得到了广泛应用。本文从模型预测控制方法在城市污水处理过程中所依托的模型角度出发,介绍了其在基于机理模型和数据驱动的城市污水处理过程中的研究现状,阐述了在不同模型和控制变量下的控制效果。最后提出了城市污水处理过程中仍需解决的问题,并对模型预测控制方法在城市污水处理过程控制中的未来研究方向做出了展望。

Keyword :

机理模型 机理模型 城市污水处理 城市污水处理 模型预测控制 模型预测控制 过程控制 过程控制 智能特征模型 智能特征模型

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GB/T 7714 杜胜利 , 张庆达 , 曹博琦 et al. 城市污水处理过程模型预测控制研究综述 [J]. | 信息与控制 , 2022 , 51 (01) : 41-53 .
MLA 杜胜利 et al. "城市污水处理过程模型预测控制研究综述" . | 信息与控制 51 . 01 (2022) : 41-53 .
APA 杜胜利 , 张庆达 , 曹博琦 , 乔俊飞 . 城市污水处理过程模型预测控制研究综述 . | 信息与控制 , 2022 , 51 (01) , 41-53 .
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Robust secure consensus of multiagent systems with DoS attacks SCIE
期刊论文 | 2022 , 45 (3) , 393-399 | TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL
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The secure consensus problem of multiagent systems with fixed topology and external disturbances is investigated in this paper. Along with external disturbances, the studied multiagent system is also subjected to denial-of-service (DoS) attacks. First, some graph-based Lyapunov functions are presented for the robust consensus analysis. Second, the duration and attack frequency are introduced to quantitatively analyze the DoS attacks' effects on the consensus. Third, the gain of the controller is acquired by solving an algebraic Riccati equation (ARE), which can always be guaranteed compared with solving linear matrix inequalities (LMIs). Finally, a numerical simulation of a microgrid test system is provided to demonstrate the effectiveness of the proposed strategy.

Keyword :

external disturbances external disturbances secure consensus secure consensus Multiagent systems Multiagent systems denial-of-service attacks denial-of-service attacks

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GB/T 7714 Du, Shengli , Yan, Qiushuo , Qiao, Junfei . Robust secure consensus of multiagent systems with DoS attacks [J]. | TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL , 2022 , 45 (3) : 393-399 .
MLA Du, Shengli et al. "Robust secure consensus of multiagent systems with DoS attacks" . | TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL 45 . 3 (2022) : 393-399 .
APA Du, Shengli , Yan, Qiushuo , Qiao, Junfei . Robust secure consensus of multiagent systems with DoS attacks . | TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL , 2022 , 45 (3) , 393-399 .
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An improved exponential stability analysis method for discrete-time systems with a time-varying delay SCIE
期刊论文 | 2021 , 32 (2) , 669-681 | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL
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Abstract :

Exponential stability analysis of discrete-time nonlinear systems with a time-varying delay is concerned in this article. The main contribution of this article lies in proposing an improved stability analysis method called a delay-mode-based functional method. The improved method is presented by weakening a condition in the Lyapunov-Krasovskii functional method. With the help of the new method, less conservative exponential stability criteria of discrete-time linear systems with a time-varying delay are obtained and two classical examples are given to show that the delay-mode-based functional method is effective.

Keyword :

time-varying delays time-varying delays exponential stability analysis exponential stability analysis discrete-time systems discrete-time systems

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GB/T 7714 Li, Xu , Wang, Rui , Du, Shengli et al. An improved exponential stability analysis method for discrete-time systems with a time-varying delay [J]. | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL , 2021 , 32 (2) : 669-681 .
MLA Li, Xu et al. "An improved exponential stability analysis method for discrete-time systems with a time-varying delay" . | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL 32 . 2 (2021) : 669-681 .
APA Li, Xu , Wang, Rui , Du, Shengli , Li, Te . An improved exponential stability analysis method for discrete-time systems with a time-varying delay . | INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL , 2021 , 32 (2) , 669-681 .
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Event-triggered controllers based on the supremum norm of sampling-induced error SCIE
期刊论文 | 2021 , 128 | AUTOMATICA
WoS CC Cited Count: 1
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The paper proposes a novel event-triggered control scheme for nonlinear systems. Specifically, the closed-loop system is associated with a pair of auxiliary input and output. The auxiliary output is defined as the derivative of the continuous-time input function, while the auxiliary input is defined as the input disturbance caused by the sampling or equivalently the integral of the auxiliary output over the sampling period. As a result, it forms a cyclic mapping from the input to the output via the system dynamics and back from the output to the input via the integral. The event-triggered law is constructed to make the mapping contractive such that the stabilization is achieved and an easy-to-check Zeno free condition is provided. Within this framework, we develop a theorem for the event-triggered control of interconnected nonlinear systems which is employed to solve the event-triggered control for lower-triangular systems with dynamic uncertainties. (C) 2021 Elsevier Ltd. All rights reserved.

Keyword :

Lower-triangular systems Lower-triangular systems Event-triggered control Event-triggered control Nonlinear systems Nonlinear systems Zeno behavior Zeno behavior

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GB/T 7714 Zhu, Lijun , Chen, Zhiyong , Hill, David J. et al. Event-triggered controllers based on the supremum norm of sampling-induced error [J]. | AUTOMATICA , 2021 , 128 .
MLA Zhu, Lijun et al. "Event-triggered controllers based on the supremum norm of sampling-induced error" . | AUTOMATICA 128 (2021) .
APA Zhu, Lijun , Chen, Zhiyong , Hill, David J. , Du, Shengli . Event-triggered controllers based on the supremum norm of sampling-induced error . | AUTOMATICA , 2021 , 128 .
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