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Prediction and Analysis of Elevator Traffic Flow under the LSTM Neural Network
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作者 Mo Shi Entao Sun +1 位作者 Xiaoyan Xu Yeol Choi 《Intelligent Control and Automation》 2024年第2期63-82,共20页
Elevators are essential components of contemporary buildings, enabling efficient vertical mobility for occupants. However, the proliferation of tall buildings has exacerbated challenges such as traffic congestion with... Elevators are essential components of contemporary buildings, enabling efficient vertical mobility for occupants. However, the proliferation of tall buildings has exacerbated challenges such as traffic congestion within elevator systems. Many passengers experience dissatisfaction with prolonged wait times, leading to impatience and frustration among building occupants. The widespread adoption of neural networks and deep learning technologies across various fields and industries represents a significant paradigm shift, and unlocking new avenues for innovation and advancement. These cutting-edge technologies offer unprecedented opportunities to address complex challenges and optimize processes in diverse domains. In this study, LSTM (Long Short-Term Memory) network technology is leveraged to analyze elevator traffic flow within a typical office building. By harnessing the predictive capabilities of LSTM, the research aims to contribute to advancements in elevator group control design, ultimately enhancing the functionality and efficiency of vertical transportation systems in built environments. The findings of this research have the potential to reference the development of intelligent elevator management systems, capable of dynamically adapting to fluctuating passenger demand and optimizing elevator usage in real-time. By enhancing the efficiency and functionality of vertical transportation systems, the research contributes to creating more sustainable, accessible, and user-friendly living environments for individuals across diverse demographics. 展开更多
关键词 Elevator Traffic Flow Neural Network LSTM Elevator Group control
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Research on Applying Bluetooth to an Elevator Wireless Control System 被引量:1
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作者 MA Jian-cang, LUO Ya-jun, ZHAO Yu-ting Department of Electronic Engineering, Northwestern Polytechnical University, Xi′an 710072, P.R.China 《International Journal of Plant Engineering and Management》 2003年第2期88-93,共6页
Compared with other elevator control systems, the wireless control system has many advantages such as easy to install and maintain. Bluetooth is a new technology of short-range wireless communication, and the idea of ... Compared with other elevator control systems, the wireless control system has many advantages such as easy to install and maintain. Bluetooth is a new technology of short-range wireless communication, and the idea of applying Bluetooth to the elevator wireless control system is expected to get wide application. In this paper, a wireless control prototype system is introduced, and the experiments of this system proved the feasibility of this idea. 展开更多
关键词 BLUETOOTH elevator wireless control elevator controller
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HYDRAULIC ACTIVE GUIDE ROLLER SYSTEM FOR HIGH-SPEED ELEVATOR BASED ON FUZZY CONTROLLER 被引量:1
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作者 FENG Yonghui ZHANG Jianwu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2007年第5期68-73,共6页
Increase of elevator speed brings about amplified vibrations of high-speed elevator. In order to reduce the horizontal vibrations of high-speed elevator, a new type of hydraulic active guide roller system based on fuz... Increase of elevator speed brings about amplified vibrations of high-speed elevator. In order to reduce the horizontal vibrations of high-speed elevator, a new type of hydraulic active guide roller system based on fuzzy logic controller is developed. First the working principle of the hydraulic guide system is introduced, then the dynamic model of the horizontal vibrations for elevator cage with active guide roller system and the mathematical model of the hydraulic system are given. A fuzzy logic controller for the hydraulic system is designed to control the hydraulic actuator. To improve the control performance, preview compensation for the controller is provided. Finally, simulation and experiments are executed to verify the hydraulic active guide roller system and the control strategy. Both the simulation and experimental results indicate that the hydraulic active guide roller system can reduce the horizontal vibrations of the elevator effectively and has better effects than the passive one, and the fuzzy logic controller with preview compensation can give superior control performance. 展开更多
关键词 High-speed elevator Horizontal vibrations Hydraulic active guide roller system Fuzzy logic control
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Early aggressive versus initially conservative treatment in elderly patients with non-ST-segment elevation acute coronary syndromeaTitle and subTitle Breakaaaaaaaa randomized controlled trial
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《South China Journal of Cardiology》 CAS 2012年第3期206-210,共5页
Abstract Objectives The authors sought to describe the association between post-procedural bleeding and long-term recurrent bleeding, major adverse cardiac events (MACE), and mortality among older patients undergoin... Abstract Objectives The authors sought to describe the association between post-procedural bleeding and long-term recurrent bleeding, major adverse cardiac events (MACE), and mortality among older patients undergoing per-cutaneous coronary intervention (PCI). 展开更多
关键词 ST Early aggressive versus initially conservative treatment in elderly patients with non-ST-segment elevation acute coronary syndromeaTitle and subTitle Breakaaaaaaaa randomized controlled trial HR
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APPLICATION OF HIERARCHICAL REINFORCEMENT LEARNING IN ENGINEERING DOMAIN 被引量:3
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作者 WEILI QingtaiYE ChangmingZHU 《Journal of Systems Science and Systems Engineering》 SCIE EI CSCD 2005年第2期207-217,共11页
关键词 Engineering domain knowledge controlLER reinforcement learning elevator group control
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