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EARS: Intelligence-Driven Experiential Network Architecture for Automatic Routing in Software-Defined Networking 被引量:8
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作者 Yuxiang Hu Ziyong Li +2 位作者 Julong Lan Jiangxing Wu Lan Yao 《China Communications》 SCIE CSCD 2020年第2期149-162,共14页
Software-Defined Networking(SDN)adapts logically-centralized control by decoupling control plane from data plane and provides the efficient use of network resources.However,due to the limitation of traditional routing... Software-Defined Networking(SDN)adapts logically-centralized control by decoupling control plane from data plane and provides the efficient use of network resources.However,due to the limitation of traditional routing strategies relying on manual configuration,SDN may suffer from link congestion and inefficient bandwidth allocation among flows,which could degrade network performance significantly.In this paper,we propose EARS,an intelligence-driven experiential network architecture for automatic routing.EARS adapts deep reinforcement learning(DRL)to simulate the human methods of learning experiential knowledge,employs the closed-loop network control mechanism incorporating with network monitoring technologies to realize the interaction with network environment.The proposed EARS can learn to make better control decision from its own experience by interacting with network environment and optimize the network intelligently by adjusting services and resources offered based on network requirements and environmental conditions.Under the network architecture,we design the network utility function with throughput and delay awareness,differentiate flows based on their size characteristics,and design a DDPGbased automatic routing algorithm as DRL decision brain to find the near-optimal paths for mice and elephant flows.To validate the network architecture,we implement it on a real network environment.Extensive simulation results show that EARS significantly improve the network throughput and reduces the average packet delay in comparison with baseline schemes(e.g.OSPF,ECMP). 展开更多
关键词 software-defined networking(SDN) intelligence-driven experiential network deep reinforcement learning(DRL) automatic routing
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Self-Learning and Its Application to Laminar Cooling Model of Hot Rolled Strip 被引量:16
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作者 GONG Dian-yao XU Jian-zhong PENG Liang-gui WANG Guo-dong LIU Xiang-hua 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2007年第4期11-14,共4页
The mathematical model for online controlling hot rolled steel cooling on run-out table (ROT for abbreviation) was analyzed, and water cooling is found to be the main cooling mode for hot rolled steel. The calculati... The mathematical model for online controlling hot rolled steel cooling on run-out table (ROT for abbreviation) was analyzed, and water cooling is found to be the main cooling mode for hot rolled steel. The calculation of the drop in strip temperature by both water cooling and air cooling is summed up to obtain the change of heat transfer coefficient. It is found that the learning coefficient of heat transfer coefficient is the kernel coefficient of coiler temperature control (CTC) model tuning. To decrease the deviation between the calculated steel temperature and the measured one at coiler entrance, a laminar cooling control self-learning strategy is used. Using the data acquired in the field, the results of the self-learning model used in the field were analyzed. The analyzed results show that the self-learning function is effective. 展开更多
关键词 laminar cooling hot rolled strip self-learning process control model
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Long-and Short-Term Self-Learning Models of Rolling Force in Rolling Process Without Gaugemeter of Plate 被引量:3
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作者 ZHU Fu-wen ZENG Qing-liang +2 位作者 HU Xian-lei LI Xi-an LIU Xiang-hua 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2009年第1期27-31,61,共6页
Owing to a lack of gaugemeter and the variety of steel grades and standards in some plate mills, the longand short-term self-learning models of rolling force based on gauge soft-measuring with high precision were brou... Owing to a lack of gaugemeter and the variety of steel grades and standards in some plate mills, the longand short-term self-learning models of rolling force based on gauge soft-measuring with high precision were brought up. The soft-measuring method and target value locked method were used in these models to confirm the actual exit gauge of passes, and thick layer division and exponential smoothing method were used to dispose the deformation resistance parameter, which could be calculated from the actual data of the rolling process. The correlative mathematical methods can also be adapted to self-learning with gaugemeter. The models were applied to the process control system of AGC (automatic gauge control) reconstruction on 2800 mm finishing mill of Anyang steel and favorable effect was obtained. 展开更多
关键词 PLATE self-learning soft measuring rolling force
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Application of Self-Learning to Heating Process Control of Simulated Continuous Annealing 被引量:2
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作者 WANG Wen-le LI Jian-ping HUA Fu-an LIUXiang-hua 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2010年第6期27-31,共5页
On the basis of a simulated bright continuous annealing experimental machine, a process control model for heating system was built. The heating model was simplified and self-learning parameters were normalized to enha... On the basis of a simulated bright continuous annealing experimental machine, a process control model for heating system was built. The heating model was simplified and self-learning parameters were normalized to enhance the precision of temperature control. By means of the division of temperature layers and the exponential smoothing disposal of the annealing experimental data, the self-learning of the heating model was carried out. Through exponentially smoothing the deviation of self-learning parameters of the heated phase in heating process, dynamic modifications of self-learning parameters and heating electric current were carried out, and the precision of temperature control was confirmed. The application indicated that the process control model for the heating system can control temperature with high precision, and the deviation can be controlled within 8 ℃. 展开更多
关键词 ANNEALING SIMULATION annealing maehine process control self-learning
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Demands of experiential training for ICU nurses in Hunan of China 被引量:3
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作者 Yijia Xie Yangfan Xiao +1 位作者 Jienan Zhou Lezhi Li 《International Journal of Nursing Sciences》 CSCD 2020年第4期427-432,I0005,共7页
Objective:To assess intensive care unit(ICU)nurses’demands for specialized experiential training and to provide inputs for developing an experiential training program for ICU nurses.Methods:A questionnaire for assess... Objective:To assess intensive care unit(ICU)nurses’demands for specialized experiential training and to provide inputs for developing an experiential training program for ICU nurses.Methods:A questionnaire for assessing ICU nurses’demands for experiential specialty training was distributed to 360 ICU nurses,selected through purposive sampling from two secondary hospitals and six tertiary hospitals in Hunan Province,China.Results:Of the survey participants,63.6%had undergone a specialty training program for ICU nurses.Of these individuals,53.0%were satisfied with the training.Certification as a qualified nurse was considered an essential criterion for admission of trainees into the program by 81.8%of respondents,while 77.1%of respondents considered clinical working experience to be a critical requirement for selecting trainers.A total of 48.1%of the respondents preferred part-time training,and 36.1%considered a training cycle of 9 e12 weeks to be reasonable.Moreover,they felt that the training methods should be tailored to different stages of the experiential learning cycle.Demands for experiential training among ICU nurses were quantified,with high demand reflected in an overall score of 4.41±0.48.The“intensive care technology”experiential training module was ranked highest in terms of demand,with the top five sub-modules being specialty operating technology(4.67±0.53),care of critically ill patients(4.66±0.55),critical patient rescue procedures(4.65±0.56),assessing monitoring indexes(4.63±0.56),and the application of relevant instruments(4.61±0.57).Conclusion:Nearly half of the respondents indicated that their experiences of specialty training programs were not satisfactory,and they had high demands for experiential training.Thus,to optimize training outcomes,continuous updating of training methods is essential.Moreover,a systematic,comprehensive,and multilevel experiential training program that targets the specific needs of ICU nurses is essential. 展开更多
关键词 Intensive care units Nurses experiential training Training demands
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Self-Learning of Multivariate Time Series Using Perceptually Important Points 被引量:2
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作者 Timo Lintonen Tomi Raty 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2019年第6期1318-1331,共14页
In machine learning,positive-unlabelled(PU)learning is a special case within semi-supervised learning.In positiveunlabelled learning,the training set contains some positive examples and a set of unlabelled examples fr... In machine learning,positive-unlabelled(PU)learning is a special case within semi-supervised learning.In positiveunlabelled learning,the training set contains some positive examples and a set of unlabelled examples from both the positive and negative classes.Positive-unlabelled learning has gained attention in many domains,especially in time-series data,in which the obtainment of labelled data is challenging.Examples which originate from the negative class are especially difficult to acquire.Self-learning is a semi-supervised method capable of PU learning in time-series data.In the self-learning approach,observations are individually added from the unlabelled data into the positive class until a stopping criterion is reached.The model is retrained after each addition with the existent labels.The main problem in self-learning is to know when to stop the learning.There are multiple,different stopping criteria in the literature,but they tend to be inaccurate or challenging to apply.This publication proposes a novel stopping criterion,which is called Peak evaluation using perceptually important points,to address this problem for time-series data.Peak evaluation using perceptually important points is exceptional,as it does not have tunable hyperparameters,which makes it easily applicable to an unsupervised setting.Simultaneously,it is flexible as it does not make any assumptions on the balance of the dataset between the positive and the negative class. 展开更多
关键词 Positive-unlabelled(PU) learning self-learning stopping criterion time series
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Effectiveness of experiential teaching method on the development of nursing students’skill competence:a systematic review and meta-analysis 被引量:2
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作者 Bo Zhang Qing-Yong Ma +4 位作者 Xiang-Shu Cui Qi-Gui Xiao Hong-Yan Jin Xue Chen Yi-Yan Chen 《Frontiers of Nursing》 CAS 2020年第4期359-368,共10页
Objective:Skill competence is essential for nursing students and experiential teaching method has become increasingly popular in China’s nursing education.To systematically evaluate the effects of experiential teachi... Objective:Skill competence is essential for nursing students and experiential teaching method has become increasingly popular in China’s nursing education.To systematically evaluate the effects of experiential teaching method on the development of nursing students’skill competence,and to provide evidence for nursing education.Methods:The China National Knowledge Infrastructure,VIP,Wanfang Data,PubMed,and Web of Science databases were searched from their inception until November 28,2019.We screened the studies according to inclusion and exclusion criteria,extracted the data,and assessed the quality.Then,a meta-analysis was conducted.Results:Totally 15 studies were included,and 1,633 nursing students were analyzed by Review Manager5.3 and Stata15.1 software.The results show that the experiential teaching method can significantly improve nursing students’nursing skills such as training(SMD=1.05,95%CI:0.95–1.16,P=0.000),learning interest(ES=0.93,95%CI:0.79–1.06),ability to analyze and solve problems(ES=0.75,95%CI:0.55–0.94),ability to judge and innovative thinking(ES=1.01,95%CI:0.77–1.25),abilities of understanding and perception(ES=0.59,95%CI:0.34–0.83),and teaching satisfaction(ES=1.26,95%CI:1.13–1.4).Conclusions:The results suggest that the experiential teaching method is more effective for the nursing students’skill competence than traditional teaching in China.However,due to the heterogeneity and bias risk,a large sample and high-quality studies are needed in future to confirm its effectiveness. 展开更多
关键词 experiential teaching method nursing education META-ANALYSIS nursing students skill competence randomized controlled trial
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Sensorimotor Self-Learning Model Based on Operant Conditioning for Two-Wheeled Robot 被引量:1
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作者 张晓平 阮晓钢 +1 位作者 肖尧 黄静 《Journal of Shanghai Jiaotong university(Science)》 EI 2017年第2期148-155,共8页
Traditional control methods of two-wheeled robot are usually model-based and require the robot’s precise mathematic model which is hard to get. A sensorimotor self-learning model named SMM TWR is presented in this pa... Traditional control methods of two-wheeled robot are usually model-based and require the robot’s precise mathematic model which is hard to get. A sensorimotor self-learning model named SMM TWR is presented in this paper to handle these problems. The model consists of seven elements: the discrete learning time set, the sensory state set, the motion set, the sensorimotor mapping, the state orientation unit, the learning mechanism and the model’s entropy. The learning mechanism for SMM TWR is designed based on the theory of operant conditioning (OC), and it adjusts the sensorimotor mapping at every learning step. This helps the robot to choose motions. The leaning direction of the mechanism is decided by the state orientation unit. Simulation results show that with the sensorimotor model designed, the robot is endowed the abilities of self-learning and self-organizing, and it can learn the skills to keep itself balance through interacting with the environment. © 2017, Shanghai Jiaotong University and Springer-Verlag Berlin Heidelberg. 展开更多
关键词 two-wheeled robot sensorimotor model self-learning operant conditioning(OC)
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Empirical Study on Customer Satisfaction Influencing Factors of Industry Application Products Based on Experiential Level Theory 被引量:1
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作者 Lili Tong Xiaoge Hou Xiaowen Li 《China Communications》 SCIE CSCD 2016年第11期260-268,共9页
The rapid development of industry application products has greatly influenced society. It has become essential for some telecommunication companies to focus on customer satisfaction with industrial products used by th... The rapid development of industry application products has greatly influenced society. It has become essential for some telecommunication companies to focus on customer satisfaction with industrial products used by the government and enterprise customers. Following the review of a previous study of customer satisfaction and with the help of experiential level theory,this article attempts to establish a Satisfaction Factors Model for researching customer satisfaction with industry applications. We chose a product named "Mobile Monitor" and investigated the emotional satisfaction of 127 users and company leaders from different walks of life,and showed that 7 of the product's features affected the customers' overall emotional satisfaction. Lastly,this paper points out management implications of this application based on quantitative results. It presents a preliminary exploration program for customer satisfaction research in this specific field. The empirical research on a specific product based on experimental level theory may serve as a reference for other companies that desire to carry out similar surveys in future. 展开更多
关键词 experiential level theory industry application products "mobile monitor" customer satisfaction
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Analysis on the Application of Experiential Learning in Junior Middle School English Teaching 被引量:1
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作者 潘凯霞 《海外英语》 2013年第19期41-43,共3页
With the implementation of the New Standards for English Curriculums and the reformation of the educational system,many teachers have begun to focus on students’learning process and experience.However,the phenomenon ... With the implementation of the New Standards for English Curriculums and the reformation of the educational system,many teachers have begun to focus on students’learning process and experience.However,the phenomenon of students’passive learning also exists.Facing such situation,it is imperative to change students’learning ways.Experiential learning,as a new way of learning has been widely recognized as an effective approach in learning.Therefore,in order to change students’learning ways,improve their comprehensive English level and learning interest,it is important for teachers to apply the experiential learn ing in English teaching,thus,improving the current situation of junior middle school English teaching. 展开更多
关键词 LEARNING WAY experiential LEARNING application ENG
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Where Have Network-based Self-learning Classes Gone?——Reflections & Expectations on the Employment of Network-based Self-learning Classes
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作者 吴雪茵 《海外英语》 2012年第18期279-280,共2页
To respond to the further development of college English reforms,many universities employed network-based selflearning classes to aid the traditional classroom teaching,especially in teaching listening,but as time wen... To respond to the further development of college English reforms,many universities employed network-based selflearning classes to aid the traditional classroom teaching,especially in teaching listening,but as time went by,some universities gradually gave them up.The paper intends to reflect on the employment of network-based self-learning listening classes,analyz ing the learning with and without its aid,and meanwhile introduce the need to re-employ it,and discuss how we can improve the network-based self-learning classes to help with students' listening. 展开更多
关键词 NETWORK-BASED self-learning LISTENING improvement
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Simulation of Bleeding Airways in Cadavers: New Models for Experiential Learning
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作者 Rajkumar Chandran Asadi Negar +4 位作者 Seok Hwee Koo Yin Yu Lim Juen Bin Lai Alvin Kah Leong Tan Prit Anand Singh 《Open Journal of Anesthesiology》 2020年第5期190-202,共13页
Background: Healthcare education models have recently shifted from the traditional reliance on the apprenticeship model, where trainees learn on real patients in actual clinical settings, to one based on simulation mo... Background: Healthcare education models have recently shifted from the traditional reliance on the apprenticeship model, where trainees learn on real patients in actual clinical settings, to one based on simulation models. Education in airway management is a fundamental component of anesthetic training programs, and airway modification to simulate difficult airways increases the fidelity of airway management training. Objective: The study goal was to determine the feasibility of simulating difficult airways such as mandibular fracture and post-tonsillectomy bleed in cadaver models by surgical modification for the use in enhanced experiential learning of difficult airway management. Methods: Two cadaver heads were modified surgically to simulate a mandibular fracture and post-tonsillectomy bleed. Workshop facilitators conducted directed one-to-one learning and provided feedback to participants. A paper-based feedback was obtained from the participants on their confidence level, and the realism, attractiveness, beneficial levels, and difficulty levels of the simulation models used. Results: The modified cadavers were reliable in simulating difficult airways. The majority of participants (83.3% for fractured mandible and 87.1% for post-tonsillectomy bleed) reported an increase in confidence level for management of the difficult airway after the experience with the modified cadavers, and found both models realistic, attractive, and beneficial for difficult airway training. Conclusions: Surgical modifications of cadavers to simulate difficult airways such as fractured mandible and post-tonsillectomy bleed may be incorporated into advanced airway management courses to enhance experiential learning. 展开更多
关键词 AIRWAY SIMULATION Hemorrhage TONSILLECTOMY experiential Learning
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A Study on the Impact of A spherical video-based virtual reality on Teaching English Writing Guided by Experiential Learning Circle Theory 被引量:1
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作者 Xia Luo Tian-Tian Zhang +1 位作者 You-Mei Wang Chen-Chen Liu 《教育技术与创新》 2023年第2期69-76,共8页
English as an international language,English writing is a very important skill as an important form of language output,which is not only an important means of expressing emotions and awareness,but also reflects the ab... English as an international language,English writing is a very important skill as an important form of language output,which is not only an important means of expressing emotions and awareness,but also reflects the ability to use language in an integrated way.In language teaching,the development of English writing skills is an important and challenging teaching task.English writing language is expressed not only at the basic level of vocabulary,grammar,and sentence structure,but also at the higher-order level of text organization,logical reasoning,and argumentation.However,in traditional English writing teaching,students usually do not have the opportunity to have an in-depth experience of the context of the topic,which leads to a lack of motivation and poor writing results.Therefore,this study developed an SVVR learning system based on spherical video-based virtual reality(SVVR)technology and conducted a quasi-experiment in a university English major classroom.The results of the study showed that the SVVR-supported approach to English writing could improve students'writing performance,enrich writing content,and increase learning motivation. 展开更多
关键词 English writing SVVR experiential learning circle learning motivation
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SELF-LEARNING FUZZY CONTROL RULES USING GENETIC ALGORITHMS
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作者 方建安 邵世煌 《Journal of China Textile University(English Edition)》 EI CAS 1995年第1期7-13,共7页
This papcr presents a new genetic algorithms(GAs)-based method for self-learniag fuzzy control rules. An improved GA is used to learn to optimally select the fuzzy membership functions of the linguistic labels in the ... This papcr presents a new genetic algorithms(GAs)-based method for self-learniag fuzzy control rules. An improved GA is used to learn to optimally select the fuzzy membership functions of the linguistic labels in the condition portion of each rule, and to automatically generate fuzzy control actions under each condition. The dynamics of the controlled system is unknown to the GA. The only information for evaluating performance is a failure signal indicating that the controlled system is out of control. We compare its performance with that of other learning methods for the same problem. We also examine the ability of the algorithm to adapt to changing conditions. Simulation results show that such an approach for self-learning fuzzy control rules is both effective and robust. 展开更多
关键词 GENETIC ALGORITHM self-learning FUZZY control.
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Mathematical model for cooling process and its self-learning applied in hot rolling mill
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作者 刘伟嵬 李海军 +1 位作者 王昭东 王国栋 《Journal of Shanghai University(English Edition)》 CAS 2011年第6期548-552,共5页
Control precision of coiling temperature is one of the key factors affecting the profile shape and surface quality during the cooling process of hot rolled steel strip.For this reason,the core of temperature control p... Control precision of coiling temperature is one of the key factors affecting the profile shape and surface quality during the cooling process of hot rolled steel strip.For this reason,the core of temperature control precision is to establish an effective cooling mathematical model with self-learning function.Starting from this point,a cooling mathematical model with nonlinear structural characteristics is established in this paper for the cooling process of hot rolled steel strip.By the analysis of self-learning ability,key parameters of the mathematical model could be constantly corrected so as to improve temperature control precision and adaptive capability of the model.The site actual application results proved the stable performance and high control precision of the proposed mathematical model,which would lay a solid foundation to improve the steel product qualities. 展开更多
关键词 cooling process MODEL coiling temperature self-learning hot rolled steel strip
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Study on intelligent digital welding machine with a self-learning function
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作者 张晓莉 朱强 +2 位作者 李钰桢 龙鹏 薛家祥 《China Welding》 EI CAS 2013年第4期74-80,共7页
A design idea was proposed that it was about intelligent digital welding machine with self-learning and self- regulation functions. The overall design scheme of software and hardware was provided. It was introduced th... A design idea was proposed that it was about intelligent digital welding machine with self-learning and self- regulation functions. The overall design scheme of software and hardware was provided. It was introduced that a parameter self-learning algorithm was based on large-step calibration and partial Newton interpolation. Furthermore, experimental verification was carried out with different welding technologies. The results show that weld bead is pegrect. Therefore, good welding quality and stability are obtained, and intelligent regulation is realized by parameters self-learning. 展开更多
关键词 intelligent digital welding machine self-learning large-step calibration
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Self-learning Fuzzy Controllers Based On a Real-time Reinforcement Genetic Algorithm
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作者 方建安 苗清影 +1 位作者 郭钊侠 邵世煌 《Journal of Donghua University(English Edition)》 EI CAS 2002年第2期19-22,共4页
This paper presents a novel method for constructing fuzzy controllers based on a real time reinforcement genetic algorithm. This methodology introduces the real-time learning capability of neural networks into globall... This paper presents a novel method for constructing fuzzy controllers based on a real time reinforcement genetic algorithm. This methodology introduces the real-time learning capability of neural networks into globally searching process of genetic algorithm, aiming to enhance the convergence rate and real-time learning ability of genetic algorithm, which is then used to construct fuzzy controllers for complex dynamic systems without any knowledge about system dynamics and prior control experience. The cart-pole system is employed as a test bed to demonstrate the effectiveness of the proposed control scheme, and the robustness of the acquired fuzzy controller with comparable result. 展开更多
关键词 fuzzy controller self-learning REAL time reinforcement GENETIC algorithm
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Application of Experiential Teaching in the Reform of College Students' Mental Health Course from the Perspective of Life Education 被引量:1
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作者 Jiaojiao Li Mei Chen 《Journal of Contemporary Educational Research》 2021年第8期12-17,共6页
In recent years,the phenomenon of college students5 indifference to life occurs frequently which seriously damages the healthy growth of college students.Life education should be integrated into mental health educatio... In recent years,the phenomenon of college students5 indifference to life occurs frequently which seriously damages the healthy growth of college students.Life education should be integrated into mental health education courses in colleges.Experiential teaching is a type of teaching activity that is characterized by students5 personal experiences and initiative,focusing on the participation of practical activities.Compared with traditional lectures,it improves students'interest and enthusiasm.In the mental health course,experiential teaching applies theoretical knowledge to real life and promote the improvement of students9 mental health to shape stable and mature personalities and eventually,promotes the development of life.College students5 mental health course should be integrated with experiential teaching practice in the perspective of life education,so as to better improve the teaching effect and guide students to form a correct outlook of life. 展开更多
关键词 Life education experiential teaching Reform of college studentsJ mental health course
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Neuron self-learning PSD control for backside width of weld pool in pulsed GTAW with wire filler
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作者 张广军 陈善本 吴林 《China Welding》 EI CAS 2003年第2期87-91,共5页
In this paper, the weld pool shape control by intelligent strategy was studied. A neuron self-learning PSD controller for backside width of weld pool in pulsed GTAW with wire filler was designed. The PSD control arith... In this paper, the weld pool shape control by intelligent strategy was studied. A neuron self-learning PSD controller for backside width of weld pool in pulsed GTAW with wire filler was designed. The PSD control arithmetic was analyzed, simulating experiment by MATLAB software was done, and the validating experiments on varied heat sink workpiece and varied gap workpiece were successfully implemented. The study results show that the neuron self-learning PSD control method can attain a perfect control effect under different set values and conditions, and is suitable for the welding process with the varied structure and coefficients of control model. 展开更多
关键词 pulsed GTAW with wire filler backside width control intelligent control neuron self-learning PSD
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A Study on the Experiential Aspect Markers in Weifang Dialect
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作者 WANG Yu-ying LI Qiong 《Journal of Literature and Art Studies》 2020年第1期19-26,共8页
The aspectual system of Chinese has been the focus of research in recent years.Over a long period of time,special aspect markers“Zhe(着)”“Le(了)”“Guo(过)”in modern Chinese are produced under the grammaticized pr... The aspectual system of Chinese has been the focus of research in recent years.Over a long period of time,special aspect markers“Zhe(着)”“Le(了)”“Guo(过)”in modern Chinese are produced under the grammaticized process.However,the function and the expression of aspect markers in Chinese dialects are different from those in Mandarin,which are reflected in:(1)they often have their own special aspect markers;(2)the function of aspect markers is somewhat overlapping.The purpose of this study is to describe the experiential aspects in Weifang dialect,in which the presenting pattern of“Guo1”and“Guo2”have remarkable specialties.The special feature is that the marker“Guo”is disappeared and replaced by other aspect markers.Specifically,“Guo1”is replaced by“Le1”,and“Guo2”is replaced by“Hui(回)”and“Lai(来)”,where“Lai”sometimes needs to co-occur with“Hui”in the sentence.This study will provide more clarity on the manifestation of the experiential aspect“Guo2”,and analyze the appear condition,syntactic property and the function of“Hui”and“Lai”. 展开更多
关键词 Weifang DIALECT experiential ASPECT ASPECT MARKERS
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