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Decisive Factors of Conidia Release of Botryosphaeria berengeriana during Growing Season 被引量:1
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作者 王晔 胡同乐 曹克强 《Plant Diseases and Pests》 CAS 2010年第5期34-37,共4页
[ Objective ] The study aimed to explore the release conditions for the conidia of Botryosphaena berengeriana and understand the release dynamic of conidia. [Method] The systematical survey on the release conditions f... [ Objective ] The study aimed to explore the release conditions for the conidia of Botryosphaena berengeriana and understand the release dynamic of conidia. [Method] The systematical survey on the release conditions for the conidia of B. berengeriana were conducted in two growing seasons in 2008 and 2009, combined with the collection of meteorological data around conidia release period, the weather conditions causing large amount release of B. berengedana were analyzed. [ Result] During a growing season, the conidia of pathogen appeared several large release peaks. Under the suitable temperature, when the precipitation lasted for 4 h, the conidia of B. berengeriana began to release with large amount, the amount of conidia reached the peak after release and trended to be stable during 4 - 12 h, which significantly reduced after 24 h, tended to dis- appear after 36 h, and completely disappeared after 72 h. [Conclusion] The dominant factor affecting B. berengeriana conidia release in large a- mount was precipitation, while the lasting time of precipitation played a decisive role. 展开更多
关键词 Botryosphaeria berengeriana de Not. f. sp. piricola Conidia release Precipitation lasting time decisive factor
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The Decisive Moment as an Event in Photographic Discourse
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作者 Leny Pimenta Dionéia M. Monte-Serrat 《Sino-US English Teaching》 2015年第12期984-991,共8页
We propose using the concept of decisive moment in order to deconstruct the obvious ideological effects found in discourse. The subject is constituted in enunciation, and its polysemic discourse clashes with the trans... We propose using the concept of decisive moment in order to deconstruct the obvious ideological effects found in discourse. The subject is constituted in enunciation, and its polysemic discourse clashes with the transparency of meaning. According to Pêcheux (1988), the contradictions in discourse simultaneously establish regularity and instability of meanings, leading it to misunderstanding, to the event. Photography destabilizes that which is already formulated and brings out that which is new, the unexpected meaning, the decisive moment. We analyze this process in the picture by Sebastiao Salgado---"The cradle of inequality lies in the inequality of the cradle". (CAPES-BEX 4394/10-0, FAPESP 09/54417-4, CNPq.) 展开更多
关键词 DISCOURSE IDEOLOGY SUBJECT EVENT decisive moment
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Decisive Stage of All-round Construction of Well-off Society Is a New Opportunity for China's Human Rights Cause
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作者 李君如 《The Journal of Human Rights》 2016年第1期3-11,共9页
The p eriod of"The 13th Five-Year Plan"for national socioeconomic development(2016-2020)is a decisive stage of completion of all-round construction of a moderately prosperous society in China,and the year of... The p eriod of"The 13th Five-Year Plan"for national socioeconomic development(2016-2020)is a decisive stage of completion of all-round construction of a moderately prosperous society in China,and the year of 2016 is the first annum of this decisive stage.The Central Committee of the Communist Party of China(CPC)headed by General Secretary Xi Jinping has,with a new stance and new ideas,set strategic tasks 展开更多
关键词 decisive Stage of All-round Construction of Well-off Society Is a New Opportunity for China’s Human Rights Cause CPC
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基于DR-DT的视觉SLAM参数自适应调整
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作者 黄鑫 黄初华 +2 位作者 杨明旭 秦进 马旭博 《计算机应用研究》 北大核心 2025年第11期3512-3520,共9页
针对传统视觉SLAM系统依赖固定参数且需手动调整的问题,提出了一种基于离散化奖励Decision Transformer的自适应参数调整方法——DR-DT。该方法将参数自适应过程转换为序列建模任务,通过选择SLAM关键参数定义连续动作空间,基于位姿不确... 针对传统视觉SLAM系统依赖固定参数且需手动调整的问题,提出了一种基于离散化奖励Decision Transformer的自适应参数调整方法——DR-DT。该方法将参数自适应过程转换为序列建模任务,通过选择SLAM关键参数定义连续动作空间,基于位姿不确定性构建奖励函数,结合离散化奖励机制提升学习稳定性。以ORB-SLAM3为测试系统,在EuRoC MAV和TUM-VI数据集上的实验结果表明,所提方法能有效提升视觉SLAM系统在复杂场景中的位姿估计精度,同时简化了参数调整过程。该方法为视觉SLAM系统的参数自适应优化提供了新思路。 展开更多
关键词 视觉SLAM 参数自适应 Decision Transformer 连续动作空间 离散化奖励
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基于区间Ⅱ型FNN的MSWI过程炉膛温度控制 被引量:3
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作者 汤健 田昊 +1 位作者 夏恒 乔俊飞 《北京工业大学学报》 北大核心 2025年第2期157-172,共16页
针对城市固废焚烧(municipal solid waste incineration,MSWI)过程的炉膛温度难以实现有效控制的问题,提出基于区间Ⅱ型模糊神经网络(interval type-Ⅱfuzzy neural network,IT2FNN)的炉膛温度控制方法。首先,进行炉膛温度控制特性分析... 针对城市固废焚烧(municipal solid waste incineration,MSWI)过程的炉膛温度难以实现有效控制的问题,提出基于区间Ⅱ型模糊神经网络(interval type-Ⅱfuzzy neural network,IT2FNN)的炉膛温度控制方法。首先,进行炉膛温度控制特性分析以确定对其产生影响的关键操作变量;然后,根据上述操作变量基于线性回归决策树(linear regression decision tree,LRDT)建立多入单出(multiple-input single-output,MISO)炉膛温度模型;最后,构建具有自适应参数学习的IT2FNN控制器,并证明其稳定性。在MSWI过程数据集上构建模型并进行控制,实验结果验证了所提方法的有效性。 展开更多
关键词 城市固废焚烧(municipal solid waste incineration MSWI) 炉膛温度控制 线性回归决策树(linear regression decision tree LRDT) 区间Ⅱ型模糊神经网络(interval type-Ⅱfuzzy neural network IT2FNN) 梯度下降法 李雅普诺夫稳定性分析
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Decoding the Solitude:Solitude and Reliance on Feelings versus Reasons in Decision Making 被引量:1
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作者 HOU Jia-wen LIU Feng-jun XU Yi-fan 《应用心理学》 2025年第3期195-210,共16页
Across four studies,we explore the impact of solitude on consumers’reliance on feelings versus reasons in decision making,along with the underlying mechanism and boundary conditions.The results indicate that solitude... Across four studies,we explore the impact of solitude on consumers’reliance on feelings versus reasons in decision making,along with the underlying mechanism and boundary conditions.The results indicate that solitude individuals(vs.non-solitude)would prefer feeling-based strategy in decision-making,resulting in a higher intention of choosing the affectively superior option over the cognitively superior option(Study 1).Self-focus plays the underlying mechanism in the solitude effect(Study 2).Moreover,we also examine two boundary conditions:motivation(Study 3)and temporal orientation(Study 4),which indicates that involuntary motivation and future orientation can mitigate the solitude effect on affective processing.These findings provide insights into consumers’judgments of product attributes and selection of decision-making strategies according to their situations. 展开更多
关键词 SOLITUDE decision making SELF-FOCUS MOTIVATION temporal orientation
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基于知识图谱的运动决策研究热点与趋势分析
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作者 缑奇锋 李笋南 +3 位作者 赵梦楠 李凌云 赵春州 李游 《体育科技》 2025年第1期77-79,83,共4页
【目的】运动决策水平能影响比赛结果,越来越多的学者从不同角度研究运动决策,但很少有研究全面分析过去22年的相关文献。文章采用文献计量法来厘清国内外运动决策领域研究现状、热点及趋势。【方法】检索2000~2021年CNKI和WoS数据库有... 【目的】运动决策水平能影响比赛结果,越来越多的学者从不同角度研究运动决策,但很少有研究全面分析过去22年的相关文献。文章采用文献计量法来厘清国内外运动决策领域研究现状、热点及趋势。【方法】检索2000~2021年CNKI和WoS数据库有关运动决策主题的文献,借助CiteSpace软件对关键词进行共现分析、聚类分析、时间线分析和突现词分析。【结果】运动决策领域近22年文献量逐年增加且处于快速增长阶段,WoS发文量极显著高于CNKI(t=4.90,P<0.01);从研究时间线来看,#7号康复、#3号膝关节、#5号注意和#4号非运动员研究的时间跨度相对较长,是持续不衰的研究热点。13个聚类按内容归类,“团体球类运动与比赛视频”“注意、神经机制与模型”“损伤预防与康复”是当前的研究热点。【结论】运动决策研究的趋势可能是“运动决策的神经机制”。 展开更多
关键词 decision making 综述 CiteSpace软件 文献计量学 研究热点
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Recent advances in machine learning for precision diagnosis and treatment of esophageal disorders 被引量:1
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作者 Shao-Wen Liu Peng Li +5 位作者 Xiao-Qing Li Qi Wang Jin-Yu Duan Jin Chen Ru-Hong Li Yang-Fan Guo 《World Journal of Gastroenterology》 2025年第23期21-37,共17页
The complex pathophysiology and diverse manifestations of esophageal disorders pose challenges in clinical practice,particularly in achieving accurate early diagnosis and risk stratification.While traditional approach... The complex pathophysiology and diverse manifestations of esophageal disorders pose challenges in clinical practice,particularly in achieving accurate early diagnosis and risk stratification.While traditional approaches rely heavily on subjective interpretations and variable expertise,machine learning(ML)has emerged as a transformative tool in healthcare.We conducted a comprehensive review of published literature on ML applications in esophageal diseases,analyzing technical approaches,validation methods,and clinical outcomes.ML demonstrates superior performance:In gastroesophageal reflux disease,ML models achieve 80%-90%accuracy in potential of hydrogen-impedance analysis and endoscopic grading;for Barrett’s esophagus,ML-based approaches show 88%-95% accuracy in invasive diagnostics and 77%-85% accuracy in non-invasive screening.In esophageal cancer,ML improves early detection and survival prediction by 6%-10% compared to traditional methods.Novel applications in achalasia and esophageal varices demonstrate promising results in automated diagnosis and risk stratification,with accuracy rates exceeding 85%.While challenges persist in data standardization,model interpretability,and clinical integration,emerging solutions in federated learning and explainable artificial intelligence offer promising pathways forward.The continued evolution of these technologies,coupled with rigorous validation and thoughtful implementation,may fundamentally transform our approach to esophageal disease management in the era of precision medicine. 展开更多
关键词 Esophageal disorders Machine learning Gastroesophageal reflux disease Esophageal cancer Barrett’s esophagus ACHALASIA Clinical decision support system
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Solid Waste Management:A MADM Approach Using Fuzzy Parameterized Possibility Single-Valued Neutrosophic Hypersoft Expert Settings
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作者 Tmader Alballa Muhammad Ihsan +2 位作者 Atiqe Ur Rahman Noorah Ayed Alsorayea Hamiden Abd El-Wahed Khalifa 《Computer Modeling in Engineering & Sciences》 SCIE EI 2025年第1期531-553,共23页
The dramatic rise in the number of people living in cities has made many environmental and social problems worse.The search for a productive method for disposing of solid waste is the most notable of these problems.Ma... The dramatic rise in the number of people living in cities has made many environmental and social problems worse.The search for a productive method for disposing of solid waste is the most notable of these problems.Many scholars have referred to it as a fuzzy multi-attribute or multi-criteria decision-making problem using various fuzzy set-like approaches because of the inclusion of criteria and anticipated ambiguity.The goal of the current study is to use an innovative methodology to address the expected uncertainties in the problem of solid waste site selection.The characteristics(or sub-attributes)that decision-makers select and the degree of approximation they accept for various options can both be indicators of these uncertainties.To tackle these problems,a novel mathematical structure known as the fuzzy parameterized possibility single valued neutrosophic hypersoft expert set(ρˆ-set),which is initially described,is integrated with a modified version of Sanchez’s method.Following this,an intelligent algorithm is suggested.The steps of the suggested algorithm are explained with an example that explains itself.The compatibility of solid waste management sites and systems is discussed,and rankings are established along with detailed justifications for their viability.This study’s strengths lie in its application of fuzzy parameterization and possibility grading to effectively handle the uncertainties embodied in the parameters’nature and alternative approximations,respectively.It uses specific mathematical formulations to compute the fuzzy parameterized degrees and possibility grades that are missing from the prior literature.It is simpler for the decisionmakers to look at each option separately because the decision is uncertain.Comparing the computed results,it is discovered that they are consistent and dependable because of their preferred properties. 展开更多
关键词 Hypersoft expert set Sanchez’s method decision making optimization solid waste management possibility grade fuzzy parameterization
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An Expert Judgment-based Prediction Tool for Developmental and R eproductive Toxicity(DART)
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作者 LI Kangning ZHENG Yuting +7 位作者 Jane ROSE WU Shengde LI Bin Vatsal MEHTA Ashley MUDD George DASTON YU Yang WANG Ying 《生态毒理学报》 北大核心 2025年第2期77-91,共15页
Developmental and reproductive toxicity(DART)endpoint entails a toxicological assessment of all developmental stages and reproductive cycles of an organism.In silico tools to predict DART will provide a method to asse... Developmental and reproductive toxicity(DART)endpoint entails a toxicological assessment of all developmental stages and reproductive cycles of an organism.In silico tools to predict DART will provide a method to assess this complex toxicity endpoint and will be valuable for screening emerging pollutants as well as for m anaging new chemicals in China.Currently,there are few published DART prediction models in China,but many related research and development projects are in progress.In 2013,WU et al.published an expert rule-based DART decision tree(DT).This DT relies on known chemical structures linked to DART to forecast DART potential of a given chemical.Within this procedure,an accurate DART data interpretation is the foundation of building and expanding the DT.This paper excerpted case studies demonstrating DART data curation and interpretation of four chemicals(including 8-hydroxyquinoline,3,5,6-trichloro-2-pyridinol,thiacloprid,and imidacloprid)to expand the existing DART DT.Chemicals were first selected from the database of Solid Waste and Chemicals Management Center,Ministry of Ecology and Environment(MEESCC)in China.The structures of these 4 chemicals were analyzed and preliminarily grouped by chemists based on core structural features,functional groups,receptor binding property,metabolism,and possible mode of actions.Then,the DART conclusion was derived by collecting chemical information,searching,integrating,and interpreting DART data by the toxicologists.Finally,these chemicals were classified into either an existing category or a new category via integrating their chemical features,DART conclusions,and biological properties.The results showed that 8-hydroxyquinoline impacted estrous cyclicity,s exual organ weights,and embryonal development,and 3,5,6-trichloro-2-pyridinol caused central nervous system(CNS)malformations,which were added to an existing subcategory 8e(aromatic compounds with multi-halogen and nitro groups)of the DT.Thiacloprid caused dystocia and fetal skeletal malformation,and imidacloprid disrupted the endocrine system and male fertility.They both contain 2-chloro-5-methylpyridine substituted imidazolidine c yclic ring,which were expected to create a new category of neonicotinoids.The current work delineates a t ransparent process of curating toxicological data for the purpose of DART data interpretation.In the presence of sufficient related structures and DART data,the DT can be expanded by iteratively adding chemicals within the a pplicable domain of each category or subcategory.This DT can potentially serve as a tool for screening emerging pollutants and assessing new chemicals in China. 展开更多
关键词 developmental and reproductive toxicity decision tree prediction tool expert judgment new chemical management
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Optimal Receiver Operating Characteristic Curve of Classical Conditional Power under Normal Models
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作者 ZHANG Ying-Ying 《应用概率统计》 北大核心 2025年第2期277-304,共28页
A Receiver Operating Characteristic(ROC)analysis of a power is important and useful in clinical trials.A Classical Conditional Power(CCP)is a probability of a classical rejection region given values of true treatment ... A Receiver Operating Characteristic(ROC)analysis of a power is important and useful in clinical trials.A Classical Conditional Power(CCP)is a probability of a classical rejection region given values of true treatment effect and interim result.For hypotheses and reversed hypotheses under normal models,we obtain analytical expressions of the ROC curves of the CCP,find optimal ROC curves of the CCP,investigate the superiority of the ROC curves of the CCP,calculate critical values of the False Positive Rate(FPR),True Positive Rate(TPR),and cutoff of the optimal CCP,and give go/no go decisions at the interim of the optimal CCP.In addition,extensive numerical experiments are carried out to exemplify our theoretical results.Finally,a real data example is performed to illustrate the go/no go decisions of the optimal CCP. 展开更多
关键词 area under the curve(AUC) classical conditional power(CCP) go/no go decisions historical and interim data receiver operating characteristic(ROC)curve
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Investigating the Mediating Role of Consumer Decision-Making Styles in the Effect of Marketing Components on Sports Consumer Satisfaction
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作者 Murat Başal Muhammet Salih Yigit 《Economics World》 2025年第2期162-174,共13页
People have been engaged in sports activities both individually and collectively for years.Sports consumption,which refers to the process that covers many issues related to sports in the form of playing,watching,liste... People have been engaged in sports activities both individually and collectively for years.Sports consumption,which refers to the process that covers many issues related to sports in the form of playing,watching,listening or reading,is a form of human behavior.The satisfaction of the four marketing components of product,price,distribution and promotion by using the leisure time of the sports consumer effectively and ensuring its continuity in the future process can be ensured by effective utilization of facilities and quality recreation activities.Consumer behaviors,which have a very complex structure,are seen in the form of choosing,buying,using and obtaining.With this study,it is aimed to determine the mediating role of consumer decision-making styles in determining the effect of marketing components in the consumption of sports activities on the satisfaction of sports consumers.In this direction,data were collected in the province of Istanbul,which was determined as the sample.Data were obtained with a questionnaire form created on Google Form.These data were analyzed in line with the model and hypotheses created with these data and it was determined that the marketing components of sports consumption have an impact on the sports consumer and it was concluded that consumer decision-making styles have a positive mediating effect in this regard. 展开更多
关键词 consumer decision sport consumption consumer satisfaction decision styles marketing components
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Being the Driver or a Passenger?
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作者 Ruth Devlin 《空中英语教室(初级版.大家说英语)》 2025年第10期30-31,54,共3页
When you go somewhere,do you like to be the driver or a passenger?When you are the driver,you are in control.You can go fast or slow.You can pick the route.When and where do you stop?You decide.You enjoy the feeling o... When you go somewhere,do you like to be the driver or a passenger?When you are the driver,you are in control.You can go fast or slow.You can pick the route.When and where do you stop?You decide.You enjoy the feeling of driving.Ifs fun! 展开更多
关键词 control ENJOYMENT speed DRIVER PASSENGER STOP decision ROUTE
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Challenging go/no-go decision scenarios and design recommendations in phase Ⅱ oncology trials
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作者 Dandan Kong Huilei Miao +2 位作者 Xuejing Zhang Huiyao Huang Ning Li 《Journal of the National Cancer Center》 2025年第4期357-361,共5页
1.Introduction Phase Ⅱ trials are typically designed to identify promising treatment therapies that warrant further investigation in subsequent phase Ⅲ con-firmatory trials,playing a vital role in evidence generatio... 1.Introduction Phase Ⅱ trials are typically designed to identify promising treatment therapies that warrant further investigation in subsequent phase Ⅲ con-firmatory trials,playing a vital role in evidence generation of drug de-velopment.The basic design features of phase II trials include interim go/no-go decisions to prevent exposing too many patients to poten-tially ineffective treatments.Appropriate go/no-go decisions and effi-cient trial designs can shorten the research duration and increase trial success rates. 展开更多
关键词 go no go decisions interim decisions oncology trials phase ii trials evidence generation phase trials trial design promising treatment therapies
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The Change Made Me Better
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作者 朱雨辰 王梦瑶(指导) 《中学生英语》 2025年第22期7-7,共1页
There are many things in my life that can help me to be better.For example,I used to be weak because of my bad living habits,but now I am stronger and healthier.It was a terrible race that made me change.I fell down a... There are many things in my life that can help me to be better.For example,I used to be weak because of my bad living habits,but now I am stronger and healthier.It was a terrible race that made me change.I fell down and left behind by all students.This experience made me decide to change. 展开更多
关键词 health strength CHANGE RACE DECISION living habits
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Research on the Construction and Application of Intelligent Financial Decision-Making Model Driven by Generative Artificial Intelligence
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作者 Limei Fu 《Proceedings of Business and Economic Studies》 2025年第4期77-83,共7页
This study focuses on the construction and application of intelligent financial decision-making models driven by generative artificial intelligence(AI).It analyzes the mechanisms by which generative AI empowers financ... This study focuses on the construction and application of intelligent financial decision-making models driven by generative artificial intelligence(AI).It analyzes the mechanisms by which generative AI empowers financial decision-making within a dual framework of dynamic knowledge evolution and risk control.The research reveals that generative AI,with its superior data processing,pattern recognition,and autonomous learning capabilities,can transcend the limitations of traditional decision-making models,facilitating a significant shift from causal inference to probabilistic creation in decision-making paradigms.By systematically constructing an intelligent financial decision-making model that includes data governance,core engine,and decision output layers,the study clarifies the functional roles and collaborative mechanisms of each layer.Additionally,it addresses key challenges in technology application,institutional adaptation,and organizational transformation by proposing systematic strategies for technical risk management,institutional innovation,and organizational capability enhancement,aiming to provide robust theoretical support and practical guidance for the intelligent transformation of corporate financial decision-making. 展开更多
关键词 Generative artificial intelligence Intelligent financial decision making Decision model Risk control
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Increasing Yields and Partial Factor Productivity of Rice Grown in Tropical Alfisols Using a Decision Support Tool
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作者 Tharindu Nuwan KULASINGHE Udaya W.A.VITHARANA +4 位作者 Darshani KUMARAGAMAGE Randombage Saman DHARMAKEERTHI Kaushik MAJUMDAR Dinaratne Nihal SIRISENA Upul Kumari RATHNAYAKE 《Rice science》 2025年第4期453-456,I0018-I0022,共9页
Decision Support Tool(DST)enables farmers to make site-specific crop management decisions;however,comprehensive calibration can be both costly and time-consuming.This study assessed the production and economic benefit... Decision Support Tool(DST)enables farmers to make site-specific crop management decisions;however,comprehensive calibration can be both costly and time-consuming.This study assessed the production and economic benefits of two calibrations of the Nutrient Expert(NE)tool for rice in Sri Lanka’s Alfisols:the basic calibration(Nutrient Expert Sri Lanka 1,NESL1)and the comprehensive calibration(Nutrient Expert Sri Lanka 2,NESL2).NESL1 was developed by adapting the South Indian version of NE to local conditions,while NESL2 was an updated version,using three years of data from 71 farmer fields. 展开更多
关键词 decision support tool tropical alfisols adapting south indian version ne nutrient expert yield decision support tool dst enables partial factor productivity RICE
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Multi-round dynamic game decision-making of UAVs based on decision tree
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作者 WANG Linmeng WANG Yuhui +1 位作者 CHEN Mou DING Shulin 《Journal of Systems Engineering and Electronics》 2025年第4期1006-1016,共11页
To address the confrontation decision-making issues in multi-round air combat,a dynamic game decision method is proposed based on decision tree for the confrontation of unmanned aerial vehicle(UAV)air combat.Based on ... To address the confrontation decision-making issues in multi-round air combat,a dynamic game decision method is proposed based on decision tree for the confrontation of unmanned aerial vehicle(UAV)air combat.Based on game the-ory and the confrontation characteristics of air combat,a dynamic game process is constructed including the strategy sets,the situation information,and the maneuver decisions for both sides of air combat.By analyzing the UAV’s flight dyna-mics and the both sides’information,a payment matrix is estab-lished through the situation advantage function,performance advantage function,and profit function.Furthermore,the dynamic game decision problem is solved based on the linear induction method to obtain the Nash equilibrium solution,where the decision tree method is introduced to obtain the optimal maneuver decision,thereby improving the situation advantage in the next round of confrontation.According to the analysis,the simulation results for the confrontation scenarios of multi-round air combat are presented to verify the effectiveness and advan-tages of the proposed method. 展开更多
关键词 unmanned aerial vehicle(UAV) multi-round con-frontation dynamic game decision decision tree.
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Evolving adaptive and interpretable decision trees for cooperative submarine search
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作者 Yang Gao Yue Wang +3 位作者 Lingyun Tian Xiaotong Hong Chao Xue Dongguang Li 《Defence Technology(防务技术)》 2025年第6期83-94,共12页
System upgrades in unmanned systems have made Unmanned Aerial Vehicle(UAV)-based patrolling and monitoring a preferred solution for ocean surveillance.However,dynamic environments and large-scale deployments pose sign... System upgrades in unmanned systems have made Unmanned Aerial Vehicle(UAV)-based patrolling and monitoring a preferred solution for ocean surveillance.However,dynamic environments and large-scale deployments pose significant challenges for efficient decision-making,necessitating a modular multiagent control system.Deep Reinforcement Learning(DRL)and Decision Tree(DT)have been utilized for these complex decision-making tasks,but each has its limitations:DRL is highly adaptive but lacks interpretability,while DT is inherently interpretable but has limited adaptability.To overcome these challenges,we propose the Adaptive Interpretable Decision Tree(AIDT),an evolutionary-based algorithm that is both adaptable to diverse environmental settings and highly interpretable in its decision-making processes.We first construct a Markov decision process(MDP)-based simulation environment using the Cooperative Submarine Search task as a representative scenario for training and testing the proposed method.Specifically,we use the heat map as a state variable to address the issue of multi-agent input state proliferation.Next,we introduce the curiosity-guiding intrinsic reward to encourage comprehensive exploration and enhance algorithm performance.Additionally,we incorporate decision tree size as an influence factor in the adaptation process to balance task completion with computational efficiency.To further improve the generalization capability of the decision tree,we apply a normalization method to ensure consistent processing of input states.Finally,we validate the proposed algorithm in different environmental settings,and the results demonstrate both its adaptability and interpretability. 展开更多
关键词 Cooperative decision making Interpretable decision trees Cooperative submarine search Maritime unmanned systems
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Moving to post-compliance ethics applied to AI systems
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作者 Emmanuel Roberto Goffi Cao Xinxin(translated) +1 位作者 Jin Jili(translated) Fang Luofan(translated) 《China Standardization》 2025年第5期28-28,共1页
It’s a great honor for me to talk about ethics applied to artificial intelligence here.Most of the problems that we are facing today come from a strong misunderstanding of what ethics means.We tend to think ethics ar... It’s a great honor for me to talk about ethics applied to artificial intelligence here.Most of the problems that we are facing today come from a strong misunderstanding of what ethics means.We tend to think ethics are merely about establishing principles that would help us mitigate risks and secure benefits expected from AI systems.We are on the wrong path.Ethics are much more complex than that.Ethics are about philosophy,not about politics.Ethics are more about asking questions to enlighten decision-making processes,then to provide one-size-fit-all solutions.We are doing what I call cosmetics,which is a makeup using ethics-related vocabulary,notions and concepts to communicate and influence users and consumers,and to send messages to the market. 展开更多
关键词 PHILOSOPHY decision making establishing principles ETHICS COSMETICS artificial intelligence
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