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Deduction of the Bromilow's time-cost model from the fractal nature of activity networks 从活动网络的分形性质推导出布罗米洛时间成本模型
Pub Date : 2024-08-27 DOI: arxiv-2409.00110
Alexei Vazquez
In 1969 Bromilow observed that the time $T$ to execute a construction projectfollows a power law scaling with the project cost $C$, $Tsim C^B$ [Bromilow1969]. While the Bromilow's time-cost model has been extensively tested usingdata for different countries and project types, there is no theoreticalexplanation for the algebraic scaling. Here I mathematically deduce theBromilow's time-cost model from the fractal nature of activity networks. TheBromislow's exponent is $B=1-alpha$, where $1-alpha$ is the scaling exponentbetween the number of activities in the critical path $L$ and the number ofactivities $N$, $Lsim N^{1-alpha}$ with $0leqalpha<1$ [Vazquez et al 2023].I provide empirical data showing that projects with low serial/parallel (SP)%have lower $B$ values than those with higher SP%. I conclude that theBromilow's time-cost model is a law of activity networks, the Bromilow'sexponent is a network property and forecasting project duration from costshould be limited to projects with high SP%.
1969 年,Bromilow 发现执行一个建筑项目的时间 $T$ 与项目成本 $C$ 成幂律关系,即 $Tsim C^B$ [Bromilow1969]。虽然 Bromilow 的时间成本模型已使用不同国家和项目类型的数据进行了广泛测试,但对于代数缩放并没有理论解释。在此,我从活动网络的分形性质出发,从数学上推导出布罗米洛时间成本模型。布罗米洛指数为 $B=1-alpha$,其中 1-alpha$ 是关键路径 $L 的活动数量与活动数量 $N 之间的比例指数,$Lsim N^{1-alpha}$ 与 $0leqalpha<1$ [Vazquez et al 2023].我的结论是,布罗米洛时间成本模型是活动网络的定律,布罗米洛指数是网络属性,根据成本预测项目工期应仅限于高 SP% 的项目。
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引用次数: 0
Collective Predictive Coding as Model of Science: Formalizing Scientific Activities Towards Generative Science 作为科学模式的集体预测编码:将科学活动形式化,迈向生成科学
Pub Date : 2024-08-27 DOI: arxiv-2409.00102
Tadahiro Taniguchi, Shiro Takagi, Jun Otsuka, Yusuke Hayashi, Hiro Taiyo Hamada
This paper proposes a new conceptual framework called Collective PredictiveCoding as a Model of Science (CPC-MS) to formalize and understand scientificactivities. Building on the idea of collective predictive coding originallydeveloped to explain symbol emergence, CPC-MS models science as a decentralizedBayesian inference process carried out by a community of agents. The frameworkdescribes how individual scientists' partial observations and internalrepresentations are integrated through communication and peer review to produceshared external scientific knowledge. Key aspects of scientific practice likeexperimentation, hypothesis formation, theory development, and paradigm shiftsare mapped onto components of the probabilistic graphical model. This paperdiscusses how CPC-MS provides insights into issues like social objectivity inscience, scientific progress, and the potential impacts of AI on research. Thegenerative view of science offers a unified way to analyze scientificactivities and could inform efforts to automate aspects of the scientificprocess. Overall, CPC-MS aims to provide an intuitive yet formal model ofscience as a collective cognitive activity.
本文提出了一个名为 "作为科学模型的集体预测编码(CPC-MS)"的新概念框架,以正规化和理解科学活动。集体预测编码最初是为了解释符号的出现而提出的,在此基础上,CPC-MS 将科学建模为由代理群体执行的分散式贝叶斯推理过程。该框架描述了科学家个人的部分观察结果和内部陈述如何通过交流和同行评审进行整合,从而产生共享的外部科学知识。科学实践的关键环节,如实验、假设形成、理论发展和范式转变,都被映射到概率图形模型的各个组成部分上。本文讨论了 CPC-MS 如何为科学的社会客观性、科学进步以及人工智能对研究的潜在影响等问题提供见解。科学的生成观为分析科学活动提供了一种统一的方法,可以为科学过程的自动化提供参考。总之,CPC-MS 旨在提供一个直观而正式的科学模型,将科学视为一种集体认知活动。
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引用次数: 0
From Mobilisation to Radicalisation: Probing the Persistence and Radicalisation of Social Movements Using an Agent-Based Model 从动员到激进化:使用基于代理的模型探究社会运动的持久性和激进化
Pub Date : 2024-08-23 DOI: arxiv-2408.12795
Emma F. Thomas, Mengbin Ye, Simon D. Angus, Tony J. Mathew, Winnifred Louis, Liam Walsh, Silas Ellery, Morgana Lizzio-Wilson, Craig McGarty
We are living in an age of protest. Although we have an excellentunderstanding of the factors that predict participation in protest, weunderstand little about the conditions that foster a sustained (versustransient) movement. How do interactions between supporters and authoritiescombine to influence whether and how people engage (i.e., using conventional orradical tactics)? This paper introduces a novel, theoretically-founded andempirically-informed agent-based model (DIMESim) to address these questions. Wemodel the complex interactions between the psychological attributes of theprotester (agents), the authority to whom the protests are targeted, and theenvironment that allows protesters to coordinate with each other -- over time,and at a population scale. Where an authority is responsive and failure iscontested, a modest sized conventional movement endured. Where authoritiesrepeatedly and incontrovertibly fail the movement, the population disengagedfrom action but evidenced an ongoing commitment to radicalism (latentradicalism).
我们生活在一个抗议的时代。虽然我们对预测参与抗议活动的因素有了很好的了解,但对促进持久(相对于短暂)运动的条件却知之甚少。支持者与当局之间的互动如何结合起来,影响人们是否参与以及如何参与(即使用常规战术还是激进战术)?本文介绍了一个基于理论和经验的新型代理模型(DIMESim)来解决这些问题。我们模拟了抗议者(代理人)的心理属性、抗议所针对的当局以及允许抗议者相互协调的环境之间随时间和人群规模发生的复杂互动。在当局反应迅速、失败受到质疑的地方,规模不大的常规运动得以持续。如果当局一再且不容置疑地使运动失败,民众就会脱离行动,但表现出对激进主义的持续承诺(潜在激进主义)。
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引用次数: 0
The impact of social media on polarization in the society 社交媒体对社会两极分化的影响
Pub Date : 2024-08-23 DOI: arxiv-2408.12877
Samana Pranesh, Sayan Gupta
The advent of social media platforms has revolutionized informationconsumption patterns, with individuals frequently engaging in these platformsfor social interactions. This trend has fostered an environment where peoplegravitate towards information that aligns with their preconceived notions,leading to the formation of echo chambers and polarization within the society.Recently introduced activity-driven models have been successful in capturingthe dynamics of information propagation and polarization. The present studyuses this model to explore the impact of social media on a polarized society.By considering the varying influence of media, ranging from exposingindividuals to contradictory views to reinforcing existing opinions, asupercritical pitchfork bifurcation is observed, triggering a transition fromconsensus to polarization. The transition points from polarization to consensusare derived analytically and is validated through numerical simulations. Thisresearch sheds light on the complex interplay between social media dynamics andsocietal polarization.
社交媒体平台的出现彻底改变了信息消费模式,人们经常在这些平台上进行社交互动。最近推出的活动驱动模型成功地捕捉到了信息传播和两极分化的动态。本研究利用这一模型来探讨社交媒体对两极化社会的影响。通过考虑媒体的不同影响(从让个人接触到相互矛盾的观点到强化现有观点),观察到超临界叉形分叉,引发了从共识到极化的过渡。从极化到共识的过渡点是通过分析得出的,并通过数值模拟进行了验证。这项研究揭示了社交媒体动态与社会极化之间复杂的相互作用。
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引用次数: 0
The impact of climate and wealth on energy consumption in small tropical islands 气候和财富对热带小岛屿能源消耗的影响
Pub Date : 2024-08-22 DOI: arxiv-2408.12438
Julien Gargani
Anthropic activities have a significant causal effect on climatic change butclimate has also major impact on human societies. Population vulnerability tonatural hazards and limited natural resources are deemed problematic,particularly on small tropical islands. Lifestyles and activities are heavilyreliant on energy consumption. The relationship between climatic variations andenergy consumption must be clearly understood. We demonstrate that it ispossible to determine the impact of climate change on energy consumption. Insmall tropical islands, the relationship between climate and energy consumptionis primarily driven by air conditioner electricity consumption during hottermonths. Temperatures above 26{deg}C correlate with increased electricityconsumption. Energy consumption is sensitive to: (1) climatic seasonalfluctuations, (2) cyclonic activity, (3) temperature warming over the last 20years. On small tropical islands, demographic and wealth variations also have asignificant impact on energy consumption. The relationship between climate andenergy consumption suggests reconsidering the production and consumption ofcarbon-based energy.
人类活动对气候变化有重要的因果影响,但气候对人类社会也有重大影响。人口对自然灾害的脆弱性和有限的自然资源被认为是一个问题,尤其是在热带小岛上。生活方式和活动严重依赖能源消耗。必须清楚地了解气候变异与能源消耗之间的关系。我们证明,确定气候变化对能源消耗的影响是可能的。在小型热带岛屿上,气候与能源消耗之间的关系主要受炎热月份空调耗电量的影响。温度超过 26 摄氏度与耗电量增加相关。能源消耗对以下因素很敏感(1) 气候季节波动,(2) 气旋活动,(3) 过去 20 年的气温升高。在热带小岛上,人口和财富的变化对能源消耗也有显著影响。气候与能源消耗之间的关系建议重新考虑碳基能源的生产和消费。
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引用次数: 0
An evidence-accumulating drift-diffusion model of competing information spread on networks 网络竞争信息传播的证据积累漂移扩散模型
Pub Date : 2024-08-22 DOI: arxiv-2408.12127
Julien Corsin, Lorenzo Zino, Mengbin Ye
In this paper, we propose an agent-based model of information spread,grounded on psychological insights on the formation and spread of beliefs. Inour model, we consider a network of individuals who share two opposing types ofinformation on a specific topic (e.g., pro- vs. anti-vaccine stances), and theaccumulation of evidence supporting either type of information is modelled bymeans of a drift-diffusion process. After formalising the model, we put forwarda campaign of Monte Carlo simulations to identify population-wide behavioursemerging from agents' exposure to different sources of information,investigating the impact of the number and persistence of such sources, and therole of the network structure through which the individuals interact. We findsimilar emergent behaviours for all network structures considered. When thereis a single type of information, the main observed emergent behaviour isconsensus. When there are opposing information sources, both consensus orpolarisation can result; the latter occurs if the number and persistence of thesources exceeds some threshold values. Importantly, we find the emergentbehaviour is mainly influenced by how long the information sources are presentfor, as opposed to how many sources there are.
在本文中,我们提出了一个基于代理的信息传播模型,该模型建立在对信念的形成和传播的心理学见解基础之上。在我们的模型中,我们考虑了一个由个体组成的网络,这些个体在一个特定的话题上分享两种截然相反的信息(例如,支持疫苗与反对疫苗的立场),而支持这两种信息的证据的积累是通过漂移-扩散过程来模拟的。在将模型正规化之后,我们进行了蒙特卡罗模拟,以确定代理人在接触不同信息源时产生的全人群行为,研究这些信息源的数量和持续性的影响,以及个体之间互动的网络结构的作用。我们发现,在所考虑的所有网络结构中,都会出现类似的突发行为。当信息类型单一时,观察到的主要突发行为是达成共识。当存在相互对立的信息源时,就会出现共识或极化现象;如果信息源的数量和持续时间超过某个临界值,就会出现极化现象。重要的是,我们发现突发行为主要受信息源存在时间长短的影响,而不是受信息源数量多少的影响。
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引用次数: 0
Quantum Ecosystem Research and Analysis in Colombia 哥伦比亚的量子生态系统研究与分析
Pub Date : 2024-08-21 DOI: arxiv-2409.00059
Cristian E. Bello, Benjamin Harper, Camilo A. Castro, Alcides Montoya C
The rapid growth of quantum computing in the last few years has led manycountries to make relevant public investments in that field. However, Colombialacks any investment or legislation in this area. Most previous studies havefocused on other countries, contributing to the region's significant lag. Inthis paper, we propose efforts to include quantum computing as a fundamentalpillar of Colombia's development plan. In this research we involved threestakeholders: academia (Universidad Nacional de Colombia), industry (AlianzaTeam), and government (Vice Ministry of Digital Transformation). We anticipatethat our work will provide a connection between all stakeholders involved inpublic investments in quantum technology in the country and will facilitate itslegislation.
过去几年,量子计算的快速发展促使许多国家在该领域进行相关的公共投资。然而,哥伦比亚在这一领域缺乏任何投资或立法。以前的大多数研究都集中在其他国家,导致该地区严重滞后。在本文中,我们建议努力将量子计算作为哥伦比亚发展计划的基础支柱。在这项研究中,我们涉及三个利益相关方:学术界(哥伦比亚国立大学)、产业界(联盟团队)和政府(数字转型部副部长)。我们预计,我们的工作将为参与该国量子技术公共投资的所有利益相关方提供联系,并促进其立法。
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引用次数: 0
Spline tie-decay temporal networks 样条领带衰减时空网络
Pub Date : 2024-08-21 DOI: arxiv-2408.11913
Chanon Thongprayoon, Naoki Masuda
Increasing amounts of data are available on temporal, or time-varying,networks. There have been various representations of temporal network data eachof which has different advantages for downstream tasks such as mathematicalanalysis, visualizations, agent-based and other dynamical simulations on thetemporal network, and discovery of useful structure. The tie-decay network is arepresentation of temporal networks whose advantages include the capability ofgenerating continuous-time networks from discrete time-stamped contact eventdata with mathematical tractability and a low computational cost. However, thecurrent framework of tie-decay networks is limited in terms of how eachdiscrete contact event can affect the time-dependent tie strength (which wecall the kernel). Here we extend the tie-decay network model in terms of thekernel. Specifically, we use a cubic spline function for modeling short-termbehavior of the kernel and an exponential decay function for long-termbehavior, and graft them together. This spline version of tie-decay networkenables delayed and $C^1$-continuous interaction rates between two nodes whileit only marginally increases the computational and memory burden relative tothe conventional tie-decay network. We show mathematical properties of thespline tie-decay network and numerically showcase it with three tasks: networkembedding, a deterministic opinion dynamics model, and a stochastic epidemicspreading model.
有关时态网络或时变网络的数据越来越多。时态网络数据有多种表示方法,每种方法对于下游任务(如数学分析、可视化、基于代理的时态网络动态模拟和其他动态模拟)和发现有用的结构都有不同的优势。领带衰减网络是时态网络的一种表现形式,其优点包括能够从离散的时间戳接触事件数据生成连续时间网络,具有数学上的可操作性和较低的计算成本。然而,目前的领带衰减网络框架在每个离散接触事件如何影响随时间变化的领带强度(我们称之为内核)方面受到了限制。在这里,我们从内核的角度扩展了领带衰减网络模型。具体来说,我们使用三次样条函数来模拟内核的短期行为,使用指数衰减函数来模拟长期行为,并将它们嫁接在一起。这种样条曲线版本的领带衰减网络可以实现两个节点之间的延迟和 $C^1$ 连续交互率,而相对于传统的领带衰减网络,它只稍微增加了计算和内存负担。我们展示了平分线领带衰减网络的数学特性,并通过三个任务对其进行了数值展示:网络嵌入、确定性舆论动力学模型和随机流行病传播模型。
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引用次数: 0
Polyrhythmic Harmonies from the Sky: Transforming Satellite Images of Clouds into Musical Compositions through Algorithms 来自天空的多节奏和声:通过算法将卫星云图转化为音乐作品
Pub Date : 2024-08-21 DOI: arxiv-2408.11461
Carlos Darío Badilla Cerdas
In a context of increasing scientific specialization and deficiencies in thescientific literacy of the population, there arises a need to broaden themethods of scientific dissemination. This study proposes an approach thatcombines music with scientific concepts, focusing on the sonification ofsatellite images as the core. A generative musical composition system isdeveloped that uses visual data to create accessible and emotional auditoryexperiences, thus enriching the fields of scientific dissemination and artisticexpression. It concludes with an example of the algorithm's use in a musicalcomposition.
在科学日益专业化和民众科学素养不足的背景下,有必要拓宽科学传播的方法。本研究提出了一种将音乐与科学概念相结合的方法,以卫星图像的声化为核心。研究开发了一个生成式音乐创作系统,该系统利用视觉数据创造出易于理解和感性的听觉体验,从而丰富了科学传播和艺术家表达领域。最后以该算法在音乐创作中的应用为例进行了总结。
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引用次数: 0
VIRIS: Simulating indoor airborne transmission combining architectural design and people movement VIRIS:结合建筑设计和人员流动模拟室内空气传播
Pub Date : 2024-08-21 DOI: arxiv-2408.11772
Yidan Xue, Wassim Jabi, Thomas E. Woolley, Katerina Kaouri
A Viral Infection Risk Indoor Simulator (VIRIS) has been developed to quicklyassess and compare mitigations for airborne disease spread. This agent-basedsimulator combines people movement in an indoor space, viral transmissionmodelling and detailed architectural design, and it is powered by topologicpy,an open-source Python library. VIRIS generates very fast predictions of theviral concentration and the spatiotemporal infection risk for individuals asthey move through a given space. The simulator is validated with data from acourtroom superspreader event. A sensitivity study for unknown parameter valuesis also performed. We compare several non-pharmaceutical interventions (NPIs)issued in UK government guidance, for two indoor settings: a care home and asupermarket. Additionally, we have developed the user-friendly VIRIS web appthat allows quick exploration of diverse scenarios of interest andvisualisation, allowing policymakers, architects and space managers to easilydesign or assess infection risk in an indoor space.
我们开发了病毒感染风险室内模拟器(VIRIS),用于快速评估和比较空气传播疾病的缓解措施。这个基于代理的模拟器结合了室内空间的人员流动、病毒传播模拟和详细的建筑设计,由开源 Python 库 topologicpy 提供支持。VIRIS 可快速预测病毒浓度和个人在特定空间移动时的时空感染风险。该模拟器通过一次室内超级传播者事件的数据进行了验证。此外,还对未知参数值进行了敏感性研究。我们对英国政府指南中发布的几种非药物干预措施(NPIs)进行了比较,分别适用于两种室内环境:护理院和超市。此外,我们还开发了用户友好型 VIRIS 网络应用程序,可快速探索各种相关情景并进行可视化,使政策制定者、建筑师和空间管理者能够轻松设计或评估室内空间的感染风险。
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引用次数: 0
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