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Involving people in energy systems planning can increase the legitimacy and socio-political feasibility of energy transitions. Participatory research in energy modelling offers the opportunity to engage with stakeholders in a comprehensive…

计算机与社会 · 计算机科学 2026-04-14 Oskar Vågerö , Koen van Greevenbroek , Aleksander Grochowicz , Maximilian Roithner

Many classical models of collective behavior assume that emergent dynamics result from external and observable interactions among individuals. However, how collective dynamics in human populations depend on the internal psychological…

物理与社会 · 物理学 2024-09-27 Alice C Schwarze , Mari Kawakatsu , Sarah Iams , Nina H Fefferman , Tahra L Eissa

The development of energy systems is not a technocratic process but equally shaped by societal and cultural forces. Key instruments in this process are model-based scenarios describing a future energy system. Applying the concept of…

理论经济学 · 经济学 2023-06-16 Leonard Göke , Jens Weibezahn , Christian von Hirschhausen

A subjective expected utility policy making centre, managing complex, dynamic systems, needs to draw on the expertise of a variety of disparate panels of experts and integrate this information coherently. To achieve this, diverse supporting…

统计方法学 · 统计学 2015-12-21 Jim Q. Smith , Martine J. Barons , Manuele Leonelli

The complexity of emergent wicked problems, such as climate change, culminates in a reformulation of how we think about society and mobilize scientists from various disciplines to seek solutions and perspectives on the problem. From an…

数字图书馆 · 计算机科学 2020-08-06 Flavio C. D. Moraes , Ana Lia Leonel , Pedro H. C. Torres , Pedro R. Jacobi , Sandra Momm

We assess empirical models in climate econometrics using modern statistical learning techniques. Existing approaches are prone to outliers, ignore sample dependencies, and lack principled model selection. To address these issues, we…

应用统计 · 统计学 2025-05-26 Christof Schötz , Jan Hassel , Christian Otto

Advances in algorithms and hardware have enabled computers to design new materials atom-by-atom. However, in order for these computer-generated materials to truly address problems of societal importance, such as clean energy generation, it…

材料科学 · 物理学 2023-08-21 Keiji Sakakibara , Daniel M. Packwood

Organisms and ecological groups accumulate evidence to make decisions. Classic experiments and theoretical studies have explored this process when the correct choice is fixed during each trial. However, we live in a constantly changing…

神经元与认知 · 定量生物学 2015-10-01 Alan Veliz-Cuba , Zachary P. Kilpatrick , Kresimir Josic

In the past decades human activities caused global Earth system changes, e.g., climate change or biodiversity loss. Simultaneously, these associated impacts have increased environmental awareness within societies across the globe, thereby…

物理与社会 · 物理学 2021-05-11 Paul Manuel Müller , Jobst Heitzig , Jürgen Kurths , Kathy Lüdge , Marc Wiedermann

For a society to remain healthy and prosperous, people must collectively behave and act to contribute to the common good, even if there is often a tradeoff against their individual benefit. Paradigmatic examples include the adoption of…

系统与控制 · 电气工程与系统科学 2026-05-05 Mengbin Ye , Lorenzo Zino , Ming Cao

To analyze climate change mitigation strategies, economists rely on simplified climate models - climate emulators. We propose a generic and transparent calibration and evaluation strategy for these climate emulators that is based on Coupled…

综合经济学 · 经济学 2022-06-10 Doris Folini , Felix Kübler , Aleksandra Malova , Simon Scheidegger

The dynamics of political opinion are a critical component of modern society with large-scale implications for the evolution of intra- and international political discourse and policy. Here we utilize recent high-resolution survey data to…

物理与社会 · 物理学 2025-10-15 David Sabin-Miller , Christopher Harding

The socioeconomic impact of pollution naturally comes with uncertainty due to, e.g., current new technological developments in emissions' abatement or demographic changes. On top of that, the trend of the future costs of the environmental…

最优化与控制 · 数学 2024-02-28 Matteo Basei , Giorgio Ferrari , Neofytos Rodosthenous

Discrete Choice Modelling serves as a robust framework for modelling human choice behaviour across various disciplines. Building a choice model is a semi structured research process that involves a combination of a priori assumptions,…

计量经济学 · 经济学 2025-06-09 Gabriel Nova , Sander van Cranenburgh , Stephane Hess

The large majority of inferences drawn in empirical political research follow from model-based associations (e.g. regression). Here, we articulate the benefits of predictive modeling as a complement to this approach. Predictive models aim…

统计方法学 · 统计学 2016-12-20 Skyler J. Cranmer , Bruce A. Desmarais

With the rise of computers, simulation models have emerged beside the more traditional statistical and mathematical models as a third pillar for ecological analysis. Broadly speaking, a simulation model is an algorithm, typically…

种群与进化 · 定量生物学 2018-12-24 Florian Hartig

Achieving decarbonization across energy sectors requires demand-side transformation such as behavioural changes and end-use efficiency improvements to complement supply-side technological shifts. However, changing consumption patterns is…

物理与社会 · 物理学 2025-08-07 Parisa Rahdan , Mirko Schäfer , Ana Belén Cristóbal López , Marta Victoria

Conventional energy production based on fossil fuels causes emissions which contribute to global warming. Accurate energy system models are required for a cost-optimal transition to a zero-emission energy system, an endeavor that requires…

综合经济学 · 经济学 2021-08-11 Jabir Ali Ouassou , Julian Straus , Marte Fodstad , Gunhild Reigstad , Ove Wolfgang

The literature on the costs of climate change often draws a link between climatic 'tipping points' and large economic shocks, frequently called 'catastrophes'. The use of the phrase 'tipping points' in this context can be misleading. In…

经济学 · 定量金融 2016-07-12 Robert E. Kopp , Rachael Shwom , Gernot Wagner , Jiacan Yuan

This essay provides a critical overview of the mathematical kinetic theory of active particles, which is used to model and study collective systems consisting of interacting living entities, such as those involved in behavior and evolution.…

物理与社会 · 物理学 2025-10-17 Marina Dolfin , Leone Leonida