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From Personal Comfort To District Performance: Using Smartwatch And Wifi Data For Occupant-Driven Operation, Martín MOSTEIRO-ROMERO, Matias QUINTANA, Clayton MILLER, Rudi STOUFFS 2024 Singapore Management University

From Personal Comfort To District Performance: Using Smartwatch And Wifi Data For Occupant-Driven Operation, Martín Mosteiro-Romero, Matias Quintana, Clayton Miller, Rudi Stouffs

Research Collection College of Integrative Studies

This work proposes the use of a data-driven, agent-based model of building occupants’ activities and thermal comfort in an urban university campus in order to assess how district operation strategies can be leveraged to support the transition to flexible work arrangements. The results show that when users are given the flexibility to pursue more comfortable workspaces, they are still comfortable only 58% of the time.


Introducing The Cool, Quiet City Competition: Predicting Smartwatch-Reported Heat And Noise With Digital Twin Metrics, Clayton MILLER, Matias QUINTANA, Mario FREI, Xuan Yun CHUA, Chun FU, Bianca PICCHETTI, Winston YAP, Adrian CHONG, Filip BILJECKI 2024 Singapore Management University

Introducing The Cool, Quiet City Competition: Predicting Smartwatch-Reported Heat And Noise With Digital Twin Metrics, Clayton Miller, Matias Quintana, Mario Frei, Xuan Yun Chua, Chun Fu, Bianca Picchetti, Winston Yap, Adrian Chong, Filip Biljecki

Research Collection College of Integrative Studies

The productivity and satisfaction of humans in the built environment is impacted significantly by their exposure to high temperature and various noise sources. This paper outlines the city-scale collection of 12,009 smartwatch-driven micro-survey responses that were collected alongside 2,825,243 physiological and environmental measurements from 106 people using the open-source Cozie-Apple platform combined with geolocation-driven urban digital twin metrics from the Urbanity Python package. This paper introduces a machine learning competition that will be launched for participants to compete in training models on the various contextual data to predict noise distraction and source as well as thermal preference across a diversity …


Construction And Application Of Multi-Dimensional Portrait System For Green Technology Innovation Enterprises In China: Taking The Green Transportation Technology Field As An Example, Wenke HAO, Jianlin YANG, Lei MIAO 2024 1.School of Information Management, Nanjing University, Nanjing 210023 2.Key Laboratory of Data Engineering and Knowledge Service in Provincial Universities(Nanjing University), Nanjing 210023

Construction And Application Of Multi-Dimensional Portrait System For Green Technology Innovation Enterprises In China: Taking The Green Transportation Technology Field As An Example, Wenke Hao, Jianlin Yang, Lei Miao

Journal of Scientific Information Research

[Purpose/significance]By constructing and applying the multi-dimensional portrait system of green technology innovation enterprises in China, this paper aims to comprehensively understand the status quo, advantages and obstacles of enterprises in specific fields in green technology innovation, so as to provide scientific references and suggestions for relevant government departments and decision makers of enterprises. [Method/process]Based on resource based view and environmental dependence theory, we select the internal and external labels of enterprises, and designs a multi-dimensional label system to objectively describe the performance of enterprises in terms of profitability,scientific research and innovation, public opinion and environmental responsibility. Then, the green technology …


Selected U.S. Government Statistical Agencies And Their Data, Bert Chapman 2024 Purdue University

Selected U.S. Government Statistical Agencies And Their Data, Bert Chapman

Libraries Faculty and Staff Presentations

Provides introductory and detailed overview of U.S. Government agencies statistics. Includes examples of how an individual U.S. law authorizes government agencies to compile statistics for particular congressional committees and the general public. Statistics cover topics such as demography, defense, foreign assistance, economic growth, criminal justice, energy, Social Security, and Medicare.


Battery Electric Vehicles: Travel Characteristics Of Early Adopters, Yunwen Feng, Jean-Daniel Saphores, Hilary Nixon, Monica Ramirez Ibarra 2024 Mineta Transportation Institute

Battery Electric Vehicles: Travel Characteristics Of Early Adopters, Yunwen Feng, Jean-Daniel Saphores, Hilary Nixon, Monica Ramirez Ibarra

Mineta Transportation Institute

Do U.S. households with battery electric vehicles (BEVs) drive less or more than U.S. households with internal combustion engine vehicles (ICEVs)? Answering this question is important to policymakers and transportation planners concerned with reducing vehicle miles traveled and the emissions of greenhouse gases from transportation. So far, this question has not been answered satisfactorily, possibly because of the relatively low number of EVs in the U.S. until recently, but also because of methodological issues. In this paper, we aim to fill this gap by analyzing data from the 2017 National Household Travel Survey (NHTS). We apply propensity score matching (PSM), …


Are Corporations Responding To Civil Society Pressure?: A Multilevel Analysis Of Corporate Emissions, Annika RIEGER 2024 Singapore Management University

Are Corporations Responding To Civil Society Pressure?: A Multilevel Analysis Of Corporate Emissions, Annika Rieger

Research Collection School of Social Sciences

Previous research in the world-society tradition associates improvements in nation-level environmental outcomes with greater civil society integration. However, research in the world-systems tradition indicates these improvements depend on a nation’s position in the global political-economic hierarchy. To test whether these patterns are present at the organizational level, I estimate a multilevel model using corporate emissions data from the Carbon Disclosure Project and include interactions between world-system position and three measures of civil society integration: number of NGOs, proportion of corporations with climate-management incentives, and number of corporate UN Global Compact signatories. I find that the relationship between civil society pressure …


Innovative Development Of China' Energy Models In Digital Economy Era, Junlian GAO, Bo ZHANG, Guosheng ZHANG, He LIU 2024 School of Management, China University of Mining and Technology (Beijing), Beijing 100083, China; Xiangjiang Laboratory, Changsha 410205, China

Innovative Development Of China' Energy Models In Digital Economy Era, Junlian Gao, Bo Zhang, Guosheng Zhang, He Liu

Bulletin of Chinese Academy of Sciences (Chinese Version)

In the era of the digital economy, the explosive growth of massive data and emerging technologies has brought new opportunities and challenges to the development of energy models. This study is grounded in the historical context and current trends of energy model development, revisits the basic connotations of energy models and their narrow and broad distinctions, and analyzes the latest research progress and technological frontiers of both types of models from a global perspective. Focusing on domestic practices, it clarifies the urgent needs for China’s energy model development in the digital economy era, including achieving independent innovation, aligning with national …


Research And Implications Of The Us Clean Energy Strategy, Lanchun LI, Qing LIU, Wei CHEN, Yun TANG, Jun CHEN 2024 Wuhan Library, Chinese Academy of Sciences, Wuhan 430071, China; Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing 100190, China

Research And Implications Of The Us Clean Energy Strategy, Lanchun Li, Qing Liu, Wei Chen, Yun Tang, Jun Chen

Bulletin of Chinese Academy of Sciences (Chinese Version)

As the world enters a new period of carbon neutrality, the US government is actively building a clean energy innovation ecosystem through both internal and external measures. Systematically tracking and in-depth analysis of the intent, structure, approach, and other characteristics of the new phase of the US clean energy strategy is of practical significance to Chinese energy revolution. The US focuses on the strategic objectives of science and technology innovation, energy security, and infrastructure, and has constructed an innovation ecology characterized by technology lists, planning blueprints, full-chain research, and innovative subjects from the perspective of whole-government coordination, cross-institutional decision-making, deep …


Analysis Of Recent Development In Energy Storage Technology In China From Perspective Of Patents, Mingming JIANG, Zhijun JIN 2024 Institute of Energy, Peking University, Beijing 100871, China

Analysis Of Recent Development In Energy Storage Technology In China From Perspective Of Patents, Mingming Jiang, Zhijun Jin

Bulletin of Chinese Academy of Sciences (Chinese Version)

The achievement of the “dual carbon” goal is closely tied to the widespread implementation of renewable energy, however, renewable energy generation is characterized by intermittency and volatility. Advanced energy storage technology plays a crucial role in mitigating the fluctuations of new energy sources and enhancing their absorption capacity. Patents serve as important indicators of technological innovation, directly reflecting current research trends and future directions in energy storage technology. This paper primarily relies on the “WIPO IP Portal” website provided by the World Intellectual Property Organization to analyze the comprehensive strength of eight leading countries including the United States, China, France, …


International Development Strategy And Analysis Of Science And Technology Trends In Carbon Capture, Utilization, And Storage (Ccus), Aning QIN, Yuling SUN 2024 National Science Library, Chinese Academy of Sciences, Beijing 100190, China

International Development Strategy And Analysis Of Science And Technology Trends In Carbon Capture, Utilization, And Storage (Ccus), Aning Qin, Yuling Sun

Bulletin of Chinese Academy of Sciences (Chinese Version)

In the context of carbon neutrality, carbon capture, utilization, and storage (CCUS) technology has emerged as a critical focus for policymakers worldwide. Recognized as a critical tool for combating climate change and achieving carbon neutrality, CCUS has gained widespread endorsement from major nations and international organizations. Through methods such as bibliometrics, text clustering, and comprehensive research involving foreign official institutions and authoritative websites, this study delves into the technology strategy and development trends of CCUS. It is found that various countries,including the United States, Europe, and Japan, have sequentially rolled out CCUS strategies, elevating CCUS to a pivotal national strategic …


Financing Just Energy Transitions In Southeast Asia: Application Of The Just Transition Transaction To Indonesia, Vietnam, And Philippines, Abhinav Jindal, Gireesh Shrimali, Bharat Gangwani, Rajiv B. Lall 2024 Indian Institute of Management, Indore

Financing Just Energy Transitions In Southeast Asia: Application Of The Just Transition Transaction To Indonesia, Vietnam, And Philippines, Abhinav Jindal, Gireesh Shrimali, Bharat Gangwani, Rajiv B. Lall

Sim Kee Boon Institute for Financial Economics

This paper investigates the applicability of the Just Transition Transaction (JTT), initially developed as a financial mechanism for South Africa's energy transition, to Southeast Asian (SEA) countries, including Indonesia, Vietnam, and the Philippines, which heavily rely on coal. Utilizing South Africa as a reference case study, we deconstruct the JTT and develop a novel framework of necessary and conducive features for evaluating its suitability for supporting a just energy transition in SEA. Our findings suggest that the JTT is well-suited for Indonesia and Vietnam but not as well suited for the Philippines. Recommendations for specific research avenues in estimating baselines …


Moving Towards The Electrification Of Medium- And Heavy-Duty Vehicles In The Inland Empire, Kimberly Collins, Raffi Der Wartanian, Francisca Beer, Yunfei Hou 2024 California State University - San Bernardino

Moving Towards The Electrification Of Medium- And Heavy-Duty Vehicles In The Inland Empire, Kimberly Collins, Raffi Der Wartanian, Francisca Beer, Yunfei Hou

Mineta Transportation Institute

This report investigates the transition to zero-emission medium- and heavy-duty vehicles (MDHD) within California’s Inland Empire (IE), emphasizing the significance of electric vehicle charging infrastructure and opportunity charging strategies in facilitating sustainable transportation. Utilizing a mixed-methods approach that combines a systematic literature review, geospatial and big data analytics, and thematic analysis of expert interviews, the study explores the multifaceted challenges and opportunities of electrification. The literature review assesses policies at various governance levels, while geospatial analysis identifies regional traffic patterns and infrastructure needs. Big data analytics examine vehicle movements, complemented by insights from interviews with 16 regional experts, offering a …


2023 Transportation Electrification Scorecard: Mountain West States, Ayda Atici, Kristian Thymianos, Caitlin J. Saladino, William E. Brown Jr. 2024 University of Nevada, Las Vegas

2023 Transportation Electrification Scorecard: Mountain West States, Ayda Atici, Kristian Thymianos, Caitlin J. Saladino, William E. Brown Jr.

Transportation & Infrastructure

This fact sheet examines data on policies and actions to support electric vehicle (EV) infrastructure in five Mountain West states: Arizona, Colorado, Nevada, New Mexico, and Utah. The data are retrieved from the “2023 Transportation Electrification Scorecard,” created by the American Council for an Energy-Efficient Economy (ACEEE). The Scorecard measures which Mountain West states are the most efficient in progress made towards the electrification of vehicles.


Operational Energy Solutions For A 21st Century Battlefield, Nestor R. Levin 2024 US Air Force Academy/ Purdue University

Operational Energy Solutions For A 21st Century Battlefield, Nestor R. Levin

Space and Defense

Development of alternative energy storage and distribution capacity for the modern battlefield is a major national security interest.


Creating Synthetic Energy Meter Data Using Conditional Diffusion And Building Metadata, Chun FU, Hussain KAZMI, Matias QUINTANA, Clayton MILLER 2024 Singapore Management University

Creating Synthetic Energy Meter Data Using Conditional Diffusion And Building Metadata, Chun Fu, Hussain Kazmi, Matias Quintana, Clayton Miller

Research Collection College of Integrative Studies

Advances in machine learning and increased computational power have driven progress in energy-related research. However, limited access to private energy data from buildings hinders traditional regression models relying on historical data. While generative models offer a solution, previous studies have primarily focused on short-term generation periods (e.g., daily profiles) and a limited number of meters. Thus, the study proposes a conditional diffusion model for generating high-quality synthetic energy data using relevant metadata. Using a dataset comprising 1,828 power meters from various buildings and countries, this model is compared with traditional methods like Conditional Generative Adversarial Networks (CGAN) and Conditional Variational …


Crafting Community Solar Programs To Alleviate Energy Burdens And Empower Communities In Virginia, Elizabeth Anne Sekelsky 2024 The University of San Francisco

Crafting Community Solar Programs To Alleviate Energy Burdens And Empower Communities In Virginia, Elizabeth Anne Sekelsky

Master's Projects and Capstones

Low to moderate-income (LMI) groups usually suffer from high energy burdens and community solar is a renewable energy strategy that can save LMI groups on their monthly electricity bills. This research explores the intersection of renewable energy and energy justice, specifically the potential for community solar, energy efficiency, and home weatherization to alleviate Virginia's energy burdens. Included is an analysis of incentives, programs, and Greenhouse gas emission goals for the state, investigations on how low-income groups are receiving aid and what is available to them from programs and utilities, suitable sites for solar based on groups in need, and comparisons …


Federal Government: Assessing The Impact Of Lithium Mineral Resource Extraction On Indigenous Communities In The State Of Nevada, Zachary Johnigan 2024 University of Nevada, Las Vegas

Federal Government: Assessing The Impact Of Lithium Mineral Resource Extraction On Indigenous Communities In The State Of Nevada, Zachary Johnigan

Student Research

The research topic for this project is lithium mining which holds significance to indigenous populations in the State of Nevada and mineral extraction companies seeking to mine there. My research objective is to gain a deeper understanding of the direct impacts that lithium mining has had on indigenous communities, throughout history and today. Overall, the purpose of the project is to expound upon the implications of lithium mining on indigenous communities in response to the recent higher demand for the critical mineral in the United States. If it can be understood exactly how lithium mining has affected Nevada’s indigenous population, …


Powering Justice: Sketches For A New Ethos In Energy Policy, Erin Rizzato Devlin 2024 University of Glasgow, Scotland

Powering Justice: Sketches For A New Ethos In Energy Policy, Erin Rizzato Devlin

Green Humanities: A Journal of Ecological Thought in Literature, Philosophy & the Arts

Energy politics lie at the heart of human activity. In a time of ecological and energy crisis, it is fundamental to realise that our reality systems are always open to change and that, in order to respond to the challenges of a changing energy landscape, we must explore the full possibilities of technology in a radical way. This research aims to consider the ethical implications of energy and technology, presenting an urgent case for cosmotechnical pluralism, that is the diversification of world-views, knowledges, technologies in the pursuit of energy justice in global politics. To reconstruct the world and its politics …


Opening The Black Box: Towards Inherently Interpretable Energy Data Imputation Models Using Building Physics Insight, Antonio LIGUORI, Matias QUINTANA, Chun FU, Clayton MILLER, Jérôme FRISCH, Christoph VAN TREECK 2024 Singapore Management University

Opening The Black Box: Towards Inherently Interpretable Energy Data Imputation Models Using Building Physics Insight, Antonio Liguori, Matias Quintana, Chun Fu, Clayton Miller, Jérôme Frisch, Christoph Van Treeck

Research Collection College of Integrative Studies

Missing data are frequently observed by practitioners and researchers in the building energy modeling community. In this regard, advanced data-driven solutions, such as Deep Learning methods, are typically required to reflect the non-linear behavior of these anomalies. As an ongoing research question related to Deep Learning, a model's applicability to limited data settings can be explored by introducing prior knowledge in the network. This same strategy can also lead to more interpretable predictions, hence facilitating the field application of the approach. For that purpose, the aim of this paper is to propose the use of Physics-informed Denoising Autoencoders (PI-DAE) for …


The Future Is Here, Kazi Uzayr Razin 2024 Augustana College, Rock Island Illinois

The Future Is Here, Kazi Uzayr Razin

Audre Lorde Prize

This essay explores the devastating impacts that global warming currently has on women living in the Sundarbans, the largest mangrove forest globally, located in South Asia. Womanist ideas are employed to identify the underlying injustices within environmental policies like the Paris Agreement, which undermine the effects of climate change in the global south. Initiatives led by women in vulnerable regions are then shared to offer ideas for improvement.


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