Towards low carbon cities
A machine learning method for predicting urban blocks carbon emissions (Ubce) based on built environment factors (BEF) in Changxing City, China
Bibliographic Data
| ID | 21228804 |
|---|---|
| Authors | Xiaoping Zhang (0000-0003-0995-4989, Tianjin University), Fengying Yan (0000-0003-4917-985X, Tianjin University, corresponding author), Hongjiang Liu (0000-0001-9322-7121, Tianjin University), Zhi Qiao (0000-0001-6308-8968, Tianjin University) |
| Year | 2021 |
| Volume | 69 |
| Pages | 102875 |
| Publication date | 2021-06-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Sustainable Cities and Society (JOURNAL) |
| Journal identifiers | ISSN: 2210-6707 • E-ISSN: 2210-6715 |
| Publisher | Elsevier BV (PUBLISHER) |
| DOI | 10.1016/j.scs.2021.102875 |
| OpenAlex | W3139238638 |
| Language | EN |
| Citations received | 15 |
| References cited | 72 |
Algorithm · Artificial neural network · Carbon fibers · China · Civil engineering · Geography · Machine learning · Meteorology · Urban heat island · Urban planning · Building Energy and Comfort Optimization · Computer Science · Engineering · Environmental Science · Mathematics · Noise Effects and Management · Urban Heat Island Mitigation · Environmental Engineering
Achieving Carbon Neutrality through Urban Planning and Design
How does urban land use and transportation spatial configuration affect carbon exacerbation and mitigation?
Vector maps and spatial autocorrelation of carbon emissions at land patch level based on multi-source data
Built environment and residential blocks carbon emissions
Multi-objective optimization of urban environmental system design using machine learning
An intelligent low carbon economy management scheme based on the genetic algorithm enabled replacement recommendation model
Exploration of non-linear influence mechanisms of traditional courtyard forms on thermal comfort in winter and summer
Effect of urban morphology on microclimate and building cluster energy consumption in cold regions of China
Evaluating the potential of achieving carbon neutrality at the neighborhood scale in urban areas
Scenario forecasting of carbon neutrality by combining the Leap model and future land-use simulation
Exploring the impact of the built environment form on carbon emissions in urban neighborhoods
Exploring spatial and environmental heterogeneity affecting energy consumption in commercial buildings using machine learning
Unraveling the coupling-driven patterns of urban carbon emissions and urban heat islands
Shaping sustainable urban layouts
AI Analytics for Carbon-Neutral City Planning
Decomposition analysis for policymaking in energy
Optimizing local climate zones to mitigate urban heat island effect in human settlements
The impact of glazing ratio and window configuration on occupants’ comfort and energy demand
From “Traditional” to “Low carbon” urban land use
Influential factors analysis on Leed building markets in U.S. East Coast cities by using Support Vector Regression
Local climate zone ventilation and urban land surface temperatures
Prediction of energy consumption in hotel buildings via support vector machines
Urban morphology and landscape structure effect on land surface temperature
Enhancing urban ventilation performance through the development of precinct ventilation zones
A GIS-statistical approach for assessing built environment energy use at urban scale
Improving sustainable office building operation by using historical data and linear models to predict energy usage
Quantitative analysis of carbon emissions for new town planning based on the system dynamics approach
Modeling the spatial relation between urban morphology, land surface temperature and urban energy demand
Predictions of electricity consumption in a campus building using occupant rates and weather elements with sensitivity analysis
Low-carbon City in China
Urban expansion simulation towards low-carbon development
Remote measurement of building usable floor area – Algorithms fusion
Three Challenges for the Compact City as a Sustainable Urban Form
| Unique citing works | 15 |
|---|---|
| Citations per year | 3,75 |
| Citation span | 2022 - 2026 (5) |
| Citation velocity | current |
| Highly cited | No |
| Citation types | Neutral: 14 |