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PROJECT PROPOSAL |
Contents
Project Motivation
Experts have warned that power demand is set to double by 2030 globally despite authoritative control. High power consumption can already be observed locally. According Energy Market Authority (EMA), Singapore has faced increasing power consumption from 1965 to 2013 [1].
As Singapore is land-scarce and does not have significant renewable energy options such as hydro-power, wave, or sufficient land for mass solar energy production, energy has been a top concern in the urban nation[2]. It is thus important to promote energy saving concepts to the public as well as deploying energy saving solution island wide. However, the usual analysis tools are not enough to provide a different perspective to facilitate the deployment of the solution. Information about the energy consumption levels of residents in Singapore are often not conveyed adequately enough in geographical terms. While EMA and Singstat provide annual data and reports on energy usage in Singapore, they lack the element of geographical positioning of the data points.
Project Objective
Our team aims to create a web application (Enerlyst) using R that leverages on energy datasets provided by EMA to perform geospatial analysis to identify energy usage clusters. Further analysis can then be performed to identify root causes for high or low energy consumption in these clusters and devise ways to achieve energy conversation as a nation. Project Enerlyst aims to provide a spatial perspective by utilising the following approaches:
- Choropleth Map
- Local Moran's I
- Local Indicators of Spatial Association (LISA)
Dataset
Related Works
Inspirations
EMA publishes energy statistics on an annual basis to provide readers with a comprehensive understanding of the Singapore energy landscape through a detailed coverage of various energy-related topics. As project Enerlyst focuses on analysing households' energy consumption, only private and public households data will be used. This study will be based on EMA dataset from 2013 to 2015. 2013 data will be prepared manually whereas 2014 and 2015 data will be uploaded to the application and process on the fly.
Proposed Storyboard
Technical Challenges
Timeline
Week No(s). | Task | Status |
---|---|---|
3 | Form team | Completed |
4-5 | Discuss and choose a project topic | Completed |
6-9 | Research chosen project topic and data collection | Completed |
10-11 | Create project repository and web application planning | Completed |
12 | Create project wiki | Completed |
11-15 | Develop application | Completed |
14-15 | Research report | Completed |
16 | Finalize application | Completed |
16 | Finalize Poster and Research Paper | Completed |
16 | Prepare for Townhall Presentation | Completed |
16 | Townhall Poster Presentation | Completed |
16 | Final Project Submission | Completed |
Technologies/Tools
Reference
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