郭佩棻 – 空間社會科學實驗室-其他資訊 - 國立成功大學測量及空間資訊學系

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郭佩棻 – 空間社會科學實驗室-其他資訊

空間社會科學實驗室 Spatial Social Science Laboratory

[簡介]

主要研究各種人類活動與社會科學之時空分布之實驗室。

[創立背景]

「科技始終來自於人性!」，所謂人性科技必須先了解人類的行為、活動與需求。然而，超過百分之八十的人類活動資料都含有空間資訊。透過智慧型手機的普及，感應器與監視系統等科技發展與社群網站的興起，人類每天的活動資訊正悄悄地被記錄下來。再加上政府推動的OPEN DATA政策，社會經濟與自然環境的空間資料開放上網。這兩者透過時空資訊結合後，豐富的人類與環境互動資料可供學界分析研究其態樣，並應用於後續政府的工程管理或政策擬定。

[研究方向與未來展望]

本實驗室主要研究方向與執行的計畫係將應用空間統計與地理資訊系統，研究人類各項的空間行為與周遭環境之間的關聯性。

巨觀角度:就現有總體資料庫:如酒駕肇事資料庫、犯罪資料庫、飲酒店位置資料等，結合開放之GIS圖層與社會經濟資料，透過空間迴歸與資料探勘等技術，尋找其相關性並發展時空預測模型。結果可應用於後續環境之設計與人力規劃上，如都市規劃、路網設計或警力配置等。
微觀角度: 持續蒐集或擴充個體之感測器或軌跡資料:如連續性侵犯犯案位置、智慧農業文心蘭溫溼感應器或是電子腳鐐資料庫等，透過時空檢定與軌跡分析等，尋找其特性並監控管理策略。
其他:高精度地圖

未來長期研究計畫希望能應用空間分析技術及Location Based System至其他人類活動之空間資訊；並與其他測量工程、地質與衛星通訊之研究室合作，共享研究資源。本計畫預期發展的預測模型能有效且準確地分析人類行為與相對應時空環境之可能反應與關係，提供管理者與政府未來規劃與工程建設參考依據。

[實驗室守則]

本實驗室主要研究方向與執行的計畫係將應用空間統計與地理資訊系統，研究人類各項的空間行為與周遭環境之間的關聯性。

請妥善保存實驗室設備資料與各項資產
遵守學術倫理物抄襲與作假等行為
遵守教授指導勿抄襲
研究成果與資料為實驗室資產請勿外流請依主持老師規劃不可私自發表
研究過程請備份建檔，日後需將成果發表並整理轉交給學弟妹

The Spatial Social Science Laboratory believes that one of the best ways of applying GIS (Geographic Information Systems) is on analyzing the relationship between human spatial-temporal behavioral patterns and the surrounding environment. With the rapid development of smartphones and sensor technologies, the rise of social media, and government open data policies which makes tons of spatial datasets of socio-economic and human-environment interactions available over the internet, further academic analysis can be done to design business strategies, and provide references for the government’s policy development.

Indicated below are current research topics associated with the laboratory:

Crime and Risk Analysis

Using the Spatial Regression Model on crime, crash, and alcohol outlet location datasets, GIS models are created to analyze spatial-temporal patterns to predict crime hotspots, define risk factors and potential escape paths. The results can be used by local authorities for patrol routes, CCTV installations, and enforcement.

Smart Agriculture

Designing the best installation location of IoT (Internet of Things) sensors in an orchid greenhouse to collect weather information for smart agriculture.

Human Movement (Tourism)

Combining mobile phone and bike-share datasets with Pokemon Go safari event stop points, an estimate of the number of tourists (particularly Pokemon Go enthusiasts) and a simulation of their movements in Tainan, Taiwan is computed.

Human Movement (Medical)

Applying object detection techniques to CCTV footages and integrating it with GPS sensor data, a mapping system is developed to help the elderly who have dementia (a brain disease that causes a long-term and gradual decrease in the ability to think and remember) to travel.

Future research programs include the application of spatial analysis on other human activities. Expected generated models from those programs can effectively and accurately analyze the possible relationships between human behavior and the corresponding space-time environment. Its results can be used as a reference for future planning by the Government or Private Institutions.

🙍🏻‍♂️目前成員(Current Members)

尹杰德 / I Gede Brawiswa Putra

碩士班109級 / 博士班

Data Analyst, Spatial Statistic, GNSS Surveying

brawiswa@gmail.com

CONFERENCE PROCEEDINGS

40th Asian Conference on Remote Sensing (ACRS 2019) Daejeon, South Korea

Title: Spatial Analysis of The Air Pollution Effect on Domestic Violence and Robbery in New South Wales

CONFERENCE PAPER

Kuo, P., Gede Brawiswa Putra, I., Ilmy, H. F., Chiu, C. S., & Wu, C. Y. (2018). Defining the related environmental risk factors for motorcycle theft crimes. 2550-2559. Paper presented at 39th Asian Conference on Remote Sensing: Remote Sensing Enabling Prosperity, ACRS 2018, Kuala Lumpur, Malaysia.
Kuo, P., Hsu, T. P., Gede Brawiswa Putra, I., Ilmy, H. F., Chiu, C. S., & Wu, C. Y. (2018). Defining the effects of traffic violations on crash frequency by applying a spatial panel model. 2126-2135. Paper presented at 39th Asian Conference on Remote Sensing: Remote Sensing Enabling Prosperity, ACRS 2018, Kuala Lumpur, Malaysia.

PUBLICATIONS

Kuo, P. F., & Putra, I. G. B. (2021). Analyzing the relationship between air pollution and various types of crime. PLoS one, 16(8), e0255653.
Kuo, P. F., Huang, T. E., & Putra, I. G. B. (2021). Comparing kriging estimators using weather station data and local greenhouse sensors. Sensors, 21(5), 1–15.
Putra, M & Nuarisanti, I & Sulistyah, Umroh & Putra, I Gede Brawiswa & Utama, Wahyudayanto. (2018). Analysis of flood by using river flow map from landsat 8 imaging to mitigate flood and the use of bamboo planting to prevent the flood study case: Kemuning river, Madura. IOP Conference Series: Earth and Environmental Science. 202. 012013. 10.1088/1755-1315/202/1/012013.
Putra, M & Nuarisanti, I & Sulistyah, Umroh & Putra, I Gede Brawiswa & Utama, Wahyudayanto. (2018). Analysis of karst potential using Landsat 8 Imaging and DEM in the District of Sampang, Madura Island, East Java. IOP Conference Series: Earth and Environmental Science. 202. 012008. 10.1088/1755-1315/202/1/012008.
Putra, I Gede Brawiswa & Cahyadi, Mokhamad. (2016). Analisis Ketelitian Penetuan Posisi Horisontal Menggunakan Antena GPS Geodetik Ashtech ASH111661. Jurnal Teknik ITS. 5. 10.12962/j23373539.v5i2.17159.
Accuracy Analysis of Horizontal Position Determination using Ashtech Geodetic GPS Antennas ASH111661
陳徐賢、尹杰德、郭佩棻（2019）。空氣污染與不同類型犯罪行為之空間相關性－以澳洲新南威爾斯州為例。航測及遙測學刊，24(1)，1-12。doi:10.6574/JPRS.201903_24(1).0001

其他成員	成員資訊 umrohdians@gmail.com
蘇利葉 / Umroh Dian S.	碩士班級 / 研究助理 umrohdians@gmail.com
許瑋庭 / Hsu, Wei-Ting (Joan)	大學部110級 /碩士班112級 weiting011@gmail.com
李怡葶 / Anya	大學部111級 /碩士班113級 anya103534@gmail.com
邰比莫 / Bimo
馬愛瓦 / Dessy	碩士班113級

🙍🏻‍♂️已畢業成員 (Graduated Members)

黃梓恩 / Huang, Tzu En (Neil)

碩士班110級

Smart Agriculture

neil860515@gmail.com

CONFERENCE PROCEEDINGS

Asian Conference on Remote Sensing 40th (ACRS 2019) Daejeon, South Korea

Title: The Spatial-Temporal Effect of Weather on The Productivity of Oncidium Cut Flowers

PUBLICATIONS

Kuo, P. F., Huang, T. E., &Putra, I. G. B. (2021). Comparing kriging estimators using weather station data and local greenhouse sensors. Sensors, 21(5), 1–15.

曹勤 / Tsao, Chin (Gina)

碩士班110級

Smart Parking, Smart Agriculture

ginatos@gmail.com

何哈法 / Hafsah Fatihul Ilmy

CONFERENCE PROCEEDINGS

Asian Conference on Remote Sensing 39th (ACRS 2018) Kuala Lumpur, Malaysia

Title: Defining the Related Environmental Risk Factors for Motorcycle Theft Crimes

2019 International Symposium on Remote Sensing (ISRS 2019) Taipei, Taiwan

Title: Determination of Wireless Sensor Network (WSN) Location for Greenhouse Environmental Monitoring System
Asian Conference on Remote Sensing 40th (ACRS 2019) Daejeon, South Korea

Title: The Spatial-Temporal Effect of Weather on The Productivity of Oncidium Cut Flowers

邱垂盛 / Chiu, Chui Sheng (Sam)

大學部107級 / 碩士班109級 / 研究助理

Social media spatial data collection, trajectory data collection, gis app development

p66074117@mail.ncku.edu.tw

CONFERENCE PROCEEDINGS

40th Asian Conference on Remote Sensing (ACRS 2019) Daejeon, South Korea

Title: Integration of GIS, GPS And CCTV Into a Tracking App System: Developing a Search Tool for Missing Seniors with Dementia

The 38^th Conference on Surveying and Geomatics (SG38 2019) Taoyuan, Taiwan

Title: 共享單車費率政策變更對旅運行為影響之空間分析-以空間存活模型為例

2019 International Symposium on Remote Sensing (ISRS 2019) Taipei, Taiwan

Title: Defining the Sptial Relationship between Traffic Violations and Crash by Applying a Spatial Panel Model

2018 TGIS Annual Meeting and Technical Seminar (TGIS 2018) Taichung, Taiwan

Title: 以社群攀爬資料更新地圖資料－以餐廳地標為例

PUBLICATIONS

Kuo, P. F., Shen, C. W., & Chiu, C. S. (2021). The impact of large-scale events: A difference-in-difference model for a Pokémon go safari zone event in Tainan and its effect on bikeshare systems. Transportation Research Part A: Policy and Practice, 149, 283-299.
Kuo, P. F., & Chiu, C. S. (2021). Airline transportation and arrival time of international disease spread: A case study of Covid-19. Plos one, 16(8), e0256398.
Kuo, P., Gede Brawiswa Putra, I., Ilmy, H. F., Chiu, C. S., & Wu, C. Y. (2018). Defining the related environmental risk factors for motorcycle theft crimes. 2550-2559. Paper presented at 39th Asian Conference on Remote Sensing: Remote Sensing Enabling Prosperity, ACRS 2018, Kuala Lumpur, Malaysia.
Kuo, P., Hsu, T. P., Gede Brawiswa Putra, I., Ilmy, H. F., Chiu, C. S., & Wu, C. Y. (2018). Defining the effects of traffic violations on crash frequency by applying a spatial panel model. 2126-2135. Paper presented at 39th Asian Conference on Remote Sensing: Remote Sensing Enabling Prosperity, ACRS 2018, Kuala Lumpur, Malaysia.

3S Maker (3S創客競賽)

2018 佳作 Title: 老了一樣"行"-失智症初期患者知友善空間輔助APP
2017 簡報獎 Title: 台南餐廳網路聲量地圖

吳承諺 / Frank Wu

CONFERENCE PROCEEDINGS

40th Asian Conference on Remote Sensing (ACRS 2019) Daejeon, South Korea

Title: Defining the Spatial Impacts of Changing the Youbike Fees: A Case Study of Taipei's Elimination of the "First 30 Minutes Is Free" Policy

2019 International Symposium on Remote Sensing (ISRS 2019) Taipei, Taiwan

Title: The Spatial Relationships among Drunk-Driving Crashes and Various Characteristics of Alcohol Outlets

2019 TGIS Annual Meeting and Technical Seminar (TGIS 2019) Yilan, Taiwan

Title: A Spatial Analysis of Bike Sharing Usage with Price Policy

The 37^th Conference on Surveying and Geomatics (SG37 2018) Taoyuan, Taiwan

Title: 共享腳踏車運量與觀光景點之時空關係 - 以台南市T-bike為例

3S Maker (3S創客競賽)

2018 佳作 Title: 老了一樣"行"-失智症初期患者知友善空間輔助APP

陳徐賢 / Ricky Chen

CONFERENCE PROCEEDINGS

2019 TGIS Annual Meeting and Technical Seminar Yilan, Taiwan

Title: 不同類型連續性侵犯之犯罪路徑時空分析

Asian Conference on Remote Sensing 40th (ACRS 2019) Daejeon, South Korea

Title: Temporal and Spatial Analysis of Criminal Path of Different Types of Serial Sexual Offenders

年度	計劃案名稱	擔任職務	委託單位

Kuo, P. F., & Chiu, C. S. (2021). Airline transportation and arrival time of international disease spread: A case study of Covid-19. Plos one, 16(8), e0256398.
Kuo, P. F., & Putra, I. G. B. (2021). Analyzing the relationship between air pollution and various types of crime. PLoS one, 16(8), e0255653.
Ao, C. K., Dong, Y., & Kuo, P. F. (2021). Industrialization, indoor and ambient air quality, and elderly mental health. China Economic Review, 101676.
Kuo, P. F., Shen, C. W., & Chiu, C. S. (2021). The impact of large-scale events: A difference-in-difference model for a Pokémon go safari zone event in Tainan and its effect on bikeshare systems. Transportation Research Part A: Policy and Practice, 149, 283-299.
Kuo, P. F., & Lord, D. (2021). A visual approach for defining the spatial relationships among crashes, crimes, and alcohol retailers: Applying the color mixing theorem to define the colocation pattern of multiple variables. Accident Analysis & Prevention, 154, 106062.
Kuo, P. F., Huang, T. E., & Putra, I. G. B. (2021). Comparing kriging estimators using weather station data and local greenhouse sensors. Sensors, 21(5), 1–15.
Kuo, P. F.*, & Lord, D. (2020). Applying the colocation quotient index to crash severity analyses. Accident Analysis & Prevention (AAP), 135, 105368.(SSCI, 5/108, Social Science.)
Kuo, P. F.*., Lord, D. (2019). A Promising Example of Smart Policing: A Cross-national Study of the Effectiveness of a Data-Driven Approach to Crime and Traffic Safety. Case Studies on Transport Policy, 7(4), 761-771.
陳徐賢, 尹杰德, 郭佩棻*. (2019). 空氣污染與不同類型犯罪行為之空間相關性—以澳洲新南威爾斯州為例. Journal of Photogrammetry and Remote Sensing, 24(1), 1-12.
Kuo, P. F.., D. Lord (2017). Estimating Safety Impact in Before-After Studies by the Adjusted Method. , Transportmatrica,13(10), 915-931 . (SCI). 本人為第一作者、通訊作者.
Wang, J. H., Abdel-Aty, M. A., Park, J., Lee, C., & Kuo, P. F. (2015). Estimating safety performance trends over time for treatments at intersections in Florida. AAP, 80, 37-47. (SSCI, 5/108)
Fitzpatrick, Kay, Park, E.S., Kuo, P. F.., Robertson, J., Brewer, M. (2014). Double Left-Turn Lanes Operational Field Study. Transportation Research Record. (SCI).
Kuo, P. F.., Shen, C.-W., Quadrifoglio, L. (2013). Modeling the Spatial Effects on Demand Estimation of ADA Paratransit Services. Transportation Research Record . (SCI). 本人為第一作者.
Kuo, P. F.., Lord, D. (2013). Accounting for Site-Selection Bias in Before-After Studies for Continuous Distributions: Characteristics and Application Using Speed Data. Transportation Research Part A: Policy and Practice , Vol. 49, pp. 256-269. . (SCI, 3/119, Transportation.). 本人為第一作者.
Kuo, P. F.., Lord, D., Walden, T.D. (2013). Using Geographical Information Systems to Organize Police Patrol Routes Effectively by Grouping Hot Spots of Crash and Crime Data. Journal of Transport Geography , Vol. 30, pp. 138-148. . (SCI). 本人為第一作者、通訊作者.
Lord, D., Kuo, P. F.. (2012). Examining the Effects of Site-Selection Criteria for Evaluating the Effectiveness of Traffic Safety Improvement Countermeasures. AAP , Vol. 47, pp. 52-63. (SSCI,5/108).
Lord, D., Kuo, P. F.., Geedipally, S.R. (2009). Comparing the Application of the Product of Baseline Models and Accident Modification Factors and Models with Covariates: Predicted Mean Values and Variance.” Transportation Research Record , 2147, pp. 113-122.. (SCI).
郭佩棻;周文生（2017年）。Uber對小客車運輸產業挑戰之初探。交通學報。本人為第一作者。
賴擁連、郭佩棻、林健陽、吳永杉、陳超凡、溫敏男、張雲傑、黃家慶（2016）。受戒治人再犯毒品罪風險因子之分析與對策。警學叢刊，(46) 1-28 。

Wu. C.Y., Chiu, C. S., Kuo, P. F., (2019). Spatial impacts of bike sharing fee changes as illustrated by a spatial regression model Case study of Youbike. 40th Asian Conference of Remote Sensing (ACRS), Daejeon, Korea (Outstanding Paper Award)
Chen, H. H., Kuo, P. F., Shen., S.A., (2019). Temporal and Spatial Analysis of Criminal Path of Different Types of Serial Sexual Offenders, 40th ACRS, Daejeon, Korea
Kuo, P. F., Putra G.B., (2019). Spatial Analysis of the Air Pollution Effect on Domestic Violence and Robbery in New South Wales. 40th ACRS, Daejeon, Korea
Chiu, C. S., Kuo, P. F., (2019). Integration of GIS, GPS and CCTV into A Tracking App System: Developing A Search Tool for Missing Seniors with Dementia, 40th ACRS, Daejeon, Korea
Ilmy, H. F., , Kuo, P. F., (2019). The Spatial Relationships Between Weather and Oncidium Productions, 40th ACRS, Daejeon, Korea
Kuo, P. F., Putra G.B., Ilmy, H. F., Chiu, C. S., Wu, C.Y., (2018). Defining the Effects of Traffic Violations on Crash Frequency by Applying Spatial Panel Model, 39th ACRS, Kuala Lumpur, Malaysia
Kuo, P. F., Putra G.B., Ilmy, H. F., Chiu, C. S., Wu, C.Y., (2018). Defining the Related Environmental Risk Factors for Motorcycle Theft Crimes, 39th ACRS, Kuala Lumpur, Malaysia
Kuo, P. F. , Hsu,T.G. (2017). Defining Prediction Variables for Theft Crimes by Applying Data Mining Techniques, 22nd German Congress on Crime Prevention, Germany, MOST 105-2410-H-015-008
Kuo, P. F., Hsu, S.C. (2017). The Spatial Temporal Analysis of Serial Sex Crimes, Crime and Justice in Asia and the Global South: An International Conference, Cairns, Australia. 本人為第一、通訊作者.
Shen, C. W., Kuo, P. F., Yu, M.M. (2017). Applying Data Mining Techniques for Port Throughput Prediction. International Association of Maritime Economists (IAME), Kyoto, Japan. 本人為通訊作者.
Lee, J, Abdel-Aty, M., Kuo, P. F.. (2016, Jun). Analyzing Hit-and-Run in Pedestrian-Vehicle Collisions. 14th World Conference on Transport Research, Shanghai, China.
Kuo, P. F. (2016). Implementation in Taiwan of the Data-Driven Approaches to Crime and Traffic Safety (DDACTS) Model. 14th World Conference on Transport Research, Shanghai, China.
Lee, J., Choi, K., and Kuo, P. F. (2015). Comprehensive Data Analytics of Pedestrian Involved Hit-and-Run in Road Crashes. 25th World Road Congress, Seoul, Korea.
Shen, C. W., and Kuo, P. F. (2015). Variable Selection of Travel Demand Models for Paratransit Service: A Data Mining Approach. 15th COTA, Beijing, China. (EI). 本人為通訊作者.
Kuo, P. F.., Lee, J, Abdel-Aty, M. A. (2014, Nov). Comparing Hot Spot Identification Methods at Macroscopic Safety Analysis Level. Transportation Research Board (TRB) 2015, DC, USA.
Shen, C.-W., Kuo, P. F.. (2014, Nov). Building Travel Demand Models for Americans with Disabilities Act Paratransit System by Using Random Forest Method. TRB 94th annual meeting.
Hawkins, H. G., Kuo, P. F.., Lord, D. (2013, Nov). Statistical Analysis of the Traffic Safety Impacts of On-Premise Digital Signs. Transportation Research Board 93rd Annual Meeting.
Kuo, P. F.., Lord, D. (2013, Nov). Estimating Safety Impact in Before-After Studies by the Adjusted Method. TRB 94th Annual Meeting. 本人為第一作者、通訊作者.
王信棻、李芮秦、邱垂盛、郭佩棻 (2020) 。以個體代理人模型模擬新型冠狀病毒傳播之時空分布─以武漢天河機場國際航線為例。2020台灣地理資訊學會年會暨學術研討會(TGIS)
郭佩棻、邱垂盛 (2020) 。航空運輸與跨國傳染病抵達時間-以新冠肺炎為例。2020TGIS
郭佩棻、曹勤 (2020) 。考量社會經濟因子及一日停車次數變動之停車需求群聚分析。2020TGIS
郭佩棻、沈宗緯（2017）。應用資料探勘技術於港口運量預測。運輸年會研討會。
郭佩棻、周文生、闞迺璇、徐晨剛（2016）酒駕肇事與環境因子相關分析以飲酒店為例。運輸年會暨國際學術研討會。本人為第一作者、通訊作者。
郭佩棻、周文生、徐晨剛、闞迺璇（2016）。以資料探勘技術建構巨觀酒駕肇事預測模型。105年道路交通安全與執法研討會。本人為第一作者、通訊作者。
劉邦乾、陳憶君、郭佩棻（2016）。臺灣海域執法空間分析。犯罪防治學術研討會。
郭佩棻（2016）。應用資料探勘技術於犯罪分析。犯罪防治學術研討會。科技104-2410-H-015-006。
陳聲華、郭佩棻、許春金（2016）。監視器調閱模式與路徑空間分析。犯罪防治學術研討會。
彭福康、闞迺璇、郭佩棻（2015）。評估DDACTS在台推行之成效研究。道路交通安全與執法研討會。科技部：104-2410-H-015-001。

郭佩棻（2016）。巨量資料處理與分析。刑事司法與犯罪學研究方法（ISBN：9789571186085）。台北：五南出版社。科技部：104-2410-H-015-006。

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2026-07-28