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GIS PROTOTYPE MODELING OF LANDSLIDE SUSCEPTIBILITY AND RISK PERCEPTION - AGUAS CALIENTES (MACHU PICCHU PUEBLO), PERU Alicia F. Tyson, M.A., M.S. GIS in the Rockies 2013 October 9, 2013 Machu Picchu Aguas Calientes

2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

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Tourism is an increasingly important and developing sector of the Peruvian economy and the country is fast-tracking development to accommodate an influx of tourists, reportedly over 1.8 million/year. Situated in the southwest region of Peru, Aguas Calientes (Machu Picchu Pueblo) continues to develop infrastructure to keep pace with this burgeoning tourism industry. Regional geology and hydrology are importation factors influencing the ability to accommodate tourism in Aguas Calientes. Located at the confluence of three rivers, the town is also situated in a watershed with high return intervals for flooding and mass wasting triggered by the sudden, intense rainfall characterizing the wet season. Using a prototype landslide susceptibility model expanded to analyze exposure and risk perception, this research examines the relationship between perception and physical variations and processes across the landscape. The approach uniquely pairs qualitative, ethnographic methods with quantitative data and modeling to create susceptibility maps and a query-ready spatial database for use in resource management. Results also suggest the need for re-evaluation of the extent and classification of hazard zone for use in resource management and land use planning.

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Page 1: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

GIS PROTOTYPE MODELING OF LANDSLIDE SUSCEPTIBILITY AND RISK PERCEPTION - AGUAS CALIENTES (MACHU PICCHU PUEBLO), PERU

Alicia F. Tyson, M.A., M.S. GIS in the Rockies 2013 October 9, 2013

Machu Picchu

Aguas Calientes

Page 2: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

OUR JOURNEY I. Setting & hazards/growth challenges

II. Developing mixed-methods methodology

III. Analyze that! … and this … and …

IV. Findings and implications

Data, oh data, wherefore art thou data?

Page 3: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

SETTING

Page 4: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

HAZARD HISTORY & LAND USE MANAGEMENT • Dependency on tourism industry - Machu Picchu

• Surge since 1990s

• Aguas Calientes (2001-2010): ~421,000 to ~700,000

• “Unchecked” development

• Literature Review • Hazard history & GIS (Bulmer & Farquhar 2010; Carreno &

Kalafatovich 2006; Sassa 2005; Vilímek 2006)

• Risk Perception/Communication (Laboy-Nieves et al. 2010; Fischhoff 1995; Leiss 2004; Gomez and Jones III 2010; Bell n.d.; Jacobson & Kitchin 1995; Wise & Kon 1990; Boschmann & Cubbon 2013)

Page 5: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

DEVELOPING METHODOLOGY

Page 6: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

DEVELOPING METHODOLOGY • Stage 1 – Determining Landslide Susceptibility

• Buffer Analysis

• Stage 2 – Evaluating for Risk Analysis

• Stage 3 – Analyzing Interview Responses

6

Page 7: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

PHASE 1: DETERMINING LANDSLIDE SUSCEPTIBILITY • Data Sources

• Autocad drawings

• Aerial photography

• Satellite imagery

• DEM

• Interviews

Page 8: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

PHASE 1: DETERMINING LANDSLIDE SUSCEPTIBILITY • Data Sources

• Autocad drawings

• Aerial photography

• Satellite imagery

• DEM

• Interviews

Page 9: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

PHASE 1: DETERMINING LANDSLIDE SUSCEPTIBILITY • Data Sources

• Autocad drawings

• Aerial photography

• Satellite imagery

• DEM

• Interviews

Page 10: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

PHASE 1: DETERMINING LANDSLIDE SUSCEPTIBILITY • Data Sources

• Autocad drawings

• Aerial photography

• Satellite imagery

• DEM

• Interviews

Page 11: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

PHASE 1: DETERMINING LANDSLIDE SUSCEPTIBILITY • Model Inputs

• Slope

• Soil type

• Land Cover type

Page 12: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

PHASE 1: DETERMINING LANDSLIDE SUSCEPTIBILITY • Landslide Susceptibility Model

• Normalization of basemaps

• Weighting

• Overall Landslide Susceptibility Map

Page 13: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

PHASE 1: BUFFER ANALYSIS • Evaluation for impact from continued development

• ~50ft surrounding portions of built development

• Weighted

• Overall Landslide Susceptibility Map - rerun

Page 14: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

PHASE 2: EVALUATING FOR RISK PERCEPTION • Data sources

• 6 weeks in the field – Aguas Calientes

• 25 semi-structured interviews

• Sketch mapping

• GPS point data

Page 15: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

PHASE 3: ANALYZING INTERVIEW RESPONSES • Geospatial queries based on interview data

• Examine relationship between perception and proximity to susceptibility

Page 16: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

RESULTS Stage 1: Overall Landslide Susceptibility & Buffer Analysis

Page 17: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

RESULTS Stage 1: Overall Landslide Susceptibility & Buffer Analysis

Page 18: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

RESULTS Stage 2: Evaluating for risk perception

Page 19: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

RESULTS Stage 3: Analyzing interview responses

• “..todo lo quiero construir” (“…all I want to build”) • “no hay respeto por la autoridad de Municipio…ellos estan preocupado con

dinero” (“there is no respect for the authority of the Municipal government…they are preoccupied with money”)

• “no hay diferencias; son igual; si, ocurren aqui; si, empiezan en lo mismo lugar” (“there are no differences; they are the same; yes, they occur here; yes, they begin in the same place”)

- Female, Owner of juice bar, local market

Page 20: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

RESULTS Stage 3: Analyzing interview responses

Page 21: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

FUTURE APPLICATION & EXTENSIONS • Application of model to debris flow modeling

• Assessment of areas uphill using variable buffer

• Acquisition of better data

• Application to other locations

• Refinement of model

Page 22: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

CHALLENGES REMAIN

Page 23: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

FUTURE APPLICATION

Page 24: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

Special Thanks to: Advisors: Steven R. Hick & Joseph K. Berry Committee: J. Michael Daniels, Kris Kuzera

Research Assistance and Support: Mario Escobar, Eric Boschmann, Rene Pumayalli, Carlos Inca Gonzales, Allison Wagner, Amir Siraj, Joseph Hoover

Financial Assistance from the Laurence C. Herold Fund

Page 25: 2013 ASPRS Track, GIS Prototype Modeling of Landslide Susceptibility and Risk Perception - Aguas Calientes (Machu Picchu Pueblo), Peru An Exploratory Approach by Alicia Tyson

SUGGESTIONS? QUESTIONS?

ALICIA F. TYSON, M.A., M.S. [email protected]