Environmental Sciences and Engineering(2025-2026, SIE - Master 2024)
Environmental Sciences and Engineering(2025-2026, SIE - Master 2025)
Minor in Imaging(2025-2026, Mineur : Imaging 2025-26)
Minor in statistics(2025-2026, Mineur : Statistique 2025-26)
Statistics(2025-2026, MA_STAT - Master 2024)
Statistics(2025-2026, MA_STAT - Master 2025)
Urban systems(2025-2026, SIE_SU - Master 2025)
| Semester | Mand. | Option | Filières |
| x | |||
| E | x | ||
| MA2, MA4 | x | ||
| MA2, MA4 | x | F | |
| MA2 | x |
| Courses | 2 weekly |
| Exercises | 2 weekly |
| Lab | 1 weekly |
| Study plan | Semester | Mand. | Option | Filières |
| EDCE - Civil and Environmental Engineering 2025-26 | x | |||
| Mineur : Imaging 2025-26 | E | x | ||
| Mineur : Statistique 2025-26 | E | x | ||
| Sciences et ingénierie de l'environnement 2025-26 | MA2 | x | F | |
| Sciences et ingénierie de l'environnement 2025-26 | MA4 | x | F | |
| Statistique 2025-26 | MA2 | x | ||
| Statistique 2025-26 | MA4 | x | ||
| Systèmes urbains 2025-26 | MA2 | x |
| Cursus | Sem. | Type |
|---|---|---|
| Civil & Environmental Engineering | Opt. | |
| Environmental Sciences and Engineering | MA2, MA4 | Opt. |
| Minor in Imaging | E | Opt. |
| Minor in statistics | E | Opt. |
| Statistics | MA2, MA4 | Opt. |
| Systèmes urbains | MA2 | Opt. |
The course is organized in three main parts.
1. 3D reconstruction from images
- Processes of image creation
- Image matching, orientation and camera calibration
- Construction of digital elevation models (DEM) and orthophotos
2. Environmental monitoring with machine learning
- Extracting features from elevation or image data
- Prediction with linear and nonlinear regression
3. Geostatistics:
- Definitions and spatial context
- Structural analysis
- Interpolation using kriging
Good Python programming skills are required
- Implement state of the art geostatistical and machine learning approaches in Python
- Establish 3D model from captured imagery.
- Analyze various properties of obtained 3D model.
- Plan relavant aspects in drone & airborne mapping.
Final exam (80%) + 2 graded exercises (20%)
https://go.epfl.ch/ENV-408 https://go.epfl.ch/ENV-408
optionnel
optional
Cours
Courses
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Labo
Lab
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optional
Cours
Courses
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Labo
Lab
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optional
Cours
Courses
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Labo
Lab
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optional
Cours
Courses
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Labo
Lab
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optional
Cours
Courses
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Labo
Lab
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optional
Cours
Courses
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Labo
Lab
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optional
Cours
Courses
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Labo
Lab
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optional
Cours
Courses
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Labo
Lab
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
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\x5bRHO\x5d
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Balise_debut
[RHO]
Balise_fin
FO_debut
[inline]=Ρ
FO_fin
HTML_debut
Ρ
HTML_fin
JS_debut
\x26#929;
JS_fin
CODE148292791
BOOLEAN_Symbol
BaliseJS_debut
\x5bepsilon\x5d
BaliseJS_fin
Balise_debut
[epsilon]
Balise_fin
FO_debut
[inline]=ε
FO_fin
HTML_debut
ε
HTML_fin
JS_debut
\x26#949;
JS_fin
CODE169976220
BOOLEAN_Symbol
BaliseJS_debut
\x5blig\x5d
BaliseJS_fin
Balise_debut
[lig]
Balise_fin
FO_debut
[inline]=›  
FO_fin
HTML_debut
›  
HTML_fin
JS_debut
\x26#x203A;\x26#160;\x26#160;
JS_fin
CODE148292899
BOOLEAN_Symbol
BaliseJS_debut
\x5bEPSILON\x5d
BaliseJS_fin
Balise_debut
[EPSILON]
Balise_fin
FO_debut
[inline]=Ε
FO_fin
HTML_debut
Ε
HTML_fin
JS_debut
\x26#917;
JS_fin
BALISETXT_SAUT
BOOLEAN_Symbol
BaliseJS_debut
\x5bbr\x2f\x5d
BaliseJS_fin
Balise_debut
[br/]
Balise_fin
FO_debut
FO_fin
HTML_debut
<br/>
HTML_fin
JS_debut
\x3cbr\x2f\x3e
JS_fin