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Centro de Investigación de Operaciones para la Industria Minera Departamento de Ingeniería de Minas y Departamento de Ingeniería Industrial Facultad de Ciencias Físicas y Matemáticas  Universidad de Chile Co-Directores:  Enrique Rubio Dpto. Ing. Minas Rafael Epstein Dpto. Ing. Industrial CIOMIN
AGENDA ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
1. EQUIPO DE TRABAJO ,[object Object],[object Object],[object Object],[object Object]
2. LÍNEAS DE INVESTIGACIÓN ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Optimization Approaches to Long Term Mine Planning Seminar OR in Mining, 15 th  - 17 th  March 2010
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],Background
Background ,[object Object],[object Object],[object Object],[object Object],[object Object]
Problem Description Optimization Approaches to Long Term Mine Planning
Key Elements ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Overview of the Problem ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Methodology of Analysis Optimization Approaches to Long Term Mine Planning
Methodology ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Underground Mine PRODUCTION Block caving LHD Block caving ROCK SIZE REDUCTION MAIN TRANSPORTATION (Train) PLANTS (MILLS) COMMERCIAL PRODUCTS Gravity (Tunnel) Drain stage SAG COPPER MOLY
Open Pit Mine Plant Mine Mine Mine Plant Plant Mine Plant Stock Stock
OPEN PIT MINES UNDERGROUND MINES EXTRACTION INITIAL TRASNPORT REDUCTION INSIDE MINE MAIN TRANSPORT DRAIN STAGE REDUCTION OUTSIDE MINE MILLS CONCENTRATION DEMAND DEPOSIT OF  VERY-LOW-GRADE ORE AND STOCK Network Flow Representation
Underground Mining Optimization Approaches to Long Term Mine Planning
[object Object],[object Object],[object Object],[object Object],[object Object],Underground mining Indices (sets) ,[object Object],[object Object],[object Object],Decision variables Blocks Sector
[object Object],[object Object],[object Object],Underground mining Main Variables 1  If block n of the column j is extracted at period t  0  ~
[object Object],Underground mining Main Constraints ,[object Object],[object Object]
[object Object],Underground mining ,[object Object],[object Object],Main Constraints
[object Object],[object Object],[object Object],: products at node  v Main Constraints Underground mining
[object Object],[object Object],Columns Neighborhoods Underground mining
Neighborhood Underground mining
[object Object],[object Object],[object Object],[object Object],Underground mining
Open Pit Mining Optimization Approaches to Long Term Mine Planning
[object Object],[object Object],[object Object],expansion bench Open Pit Mining
[object Object],[object Object],[object Object],Open Pit Mining ∆ h MIN Rock spillage ∆ h MAX Instability of walls
Deposits of  very low-grade ore  Crushing Grinding Leaching Dump leaching Flotation SX/EW Stock Network Flow & Design Mine Storage Stage   Crushing Stage   Preparation plant Plant
Artificial Ending Bench Artificial Starting Bench Artificial Starting Period Artificial Ending Period Leads to less fractional solution than classical formulation. Time Benches Network flow formulation to extract a sequence of benches (includes safety considerations). Network Flow Formulation
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Network Flow Formulation
Open Pit Mining ,[object Object],[object Object],[object Object],[object Object],[object Object]
Solving the Model ,[object Object],Caro et al. - Long Term Optimization of Investment & Production Plans in Open Pit & Underground Copper Mines ,[object Object],Model Nº Constraints Nº Variables 0-1 Variables Underground mine 446,521 535,639 196,386 Open pit mine 245,391 898,742 160,386
[object Object],Rounding Heuristic ,[object Object],Fraction of block  n   of column  j   extracted at period  t Underground mines
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Underground mines Rounding Heuristic
Applications in CODELCO Optimization Approaches to Long Term Mine Planning
Applications in Codelco ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Uncertainty in Prizes Optimization Approaches to Long Term Mine Planning
Problem ,[object Object],[object Object],[object Object],[object Object]
Methodology ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Methodology Stock Plant Plant Plant Plant Plant Stock Plant Including uncertainty in prices generates multiple scenarios. Each scenario configures one complex combinatorial problem.
Robust Planning ,[object Object],[object Object]
Applying Robust Planning ,[object Object],Planning price Evaluation price ,[object Object],[object Object],  low high low 9,789 10,715 high 9,773 10,889   -16 -174
Why this asymetry? ,[object Object],[object Object],C’(x) x B x A P A P B x B x A P A P B x B x A P A P B C’(x) C’(x) Loss for producing XA when market price is PB Profit for producing X A  when market price is P A
3.  OPERATIONS RESEARCH IN MINING NETWORK ( ORMNet) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
4. VISITAS AL EXTERIOR ,[object Object]
5. ORGANIZACIÓN DE SEMINARIOS ,[object Object],[object Object]
6. FINANCIAMIENTO TESIS ,[object Object],[object Object]
Centro de Investigación de Operaciones para la Industria Minera Departamento de Ingeniería de Minas y Departamento de Ingeniería Industrial Facultad de Ciencias Físicas y Matemáticas  Universidad de Chile

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CIOMIN

  • 1. Centro de Investigación de Operaciones para la Industria Minera Departamento de Ingeniería de Minas y Departamento de Ingeniería Industrial Facultad de Ciencias Físicas y Matemáticas Universidad de Chile Co-Directores: Enrique Rubio Dpto. Ing. Minas Rafael Epstein Dpto. Ing. Industrial CIOMIN
  • 2.
  • 3.
  • 4.
  • 5. Optimization Approaches to Long Term Mine Planning Seminar OR in Mining, 15 th - 17 th March 2010
  • 6.
  • 7.
  • 8.
  • 9. Problem Description Optimization Approaches to Long Term Mine Planning
  • 10.
  • 11.
  • 12. Methodology of Analysis Optimization Approaches to Long Term Mine Planning
  • 13.
  • 14. Underground Mine PRODUCTION Block caving LHD Block caving ROCK SIZE REDUCTION MAIN TRANSPORTATION (Train) PLANTS (MILLS) COMMERCIAL PRODUCTS Gravity (Tunnel) Drain stage SAG COPPER MOLY
  • 15. Open Pit Mine Plant Mine Mine Mine Plant Plant Mine Plant Stock Stock
  • 16. OPEN PIT MINES UNDERGROUND MINES EXTRACTION INITIAL TRASNPORT REDUCTION INSIDE MINE MAIN TRANSPORT DRAIN STAGE REDUCTION OUTSIDE MINE MILLS CONCENTRATION DEMAND DEPOSIT OF VERY-LOW-GRADE ORE AND STOCK Network Flow Representation
  • 17. Underground Mining Optimization Approaches to Long Term Mine Planning
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 25.
  • 26. Open Pit Mining Optimization Approaches to Long Term Mine Planning
  • 27.
  • 28.
  • 29. Deposits of very low-grade ore Crushing Grinding Leaching Dump leaching Flotation SX/EW Stock Network Flow & Design Mine Storage Stage Crushing Stage Preparation plant Plant
  • 30. Artificial Ending Bench Artificial Starting Bench Artificial Starting Period Artificial Ending Period Leads to less fractional solution than classical formulation. Time Benches Network flow formulation to extract a sequence of benches (includes safety considerations). Network Flow Formulation
  • 31.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36. Applications in CODELCO Optimization Approaches to Long Term Mine Planning
  • 37.
  • 38. Uncertainty in Prizes Optimization Approaches to Long Term Mine Planning
  • 39.
  • 40.
  • 41. Methodology Stock Plant Plant Plant Plant Plant Stock Plant Including uncertainty in prices generates multiple scenarios. Each scenario configures one complex combinatorial problem.
  • 42.
  • 43.
  • 44.
  • 45.
  • 46.
  • 47.
  • 48.
  • 49. Centro de Investigación de Operaciones para la Industria Minera Departamento de Ingeniería de Minas y Departamento de Ingeniería Industrial Facultad de Ciencias Físicas y Matemáticas Universidad de Chile

Hinweis der Redaktion

  1. Extraction restrictions at: - bench level (geotechnical) - expansion level (geotechnical) - mining level (transportation) Open pt: same as underground but upside down? NO
  2. Reasons to have stocking areas: High-grade ore has priority Mix adjustment, especially concentration of pollutants Keep plants working at capacity Waste: must be removed, transportation cost is becoming very relevant
  3. Running times
  4. Figure depicts an extreme example