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Data-Analytics for Cannabis
Extraction
Dr. Markus Roggen
Complex Biotech Discovery Ventures, Ltd.
Vancouver, Canada
Data-Analytics for Cannabis Production
• Increase profits
• Decrease costs
• Increase efficiency
• Decrease downtime
• Increase production
• Decrease waste
Sport: NFL
• Avg. Broadcast: 174 min
• Standing Around: 75 min
• Commercial: 60 min ($5.0-5.6mil for 30sec)
• Replays: 17 min
• Game: 11 min
Commercial
SUPER BOWL LIV
Standing Around Replay
Ga
me
Oth
ers
• Trimming: 25 h
• Milling: 5 h
• Extractor Loading: 30 min
• Extraction Run: 90 min
• Extractor Cleaning: 120 min
• Decarboxylation: 2 h
• Winterization: 2 days
• Solvent Removal: 46 min
Cannabis: Processing Pipeline
Winterization
EXTRACT a BOWL
Trimming
83 h
Total Time
Sport: Elo
• Arpad Emmerich Elo, Hungarian-American physics professor
• Originally developed for chess player ratings
• Elo assigns power ratings
• Based on (NFL)
• Difference in quality between teams
• Quarterback
• Location
• Travel distance
• Rest days
• …
Kansas: 1743 = 63 %win
SF: 1671 = 37 %win
Cannabis: PCA (offense)
Factors to consider:
• Temperature
• Pressure
• Time
• Input Weight
• Input Concentration
• Input Moisture
• Flow Rate
• Compound Solubility
• Cultivar
• Extract Type
Producers don’t track enough:
• Net Weight Collected
• Run Time
• Flow Rate
Cannabis: PCA (defense)
Producers don’t track enough:
• Net Weight Collected
• Run Time
• Flow Rate
• Predictive algorithm
to fill the gap
Cannabis: PCA (defense)
• Coefficients of each variables
• Statistical significance
• “Trust” values
Cannabis: PCA (defense)
Sport: Win Margins
• NFL games are close
• 50% single digit score differences
• 40% one scoring opportunity
• Mean score diff.: 3 points
• B2B prices of extracts are on an all time low
• Increase yield/efficiency to lift profit margins
C1C2C3
Cannabis: Profit Margins
• 4th down: Play or Punt?
• Play: 71% chance for new First Down (Ravens 2019 season)
Sport: To Play or not to Play
Cannabis: To Extract or not to Extract
• Time resolved extraction yields
• Initial mode: mass transfer – longer = better
• Final mode: diffusion – longer = diminishing returns
0
100
200
300
400
0 5 10 15 20 25 30 35 40
YieldTHC(g) Time (t)
Optimizing Run Time
Sport: Quarterback Rating
• Total Quarterback Rating (Total QBR)
• One number for all quarterback's contributions to winning
• Passes
• Rushes
• Turnovers
• Penalties
Mahomes, Kansas: 279
Garoppolo, SF: 133
Cannabis: Extractor Rating
• Different instruments => different architecture
• Same model => different performance
• Cannot be compared easily
Extractor
Cannabis: Extractor Rating
• Different instruments => different architecture
• Same model => different performance
• Cannot be compared easily
Sport: Endzone
American Football Field:
• Length: 91.44m
• Endzone: 9.14m each
• Total Length: 109m
• Width: 48.8m
0.22
0.24
0.26
0.28
0.3
0.32
0.34
0.36
0.38
0.4
15 17 19 21 23 25 27 29
Concentration(g/mL)
Temperature (C)
Meta stable zone width for CBD in petroleum
ether
Sol. T (pure)
MSZT (pure)
Cannabis: Metastable Zone
• Crystallization: The process of solidifying atoms or molecules into
highly organized structures
0.22
0.24
0.26
0.28
0.3
0.32
0.34
0.36
0.38
0.4
15 17 19 21 23 25 27 29
Concentration(g/mL)
Temperature (C)
Meta stable zone width for CBD in petroleum
ether
Sol. T (pure)
MSZT (pure)
Sol. T (curde)
MSZT (crude)
Cannabis: Metastable Zone
• Crystallization: The process of solidifying atoms or molecules into
highly organized structures
Cannabis: Metastable Zone
• Crystallization: The process of solidifying atoms or molecules into
highly organized structures
CBDV Team
Soheil Nasseri–
Business Associate
Rachel Damiani de
Souza – Marketing
Associate
Kendra Payne – VP
Business Operations
Stella Zhu – Data
Science Associate
Sajni Shah –
Research
Associate
Questions?
Complex Biotech Discovery Ventures
Dr. Markus Roggen
markus@cbdvl.com
cbdvl.com

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Data Analytics Boosts Cannabis Extraction Profits

  • 1. Data-Analytics for Cannabis Extraction Dr. Markus Roggen Complex Biotech Discovery Ventures, Ltd. Vancouver, Canada
  • 2. Data-Analytics for Cannabis Production • Increase profits • Decrease costs • Increase efficiency • Decrease downtime • Increase production • Decrease waste
  • 3. Sport: NFL • Avg. Broadcast: 174 min • Standing Around: 75 min • Commercial: 60 min ($5.0-5.6mil for 30sec) • Replays: 17 min • Game: 11 min Commercial SUPER BOWL LIV Standing Around Replay Ga me Oth ers
  • 4. • Trimming: 25 h • Milling: 5 h • Extractor Loading: 30 min • Extraction Run: 90 min • Extractor Cleaning: 120 min • Decarboxylation: 2 h • Winterization: 2 days • Solvent Removal: 46 min Cannabis: Processing Pipeline Winterization EXTRACT a BOWL Trimming 83 h Total Time
  • 5. Sport: Elo • Arpad Emmerich Elo, Hungarian-American physics professor • Originally developed for chess player ratings • Elo assigns power ratings • Based on (NFL) • Difference in quality between teams • Quarterback • Location • Travel distance • Rest days • … Kansas: 1743 = 63 %win SF: 1671 = 37 %win
  • 6. Cannabis: PCA (offense) Factors to consider: • Temperature • Pressure • Time • Input Weight • Input Concentration • Input Moisture • Flow Rate • Compound Solubility • Cultivar • Extract Type
  • 7. Producers don’t track enough: • Net Weight Collected • Run Time • Flow Rate Cannabis: PCA (defense)
  • 8. Producers don’t track enough: • Net Weight Collected • Run Time • Flow Rate • Predictive algorithm to fill the gap Cannabis: PCA (defense)
  • 9. • Coefficients of each variables • Statistical significance • “Trust” values Cannabis: PCA (defense)
  • 10. Sport: Win Margins • NFL games are close • 50% single digit score differences • 40% one scoring opportunity • Mean score diff.: 3 points
  • 11. • B2B prices of extracts are on an all time low • Increase yield/efficiency to lift profit margins C1C2C3 Cannabis: Profit Margins
  • 12. • 4th down: Play or Punt? • Play: 71% chance for new First Down (Ravens 2019 season) Sport: To Play or not to Play
  • 13. Cannabis: To Extract or not to Extract • Time resolved extraction yields • Initial mode: mass transfer – longer = better • Final mode: diffusion – longer = diminishing returns 0 100 200 300 400 0 5 10 15 20 25 30 35 40 YieldTHC(g) Time (t) Optimizing Run Time
  • 14. Sport: Quarterback Rating • Total Quarterback Rating (Total QBR) • One number for all quarterback's contributions to winning • Passes • Rushes • Turnovers • Penalties Mahomes, Kansas: 279 Garoppolo, SF: 133
  • 15. Cannabis: Extractor Rating • Different instruments => different architecture • Same model => different performance • Cannot be compared easily
  • 16. Extractor Cannabis: Extractor Rating • Different instruments => different architecture • Same model => different performance • Cannot be compared easily
  • 17. Sport: Endzone American Football Field: • Length: 91.44m • Endzone: 9.14m each • Total Length: 109m • Width: 48.8m
  • 18. 0.22 0.24 0.26 0.28 0.3 0.32 0.34 0.36 0.38 0.4 15 17 19 21 23 25 27 29 Concentration(g/mL) Temperature (C) Meta stable zone width for CBD in petroleum ether Sol. T (pure) MSZT (pure) Cannabis: Metastable Zone • Crystallization: The process of solidifying atoms or molecules into highly organized structures 0.22 0.24 0.26 0.28 0.3 0.32 0.34 0.36 0.38 0.4 15 17 19 21 23 25 27 29 Concentration(g/mL) Temperature (C) Meta stable zone width for CBD in petroleum ether Sol. T (pure) MSZT (pure) Sol. T (curde) MSZT (crude)
  • 19. Cannabis: Metastable Zone • Crystallization: The process of solidifying atoms or molecules into highly organized structures
  • 20. Cannabis: Metastable Zone • Crystallization: The process of solidifying atoms or molecules into highly organized structures
  • 21. CBDV Team Soheil Nasseri– Business Associate Rachel Damiani de Souza – Marketing Associate Kendra Payne – VP Business Operations Stella Zhu – Data Science Associate Sajni Shah – Research Associate
  • 22. Questions? Complex Biotech Discovery Ventures Dr. Markus Roggen markus@cbdvl.com cbdvl.com