SlideShare a Scribd company logo
Size Matters: Optimizing Cannabis Milling
Blake Grauerholz, Solomon Ontiveros, Dr. Markus Roggen
Size Matters: Optimizing Cannabis Milling
Blake Grauerholz, Solomon Ontiveros, Dr. Markus Roggen
ABSTRACT
Does Milling improve extraction or destroy the cannabis? We postulated that the surface area to
volume ratio of cannabis would affect CO2 extraction efficiency and speed. Therefore, we
wanted to investigate the changes to terpene and cannabinoid composition in both the raw plant
material and extract as a function of particle size and shape. For this study cannabis flower was
ground to varying particle sizes using a milling system, along with other, less sophisticated,
milling methods to study the effects on our extraction method. This milling study is a further
piece of the puzzle of our extraction optimization project. By testing the extract oil and spent
material, an ideal balance of efficiency and terpene preservation, while preventing degradation to
the starting material, can be achieved.
INTRODUCTION
A) Particle Study (200rpm):
1 Food Blender
2 0.5 mm
3 1 mm
4 2 mm
5 4 mm
6 6 mm
7 10 mm
8 1 mm (700rpm)
9 10 mm (700rpm)
10 non-ground (baseline)
B) Extraction Study (3kg)(580rpm):
1 Food Blender
2 2 mm
3 6 mm
4 10 mm
5 non-ground (baseline)
C) Column Behavior Study (4kg):
1 Gravity Feed
2 Light packing middle & top
3 Tightly pack entire column
Cannabinoid profile on post-extracted
core samples taken from column:
Top (1)
Middle (2)
Bottom (2)
RESULTS
Non-ground offers no precision and greatly reduces efficiencies in SFE.
Smaller particles give higher cannabinoid and terpene yields.
Milling has little affect on terpenes and molecular makeup of cannabis.
METHODOLOGY
To study the effect milling has on freshly dried cannabis, a homogeneous mixture of whole
plant material was ground from 1mm<10mm using a Fritsch P19 milling system. A mixed
particle size produced with a food processor, and an analysis of un-ground material was also
studied. Additionaly, the RPM of the milling system was also varied in order to investigate the
potential of thermal degradation caused by the increased rotor speed. Lab testing was
performed on pre & post milled material. A selected range of particle sizes was used for CO2
extraction at normal production parameters to study the effect milling has on cannabis oil
yield and composition in SFE.
Once a ideal particle size is selected for extraction, the packing density of the cannabis
within the extractor vessel can be studied to further improve recovery of THC.
Every run of particle sizing and extract fractions were analyzed for total cannabinoid and
terpene content.
DISCUSSION/CONCLUSION
- Insignificant effect on decarboxylation at higher RPM or smaller particle sizing
- Recovery of both terpenes and cannabinoids is increased with decreased particle size (Fig. 1-2)
- Finer, more uniform, particle sizing provides better precision in extraction
- The cannabinoid fraction is of higher quality with smaller particle size (Fig. 6)
- The terpene fraction appears to improve in quality with larger or irregular (Blender) particle size.
- Further optimization on CO2 extraction effeciencies can be achieved by milling.
- Packing density has an effect on total recovery, gravity fed being best for our machine (Fig. 3)
For more information on OutCo products, please visit: www.OutCo.com
MILLING TECHNOLOGY
0
0.2
0.4
0.6
0.8
1
1.2
1.4
N
on-G
round
Food
B
lender0.5
m
m
1
m
m
2
m
m
4
m
m
6
m
m
10
m
m
1
m
m
(700rpm
)
10
m
m
(700rpm
)
% wt. Terpenes by Size
20
22
24
26
28
30
32
34
Non-Ground Food
Blender
2 mm 6 mm 10 mm
%Recovery
Cannabinoid Recovery by Size
75
80
85
90
95
Non-Ground Food
Blender
2 mm 6 mm 10 mm
%Recovery
Terpene Recovery by Size
30
35
40
45
50
55
Non-Ground 2 mm 6 mm 10 mm
%conc.
Terpene Concentration F1 (Food Blender*)
Food
Blender
Fig. 1 Fig. 2
Fig. 4
Fig. 5
55
60
65
70
75
Non-Ground Food
Blender
2 mm 6 mm 10 mm
%conc.
Cannabinoid Concentration F2 (2 mm*)Fig. 6
Fig. 3
StartFullHalfLoose
Flow

1 2 3 4 5 6 7 8 9
% wt. THC

More Related Content

What's hot

POSTER toledo2
POSTER toledo2POSTER toledo2
POSTER toledo2
Agnes Zoller
 
Mechanical properties of rice husk carbon black hybrid natural rubber composite
Mechanical properties of rice husk carbon black hybrid natural rubber compositeMechanical properties of rice husk carbon black hybrid natural rubber composite
Mechanical properties of rice husk carbon black hybrid natural rubber composite
Alexander Decker
 
Lecture 9 quality evaluation
Lecture 9 quality evaluationLecture 9 quality evaluation
Lecture 9 quality evaluation
Adane Nega
 
Keo tụ PAC
Keo tụ PACKeo tụ PAC
Keo tụ PAC
Hoàng Minh Đường
 
cm320_lab01
cm320_lab01cm320_lab01
cm320_lab01
Marcin Kielkiewicz
 
Cure Characteristics and Physico-Mechanical Properties of Carbonized Bamboo F...
Cure Characteristics and Physico-Mechanical Properties of Carbonized Bamboo F...Cure Characteristics and Physico-Mechanical Properties of Carbonized Bamboo F...
Cure Characteristics and Physico-Mechanical Properties of Carbonized Bamboo F...
IJMER
 
2015 GS Caltex Solvent Catalog
2015 GS Caltex Solvent Catalog2015 GS Caltex Solvent Catalog
2015 GS Caltex Solvent Catalog
Albertus Daniel Tanzil
 
Dosage regulation and automation
Dosage regulation and automationDosage regulation and automation
Dosage regulation and automation
Fluidra India
 
Yellowing of cotton fabric due to softners -by Labeesh Kumar
Yellowing of cotton fabric due to softners -by Labeesh KumarYellowing of cotton fabric due to softners -by Labeesh Kumar
Yellowing of cotton fabric due to softners -by Labeesh Kumar
Labeesh Kumar
 
Bleaching of palm oil by activated local bentonite and kaolin clay from afash...
Bleaching of palm oil by activated local bentonite and kaolin clay from afash...Bleaching of palm oil by activated local bentonite and kaolin clay from afash...
Bleaching of palm oil by activated local bentonite and kaolin clay from afash...
Alexander Decker
 
B230716
B230716B230716
B230716
irjes
 
Ashish ppt
Ashish pptAshish ppt
Ashish ppt
Ashish Petrochem
 
Studies on Mechanical, Thermal, Electrical Properties and Accelerated UV Weat...
Studies on Mechanical, Thermal, Electrical Properties and Accelerated UV Weat...Studies on Mechanical, Thermal, Electrical Properties and Accelerated UV Weat...
Studies on Mechanical, Thermal, Electrical Properties and Accelerated UV Weat...
IOSR Journals
 
8. chapter 3
8. chapter 38. chapter 3
8. chapter 3
Izzah Noah
 
2823 peracetic+cotton
2823 peracetic+cotton2823 peracetic+cotton
2823 peracetic+cotton
paullink
 
MECHANICAL AND PHYSICAL PROPERTIES OF GREEN PARTICAL BOARD PRODUCE FROM CORNC...
MECHANICAL AND PHYSICAL PROPERTIES OF GREEN PARTICAL BOARD PRODUCE FROM CORNC...MECHANICAL AND PHYSICAL PROPERTIES OF GREEN PARTICAL BOARD PRODUCE FROM CORNC...
MECHANICAL AND PHYSICAL PROPERTIES OF GREEN PARTICAL BOARD PRODUCE FROM CORNC...
prawitjitiyakron
 

What's hot (16)

POSTER toledo2
POSTER toledo2POSTER toledo2
POSTER toledo2
 
Mechanical properties of rice husk carbon black hybrid natural rubber composite
Mechanical properties of rice husk carbon black hybrid natural rubber compositeMechanical properties of rice husk carbon black hybrid natural rubber composite
Mechanical properties of rice husk carbon black hybrid natural rubber composite
 
Lecture 9 quality evaluation
Lecture 9 quality evaluationLecture 9 quality evaluation
Lecture 9 quality evaluation
 
Keo tụ PAC
Keo tụ PACKeo tụ PAC
Keo tụ PAC
 
cm320_lab01
cm320_lab01cm320_lab01
cm320_lab01
 
Cure Characteristics and Physico-Mechanical Properties of Carbonized Bamboo F...
Cure Characteristics and Physico-Mechanical Properties of Carbonized Bamboo F...Cure Characteristics and Physico-Mechanical Properties of Carbonized Bamboo F...
Cure Characteristics and Physico-Mechanical Properties of Carbonized Bamboo F...
 
2015 GS Caltex Solvent Catalog
2015 GS Caltex Solvent Catalog2015 GS Caltex Solvent Catalog
2015 GS Caltex Solvent Catalog
 
Dosage regulation and automation
Dosage regulation and automationDosage regulation and automation
Dosage regulation and automation
 
Yellowing of cotton fabric due to softners -by Labeesh Kumar
Yellowing of cotton fabric due to softners -by Labeesh KumarYellowing of cotton fabric due to softners -by Labeesh Kumar
Yellowing of cotton fabric due to softners -by Labeesh Kumar
 
Bleaching of palm oil by activated local bentonite and kaolin clay from afash...
Bleaching of palm oil by activated local bentonite and kaolin clay from afash...Bleaching of palm oil by activated local bentonite and kaolin clay from afash...
Bleaching of palm oil by activated local bentonite and kaolin clay from afash...
 
B230716
B230716B230716
B230716
 
Ashish ppt
Ashish pptAshish ppt
Ashish ppt
 
Studies on Mechanical, Thermal, Electrical Properties and Accelerated UV Weat...
Studies on Mechanical, Thermal, Electrical Properties and Accelerated UV Weat...Studies on Mechanical, Thermal, Electrical Properties and Accelerated UV Weat...
Studies on Mechanical, Thermal, Electrical Properties and Accelerated UV Weat...
 
8. chapter 3
8. chapter 38. chapter 3
8. chapter 3
 
2823 peracetic+cotton
2823 peracetic+cotton2823 peracetic+cotton
2823 peracetic+cotton
 
MECHANICAL AND PHYSICAL PROPERTIES OF GREEN PARTICAL BOARD PRODUCE FROM CORNC...
MECHANICAL AND PHYSICAL PROPERTIES OF GREEN PARTICAL BOARD PRODUCE FROM CORNC...MECHANICAL AND PHYSICAL PROPERTIES OF GREEN PARTICAL BOARD PRODUCE FROM CORNC...
MECHANICAL AND PHYSICAL PROPERTIES OF GREEN PARTICAL BOARD PRODUCE FROM CORNC...
 

Similar to Size matters

Hot Topics and Hotboxing: Latest research on cannabis aerosols
Hot Topics and Hotboxing: Latest research on cannabis aerosolsHot Topics and Hotboxing: Latest research on cannabis aerosols
Hot Topics and Hotboxing: Latest research on cannabis aerosols
Markus Roggen
 
LabRoots 2019: Molecular Manipulation
LabRoots 2019: Molecular ManipulationLabRoots 2019: Molecular Manipulation
LabRoots 2019: Molecular Manipulation
Markus Roggen
 
Quantitative HPTLC analysis of Diosgenin from methanol extract of Moringa ole...
Quantitative HPTLC analysis of Diosgenin from methanol extract of Moringa ole...Quantitative HPTLC analysis of Diosgenin from methanol extract of Moringa ole...
Quantitative HPTLC analysis of Diosgenin from methanol extract of Moringa ole...
Associate Professor in VSB Coimbatore
 
Spinel-Yb grain growth and prob analysis
Spinel-Yb grain growth and prob analysisSpinel-Yb grain growth and prob analysis
Spinel-Yb grain growth and prob analysis
George Ferko
 
Study of Combustion Characteristics of Fuel Briquettes
Study of Combustion Characteristics of Fuel BriquettesStudy of Combustion Characteristics of Fuel Briquettes
Study of Combustion Characteristics of Fuel Briquettes
ijceronline
 
www.ijerd.com
www.ijerd.comwww.ijerd.com
www.ijerd.com
IJERD Editor
 
Chemical Assessment of Cannabis by GC-FID
Chemical Assessment of Cannabis by GC-FIDChemical Assessment of Cannabis by GC-FID
Chemical Assessment of Cannabis by GC-FID
GERSTEL
 
VIVA-VOVE UTM 2006
VIVA-VOVE UTM 2006VIVA-VOVE UTM 2006
VIVA-VOVE UTM 2006
Saiful Irwan Zubairi
 
Characterization of Biomass-Derived Rigid Polyurethane Foam by Pyrolysis GCMS...
Characterization of Biomass-Derived Rigid Polyurethane Foam by Pyrolysis GCMS...Characterization of Biomass-Derived Rigid Polyurethane Foam by Pyrolysis GCMS...
Characterization of Biomass-Derived Rigid Polyurethane Foam by Pyrolysis GCMS...
Shimadzu Scientific Instruments
 
Experimental investigation and optimization study of combustion chamber geome...
Experimental investigation and optimization study of combustion chamber geome...Experimental investigation and optimization study of combustion chamber geome...
Experimental investigation and optimization study of combustion chamber geome...
IJERD Editor
 
Analysis of Pb, Cd and As in Spice Mixtures using Graphite Furnace Atomic Abs...
Analysis of Pb, Cd and As in Spice Mixtures using Graphite Furnace Atomic Abs...Analysis of Pb, Cd and As in Spice Mixtures using Graphite Furnace Atomic Abs...
Analysis of Pb, Cd and As in Spice Mixtures using Graphite Furnace Atomic Abs...
PerkinElmer, Inc.
 
Michelle Morrison
Michelle MorrisonMichelle Morrison
CT-3215
CT-3215CT-3215
Cryogenic grinding
Cryogenic grindingCryogenic grinding
Cryogenic grinding
raheesp1
 
Importance of cut length on silage quality and animal performance – evaluatin...
Importance of cut length on silage quality and animal performance – evaluatin...Importance of cut length on silage quality and animal performance – evaluatin...
Importance of cut length on silage quality and animal performance – evaluatin...
BASIM REFAT
 
ACS 2018 New Orleans: The Effect of Grinding on SFE
ACS 2018 New Orleans: The Effect of Grinding on SFEACS 2018 New Orleans: The Effect of Grinding on SFE
ACS 2018 New Orleans: The Effect of Grinding on SFE
Markus Roggen
 
Adsorption of Methylene blue and Malachite Green in Aqueous Solution using Ja...
Adsorption of Methylene blue and Malachite Green in Aqueous Solution using Ja...Adsorption of Methylene blue and Malachite Green in Aqueous Solution using Ja...
Adsorption of Methylene blue and Malachite Green in Aqueous Solution using Ja...
IJEAB
 
H0365158
H0365158H0365158
H0365158
IOSR Journals
 
A0480105
A0480105A0480105
Selected Phenolic Compounds in Mainstream Cigarette Smoke, CORESTA Collaborat...
Selected Phenolic Compounds in Mainstream Cigarette Smoke, CORESTA Collaborat...Selected Phenolic Compounds in Mainstream Cigarette Smoke, CORESTA Collaborat...
Selected Phenolic Compounds in Mainstream Cigarette Smoke, CORESTA Collaborat...
Rana Tayyarah
 

Similar to Size matters (20)

Hot Topics and Hotboxing: Latest research on cannabis aerosols
Hot Topics and Hotboxing: Latest research on cannabis aerosolsHot Topics and Hotboxing: Latest research on cannabis aerosols
Hot Topics and Hotboxing: Latest research on cannabis aerosols
 
LabRoots 2019: Molecular Manipulation
LabRoots 2019: Molecular ManipulationLabRoots 2019: Molecular Manipulation
LabRoots 2019: Molecular Manipulation
 
Quantitative HPTLC analysis of Diosgenin from methanol extract of Moringa ole...
Quantitative HPTLC analysis of Diosgenin from methanol extract of Moringa ole...Quantitative HPTLC analysis of Diosgenin from methanol extract of Moringa ole...
Quantitative HPTLC analysis of Diosgenin from methanol extract of Moringa ole...
 
Spinel-Yb grain growth and prob analysis
Spinel-Yb grain growth and prob analysisSpinel-Yb grain growth and prob analysis
Spinel-Yb grain growth and prob analysis
 
Study of Combustion Characteristics of Fuel Briquettes
Study of Combustion Characteristics of Fuel BriquettesStudy of Combustion Characteristics of Fuel Briquettes
Study of Combustion Characteristics of Fuel Briquettes
 
www.ijerd.com
www.ijerd.comwww.ijerd.com
www.ijerd.com
 
Chemical Assessment of Cannabis by GC-FID
Chemical Assessment of Cannabis by GC-FIDChemical Assessment of Cannabis by GC-FID
Chemical Assessment of Cannabis by GC-FID
 
VIVA-VOVE UTM 2006
VIVA-VOVE UTM 2006VIVA-VOVE UTM 2006
VIVA-VOVE UTM 2006
 
Characterization of Biomass-Derived Rigid Polyurethane Foam by Pyrolysis GCMS...
Characterization of Biomass-Derived Rigid Polyurethane Foam by Pyrolysis GCMS...Characterization of Biomass-Derived Rigid Polyurethane Foam by Pyrolysis GCMS...
Characterization of Biomass-Derived Rigid Polyurethane Foam by Pyrolysis GCMS...
 
Experimental investigation and optimization study of combustion chamber geome...
Experimental investigation and optimization study of combustion chamber geome...Experimental investigation and optimization study of combustion chamber geome...
Experimental investigation and optimization study of combustion chamber geome...
 
Analysis of Pb, Cd and As in Spice Mixtures using Graphite Furnace Atomic Abs...
Analysis of Pb, Cd and As in Spice Mixtures using Graphite Furnace Atomic Abs...Analysis of Pb, Cd and As in Spice Mixtures using Graphite Furnace Atomic Abs...
Analysis of Pb, Cd and As in Spice Mixtures using Graphite Furnace Atomic Abs...
 
Michelle Morrison
Michelle MorrisonMichelle Morrison
Michelle Morrison
 
CT-3215
CT-3215CT-3215
CT-3215
 
Cryogenic grinding
Cryogenic grindingCryogenic grinding
Cryogenic grinding
 
Importance of cut length on silage quality and animal performance – evaluatin...
Importance of cut length on silage quality and animal performance – evaluatin...Importance of cut length on silage quality and animal performance – evaluatin...
Importance of cut length on silage quality and animal performance – evaluatin...
 
ACS 2018 New Orleans: The Effect of Grinding on SFE
ACS 2018 New Orleans: The Effect of Grinding on SFEACS 2018 New Orleans: The Effect of Grinding on SFE
ACS 2018 New Orleans: The Effect of Grinding on SFE
 
Adsorption of Methylene blue and Malachite Green in Aqueous Solution using Ja...
Adsorption of Methylene blue and Malachite Green in Aqueous Solution using Ja...Adsorption of Methylene blue and Malachite Green in Aqueous Solution using Ja...
Adsorption of Methylene blue and Malachite Green in Aqueous Solution using Ja...
 
H0365158
H0365158H0365158
H0365158
 
A0480105
A0480105A0480105
A0480105
 
Selected Phenolic Compounds in Mainstream Cigarette Smoke, CORESTA Collaborat...
Selected Phenolic Compounds in Mainstream Cigarette Smoke, CORESTA Collaborat...Selected Phenolic Compounds in Mainstream Cigarette Smoke, CORESTA Collaborat...
Selected Phenolic Compounds in Mainstream Cigarette Smoke, CORESTA Collaborat...
 

Recently uploaded

Intelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicineIntelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicine
AndrzejJarynowski
 
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series DatabaseThe Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
javier ramirez
 
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataPredictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Kiwi Creative
 
Palo Alto Cortex XDR presentation .......
Palo Alto Cortex XDR presentation .......Palo Alto Cortex XDR presentation .......
Palo Alto Cortex XDR presentation .......
Sachin Paul
 
一比一原版(Harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(Harvard毕业证书)哈佛大学毕业证如何办理一比一原版(Harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(Harvard毕业证书)哈佛大学毕业证如何办理
zsjl4mimo
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
74nqk8xf
 
Analysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performanceAnalysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performance
roli9797
 
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Aggregage
 
My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.
rwarrenll
 
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
nyfuhyz
 
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
g4dpvqap0
 
Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...
Bill641377
 
State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023
kuntobimo2016
 
Challenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more importantChallenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more important
Sm321
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
Timothy Spann
 
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
Walaa Eldin Moustafa
 
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
g4dpvqap0
 
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
Social Samosa
 
DSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelinesDSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelines
Timothy Spann
 
Global Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headedGlobal Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headed
vikram sood
 

Recently uploaded (20)

Intelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicineIntelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicine
 
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series DatabaseThe Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
 
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataPredictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
 
Palo Alto Cortex XDR presentation .......
Palo Alto Cortex XDR presentation .......Palo Alto Cortex XDR presentation .......
Palo Alto Cortex XDR presentation .......
 
一比一原版(Harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(Harvard毕业证书)哈佛大学毕业证如何办理一比一原版(Harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(Harvard毕业证书)哈佛大学毕业证如何办理
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
 
Analysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performanceAnalysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performance
 
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
 
My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.
 
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
 
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
 
Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...
 
State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023
 
Challenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more importantChallenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more important
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
 
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
 
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
 
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
 
DSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelinesDSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelines
 
Global Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headedGlobal Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headed
 

Size matters

  • 1. Size Matters: Optimizing Cannabis Milling Blake Grauerholz, Solomon Ontiveros, Dr. Markus Roggen Size Matters: Optimizing Cannabis Milling Blake Grauerholz, Solomon Ontiveros, Dr. Markus Roggen ABSTRACT Does Milling improve extraction or destroy the cannabis? We postulated that the surface area to volume ratio of cannabis would affect CO2 extraction efficiency and speed. Therefore, we wanted to investigate the changes to terpene and cannabinoid composition in both the raw plant material and extract as a function of particle size and shape. For this study cannabis flower was ground to varying particle sizes using a milling system, along with other, less sophisticated, milling methods to study the effects on our extraction method. This milling study is a further piece of the puzzle of our extraction optimization project. By testing the extract oil and spent material, an ideal balance of efficiency and terpene preservation, while preventing degradation to the starting material, can be achieved. INTRODUCTION A) Particle Study (200rpm): 1 Food Blender 2 0.5 mm 3 1 mm 4 2 mm 5 4 mm 6 6 mm 7 10 mm 8 1 mm (700rpm) 9 10 mm (700rpm) 10 non-ground (baseline) B) Extraction Study (3kg)(580rpm): 1 Food Blender 2 2 mm 3 6 mm 4 10 mm 5 non-ground (baseline) C) Column Behavior Study (4kg): 1 Gravity Feed 2 Light packing middle & top 3 Tightly pack entire column Cannabinoid profile on post-extracted core samples taken from column: Top (1) Middle (2) Bottom (2) RESULTS Non-ground offers no precision and greatly reduces efficiencies in SFE. Smaller particles give higher cannabinoid and terpene yields. Milling has little affect on terpenes and molecular makeup of cannabis. METHODOLOGY To study the effect milling has on freshly dried cannabis, a homogeneous mixture of whole plant material was ground from 1mm<10mm using a Fritsch P19 milling system. A mixed particle size produced with a food processor, and an analysis of un-ground material was also studied. Additionaly, the RPM of the milling system was also varied in order to investigate the potential of thermal degradation caused by the increased rotor speed. Lab testing was performed on pre & post milled material. A selected range of particle sizes was used for CO2 extraction at normal production parameters to study the effect milling has on cannabis oil yield and composition in SFE. Once a ideal particle size is selected for extraction, the packing density of the cannabis within the extractor vessel can be studied to further improve recovery of THC. Every run of particle sizing and extract fractions were analyzed for total cannabinoid and terpene content. DISCUSSION/CONCLUSION - Insignificant effect on decarboxylation at higher RPM or smaller particle sizing - Recovery of both terpenes and cannabinoids is increased with decreased particle size (Fig. 1-2) - Finer, more uniform, particle sizing provides better precision in extraction - The cannabinoid fraction is of higher quality with smaller particle size (Fig. 6) - The terpene fraction appears to improve in quality with larger or irregular (Blender) particle size. - Further optimization on CO2 extraction effeciencies can be achieved by milling. - Packing density has an effect on total recovery, gravity fed being best for our machine (Fig. 3) For more information on OutCo products, please visit: www.OutCo.com MILLING TECHNOLOGY 0 0.2 0.4 0.6 0.8 1 1.2 1.4 N on-G round Food B lender0.5 m m 1 m m 2 m m 4 m m 6 m m 10 m m 1 m m (700rpm ) 10 m m (700rpm ) % wt. Terpenes by Size 20 22 24 26 28 30 32 34 Non-Ground Food Blender 2 mm 6 mm 10 mm %Recovery Cannabinoid Recovery by Size 75 80 85 90 95 Non-Ground Food Blender 2 mm 6 mm 10 mm %Recovery Terpene Recovery by Size 30 35 40 45 50 55 Non-Ground 2 mm 6 mm 10 mm %conc. Terpene Concentration F1 (Food Blender*) Food Blender Fig. 1 Fig. 2 Fig. 4 Fig. 5 55 60 65 70 75 Non-Ground Food Blender 2 mm 6 mm 10 mm %conc. Cannabinoid Concentration F2 (2 mm*)Fig. 6 Fig. 3 StartFullHalfLoose Flow  1 2 3 4 5 6 7 8 9 % wt. THC