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Renewable
Energy
Agenda
• Renewable Energy Resources
• Statistics
• Patent Practice
• Summary
1/1/2024
Disclaimer
• The content contained in this presentation is based on data obtained
from the PatBase™ system1 and is based on the author’s interpretation
of the data. PatBase™ was used for data and graphs. The presentation
is not peer reviewed.
• Use of this information is up to the reader’s discretion and the author
shall not be held liable for the contents.
1/1/2024
Introduction
The IP direction to reduce the energy
dependency on fossil fuels is briefly examined.
Renewable energy sources examined are:
 Solar
 Wind
 Hydropower
 Geothermal
 Biofuel
1/1/2024
Renewable Energy
• Solar is energy from the sun that is converted into thermal or electrical energy.
• Wind energy captures kinetic energy from the movement of air either via land
(onshore) or sea (offshore).
• Hydropower harness energy from the movement of water or tides.
• Geothermal uses the thermal energy from the Earth’s center.
• Biofuel is energy produced from biomass (i.e. wood, liquids).
1/1/2024
Financial
“Climate action is not a budget buster or economy-wrecker. Shifting to a green economy could
yield a direct economic gain of $26 trillion through 2030 compared with business-as-usual. This
could produce over 65 million new low-carbon jobs.” …https://www.un.org/en/climatechange/science/key-findings
(New Climate Economy, Resources Institute, August 2018 report)
"The Energy Institute Statistical Review is essential reading for policymakers around the world
trying to balance the energy trilemma," said Simon Virley, Head of Energy and Natural
Resources at KPMG in the UK. "All aspects of the trilemma were put under severe strain in
2022. Despite record growth in renewables, the share of world energy still coming from fossil
fuels remains stubbornly stuck at 82%, which should act as a clarion call for governments to
inject more urgency into the energy transition.“ ….https://www.spglobal.com/commodityinsights/en/market-
insights/latest-news/oil/062623-fossil-fuels-stubbornly-dominating-global-energy-despite-surge-in-renewables-energy-institute
(S&B Global Commodity Insights, “Fossil fuels 'stubbornly' dominating global energy despite surge in renewables: Energy
Institute” COAL | ELECTRIC POWER | ENERGY TRANSITION | NATURAL GAS | OIL 26 Jun 2023)
1/1/2024
U.S. Electricity Generation
1/1/2024
U.S. Energy Information Administration (https://www.eia.gov/todayinenergy/detail.php?id=53779)
Renewable Surge in 2023
1/1/2024
World Consumption
1/1/2024
• 2023, Statistical Review of World
Energy, The Energy Institute Statistical
Review, https://www.energyinst.org/statistical-
review/resources-and-data-downloads)
The way to get
started is to quit talking
and begin doing.
Walt Disney
1/1/2024
Content
Patent Technology Timeframe
• Limit evaluation from publication date 2018 to
November/December 2023.
• PatBase® system is used in analysis.
PatBase® records are represented by a patent
family.
• Simple keyword strategies or keyword and
classification code combinations were used to
obtain the data for this project. The data was
not derived from a comprehensive search.
• The charts and graphs in the analysis are
meant as a general overall view of trends in the
various renewable energy resources.
1/1/2024
PatBase® Family
A PatBase® family contains all publications
that share one or more common priority
number(s). This includes continuations-in-part.
If PatBase® families become very large (100+
members), where possible, these are broken
down into sub-groups of simple families. A
simple family is one where all priority numbers
are shared.
Renewable Energy
“I’d put my money on the sun and solar energy.
What a source of power! I hope we don’t have to
wait until oil and coal run out before we tackle that.”
Thomas Edison
1/1/2024
Solar Energy
1/1/2024
• A general patent search was conducted for solar energy with a publication date
>= 2018 through late 2023.
• Focus on the International Classification Code
F24S SOLAR HEAT COLLECTORS; SOLAR HEAT SYSTEMS
• The search retrieved over 10,000 patent families.
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems
1/1/2024
Timeline (>10,000 patent families)
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems
1/1/2024
Jurisdictions (>10,000 patent families)
• China dominates
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems
1/1/2024
Probable Assignees (>10,000 patent families)
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems
1/1/2024
IPC Group Classifications
• Many H02S group codes (photovoltaic modules) are used with the
F24S (Solar heat collectors; solar heat systems) subclass code
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems
1/1/2024
Keyword Tree Clustering
- Up to 2,500 documents (families) of over 10,000 families have been selected (contain
appropriate data), and are contained in these clusters.
- The clustering feature groups and creates 'clusters', but not every family will fit into a
cluster. The algorithm also doesn't create clusters that contain only one family.
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems
1/1/2024
IPC Subgroup by Year
• H02S20/30 Supporting structures for Photovoltaic (PV) modules; Supporting
structures being movable or adjustable, e.g. for angle adjustment
• Large number of family members in 2021
Solar Energy
• IPC code definitions:
o F24S Solar heat collectors; solar heat systems
o F24S10/70 Solar heat collectors using working fluids, the working fluids being conveyed through tubular
absorbing conduits
o F24S20/40 Solar heat collectors specially adapted for particular uses or environments; Solar heat collectors
combined with other heat sources, e.g. using electrical heating or heat from ambient air
o F24S30/425 Arrangements for moving or orienting solar heat collector modules [2018.01]; Horizontal axis
[2018.01]
o H02S20/30 Supporting structures for PV modules; Supporting structures being movable or adjustable, e.g. for
angle adjustment
1/1/2024
Solar Energy, Solar Heat Systems
The over 10,000 records are reduced to around 992 patent families.
1/1/2024
Focus on patents
containing IPC
codes for
structures for PV
modules
(H02S20/30)
Solar heat collector
codes, (F24S20/40 or
F24S30/425 or
F24S10/70)
~992
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems; PV
structures
1/1/2024
Jurisdictions (~ 992 families)
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems; PV
structures
1/1/2024
Assignees (~ 992 families)
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems; PV
structures
1/1/2024
IPC code subgroup correlation (~ 992 families)
• F24S30/425 Arrangements for moving or orienting solar heat collector modules
[2018.01]; Horizontal axis [2018.01]
• H02S20/30 Supporting structures for PV modules; Supporting structures being
movable or adjustable, e.g. for angle adjustment
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems; PV
structures
1/1/2024
Keyword Tree Clustering (992 patent families)
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems; PV
structures
1/1/2024
3D Topographical Landscape (992 patent families)
All 992 families have been used to generate this landscape.
Peaks:
-cell module
-photovoltaic
module
Solar Energy: Solar Heat Collectors; Solar Heat Systems;
PV structures
Of the 992 families, only one patent family
has a Technical Valuation of 89%.
• Technical
o Breadth of industries (# of IPC/CPCs)
o Breadth of citing IPC/CPCs
o Radicalness (#IPCs in backward
citations which are different from IPCs
of patent itself)
o Number of Related divisional,
continuations, CIP, priority US granted
patents
Probable Patent Assignee: NEXTRACKER
LLC
1/1/2024
Solar Energy: Normalize Data
• An approach to normalize the data is removing
patent families that only contain a China jurisdiction.
• Rerun the search.
• Analyze the results.
1/1/2024
Solar
Energy
Solar Heat
Collectors;
Solar Heat
Systems: PV
structures
1/1/2024
Jurisdictions
• Within the 992 patent families, remove records whereby the
family member only contains CN jurisdiction
• 43 patent family records to analyze
Wind
"As yet, the wind is an untamed, and
unharnessed force; and quite possibly one
of the greatest discoveries hereafter to be
made, will be the taming, and harnessing
of the wind.“ Abe Lincoln
Wind Energy
• A general patent search was conducted for wind power/energy with a publication date >= 2018
through late 2023.
o Greater than 100,000 patent families retrieved.
• Quickly focus results based on graphed IPC results:
o F03D WIND MOTORS
And either:
o G06Q Computing: information and communication
technology [ict] specially adapted for
administrative, commercial, financial, managerial
or supervisory purposes;
o H02 generation, conversion, or distribution of electric
power
o Result set 5607 patent families.
1/1/2024
Wind
Energy
1/1/2024
Top 10 Jurisdictions (5,607 patent families)
Wind Motors
AND
Computing:
Information &
Communication
Conversion, Or
Distribution
Wind
Energy
1/1/2024
Top 10 Probably Patent Assignee (5,607 patent families)
Wind Motors
AND
Computing:
Information &
Communication
Conversion, Or
Distribution
Wind
Energy
1/1/2024
Timeline (5,607 patent families)
Wind Motors
AND
Computing:
Information &
Communication
Conversion, Or
Distribution
Wind
Energy
1/1/2024
IPC subgroup correlation (5,607 patent families)
Wind Motors
AND
Computing:
Information &
Communication
Conversion, Or
Distribution
Wind Energy
Focus results with IPC subgroups.
1,329 patent families
1/1/2024
F03D009/25; Adaptations of
wind motors for special use;
the apparatus producing heat;
the apparatus being an
electrical generator
H02S10/12 PV power plants;
Combinations of PV energy systems
with other systems for the generation
of electric a supplementary source
power: includinge of electric power,
e.g. hybrid diesel-PV energy systems
(combinations with gas-turbine plants;
Hybrid wind-PV energy systems
~1329
F03D009/11; Adaptations of
wind motors for special use;
Combinations of wind motors
with apparatus storing energy;
storing electrical energy
Wind
Energy
1/1/2024
Keyword clustering (1,329 patent families)
Wind Motors
AND
Conversion, Or
Distribution; Hybrid
wind-PV energy
systems
Wind
Energy
1/1/2024
3D Topographical Landscape (1,329 patent families)
Peaks:
-Wind Energy
-Cell Module
-Power Generation
Wind Motors
AND
Conversion, Or
Distribution; Hybrid
wind-PV energy
systems
Wind Energy: Wind motors or hybrid PV-Wind Energy Systems
Of the 1,329 families, only one patent family
has a Technical Valuation of 67%.
• Technical
• Breadth of industries (# of IPC/CPCs)
• Breadth of citing IPC/CPCs
• Radicalness (#IPCs in backward
citations which are different from IPCs
of patent itself)
• Number of Related divisional,
continuations, CIP, priority US granted
patents
Probable Patent Assignee: MOIXA ENERGY
HOLDINGS LTD
1/1/2024
Wind Energy: Normalize Data
• An approach to normalize the data is removing
patent families that only contain a China jurisdiction.
• Rerun the search.
• Analyze the results.
1/1/2024
1/1/2024
Jurisdictions
• Remove CN as only family member from 1,329 set:
• 162 patent family records to analyze
Wind
Energy
Wind Motors
AND
Conversion, Or
Distribution; Hybrid
wind-PV energy
systems
1/1/2024
Hydropower
1/1/2024
• Hydropower currently accounts for 28.7% of total U.S. renewable electricity
generation and about 6.2% of total U.S. electricity generation. In fact, all but
two states (Delaware and Mississippi) use hydropower for electricity, some
more than others. (ENERGY EFFICIENCY & RENEWABLE ENERGY, an
office of the U.S. Department of Energy)1
• In 2020 about 66% of the state of Washington’s electricity came from
hydropower.
Hydropower
1/1/2024
• A general patent search was conducted for hydropower energy with a
publication date >= 2018 through late 2023 and choose certain IPC
classification codes to narrow the ~30,000 patent family result set.
• Similar to solar power and wind energy the greatest number of patents per
jurisdiction was China. However, Russia had the next largest level of patents
in this hydropower technology space.
Hydropower
1/1/2024
• The greater than ~30,000 patent family result set from initial search was
narrowed to Hydraulic engineering for water power plants as well as wave or
tidal energy.
• The narrowing of results was accomplished using IPC classifications
• E02B9 = Hydraulic engineering for water power plants
• F03B13/12 or F03B13/14 or F03B13/16 or F03B13/18 or F03B13/20 or F03B13/22 or
F03B13/24= wave or tidal energy
Hydropower: Wave or Tidal
1/1/2024
• F03B 13/12 characterised by using wave or tide energy
• F03B 13/14 using wave energy
• F03B 13/16 using the relative movement between a wave-operated member and
another member
• F03B 13/18 wherein the other member is fixed, at least at one point, with respect to
the sea bed or shore
• wherein both members are movable relative to the sea bed or shore
• F03B 13/22 using the flow of water resulting from wave movements, e.g. to drive a
hydraulic motor or turbine
• F03B 13/24 to produce a flow of air, e.g. to drive an air turbine [2006.01]
• F03B 13/26 using tide energy
Hydropower
1/1/2024
Hydraulic
engineering for
water power plants
Wave or tidal
energy
Jurisdictions (4,215 patent families)
- Hydraulic engineering for water power plants as well as wave or tidal energy.
Hydropower
1/1/2024
Timeline (4,215 patent families)
Hydraulic
engineering for
water power plants
Wave or tidal
energy
Large group of patents in 2021, most assigned to Zhuravlev
Valerievich.
Hydropower
1/1/2024
Year 2021
Hydraulic
engineering for
water power plants
Wave or tidal
energy
Hydropower
1/1/2024
Correlation of IPC codes (4,215 patent families)
Hydraulic
engineering for
water power plants
Wave or tidal
energy
- E02B9/00 Water-power plants
- F03B13/00 Adaptations of machines or engines for special use; Combinations of
machines or engines with driving or driven apparatus.
- most assigned to Zhuravlev Valerievich
Hydropower
1/1/2024
Landscape Map (4,215 patent families)
Hydraulic
engineering for
water power plants
Wave or tidal
energy
Peak:
-Power
Generation
“There is an urgent need to stop subsidizing the fossil fuel industry,
dramatically reduce wasted energy, and significantly shift our power
supplies from oil, coal, and natural gas to wind, solar, geothermal, and
other renewable energy sources.” Bill McKibben
1/1/2024
Geothermal
Geothermal
1/1/2024
• A general patent search was conducted for geothermal energy with a
publication date >= 2018 through late 2023 and retrieved over 10,000 patent
families.
• Similar to Solar, Wind and Hydropower, China has the most patent families in
the technology area.
Geothermal
1/1/2024
Top 10 Jurisdictions (10,567 patent families)
Geothermal
1/1/2024
Top 10 IPC subclassifications
- Focus on IPC subclass, F24T :Geothermal Collectors, Geothermal
Systems which reduce the over 10,000 results to 2,679 patent families.
Geothermal
1/1/2024
Top 10 IPC subgroups
 F24T
:Geothermal
Collectors,
Geothermal
Systems
- IPC subgroups for the 2,679 patent families.
Geothermal
1/1/2024
Top 10 IPC Subgroup Descriptions
 F24T
:Geothermal
Collectors,
Geothermal
Systems
F24T10/20 Geothermal Collectors: using underground water as working fluid; using
working fluid injected directly into the ground, e.g. using injection wells and recovery wells
F24T10/00 Geothermal Collectors:
F24T10/10 with circulation of working fluids through underground channels, the working
fluids not coming into direct contact with the ground
F24T10/13 using tube assemblies suitable for insertion into boreholes in the ground, e.g.
geothermal probe
F24T10/15 :using tubes assembled with connectors or with return headers
F24T10/17 using bent tubes; using tubes closed at one end, i.e. return-type tubes
F24T50/00 geothermal systems (for producing mechanical power from geothermal energy
F25B30/06 Heat Pump:
characterised by the source of low potential heat
F24F5/00 Air-conditioning systems or apparatus not covered by group
Geothermal
1/1/2024
Timeline (2,679 patent families)
 F24T
:Geothermal
Collectors,
Geothermal
Systems
Geothermal
1/1/2024
Top 10 IPC subgroup by Probable Assignees
 F24T
:Geothermal
Collectors,
Geothermal
Systems
- The majority were Chinese based companies and there is no
dominant assignee.
- 2,679 patent families
Geothermal
1/1/2024
Keyword clustering (2,679 patent families)
 F24T
:Geothermal
Collectors,
Geothermal
Systems
Geothermal
1/1/2024
Keyword clustering Spreadsheet
 F24T
:Geothermal
Collectors,
Geothermal
Systems
- Sample of data from clustering can be
used to create a matrix based on
keywords.
Geothermal: Normalize Data
• An approach to normalize the data is removing
patent families that only contain a China jurisdiction.
• Rerun the search.
• Analyze the results.
1/1/2024
1/1/2024
Jurisdictions
• Remove CN as only family member from 2,679 patent family
set:
• 761 patent family records to analyze
Geothermal
 F24T :Geothermal
Collectors,
Geothermal Systems
"If you're using first-class land for biofuels,
then you're competing with the growing of
food. And so you're actually spiking food
prices by moving energy production into
agriculture." Bill Gates
Biofuel
1/1/2024
Biofuel
1/1/2024
• A general patent search was conducted on biofuel with a publication date >=
2018 through late 2023 and retrieved over 13,858 patent families.
• “Unlike other renewable energy sources, biomass can be converted directly
into liquid fuels, called "biofuels," to help meet transportation fuel needs. The
two most common types of biofuels in use today are ethanol and biodiesel,
both of which represent the first generation of biofuel technology.”1
1/1/2024
Top 10 IPC subgroups (13,858 families)
Biofuel
Biofuel
1/1/2024
• Focus the search on IPC subgroups C10L1/02 or C10L5/44 >= 2018 through
late 2023 and obtain 2,669 patent families
• C10L1/02 Fuels not otherwise provided for; natural gas; synthetic natural gas obtained by
processes not covered by subclasses c10g or c10k; liquefied petroleum gas; use of
additives to fuels or fires; fire-lighters; liquid carbonaceous fuels; essentially based on
components consisting of carbon, hydrogen, and oxygen only
• C10L5/44 Solid fuels; essentially based on materials of non-mineral origin; on vegetable
substances
1/1/2024
Timeline (2,669 families)
Biofuel
 Non synthetic liquid
carbonaceous fuels
Solid fuels, vegetable
substances
1/1/2024
Jurisdictions (2,669 families)
Biofuel
Non synthetic liquid
carbonaceous fuels
Solid fuels, vegetable
substances
1/1/2024
Top 10 Probable Assignees (2,669 families)
Biofuel
Non synthetic liquid
carbonaceous fuels
Solid fuels, vegetable
substances
1/1/2024
Keyword clustering (2,669 families)
Biofuel
Non synthetic liquid
carbonaceous fuels
Solid fuels, vegetable
substances
Biofuel : Normalize Data
• An approach to normalize the data is removing
patent families that only contain a China jurisdiction.
• Rerun the search.
• Analyze the results.
1/1/2024
1/1/2024
Jurisdictions
• Remove CN as only family member from 2,669 patent family
set:
• 991 patent family records to analyze
Biofuel
Non synthetic liquid
carbonaceous fuels
Solid fuels, vegetable
substances
Summary of Data
Examined in this
Presentation
- Renewable energy is only a small fraction of energy
compared to fossil fuels.
-The data obtained for the analysis was from simple searches
and was not derived from an exhaustive search.
- During the time period 2019-2023, China, overall,
dominates the number of patent families in renewable energy
areas examined in this presentation.
- Wind energy in the wind motors distribution of electrical
energy has seen an increase in patent counts up until 2022
followed by a a decline in 2023.
- Biofuels has seen in a decline in patent counts since 2022.
- A large number of patents in the Hydropower hydraulic
engineering for water power plants as well as wave or tidal
energy was attributed to Russia (specifically to Zhuravlev
Valerievich in Year 2021)
1/1/2024
Thank you
1/1/2024
Robert (Bob) March works as a patent analyst for a
private firm that conducts patent and literature searching
for many fortune 500 companies and top IP law firms.
Bob holds a Qualification Certificate as a Qualified
Patent Information Professional and a Certificate in
Competitive Intelligence from Drexel University. Bob
began his career indexing patents for IFI Plenum
company. After a year of indexing, Bob began an over
30-year career with the DuPont company. While at
DuPont, Bob began as an agricultural synthesis chemist
prior to embarking on 22 years in information science
mainly as a patent analyst in the Central Research and
Development and Legal Departments.

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Renewable Energy to Reduce Energy Dependence On Fossil Fuels

  • 2. Agenda • Renewable Energy Resources • Statistics • Patent Practice • Summary 1/1/2024
  • 3. Disclaimer • The content contained in this presentation is based on data obtained from the PatBase™ system1 and is based on the author’s interpretation of the data. PatBase™ was used for data and graphs. The presentation is not peer reviewed. • Use of this information is up to the reader’s discretion and the author shall not be held liable for the contents. 1/1/2024
  • 4. Introduction The IP direction to reduce the energy dependency on fossil fuels is briefly examined. Renewable energy sources examined are:  Solar  Wind  Hydropower  Geothermal  Biofuel 1/1/2024
  • 5. Renewable Energy • Solar is energy from the sun that is converted into thermal or electrical energy. • Wind energy captures kinetic energy from the movement of air either via land (onshore) or sea (offshore). • Hydropower harness energy from the movement of water or tides. • Geothermal uses the thermal energy from the Earth’s center. • Biofuel is energy produced from biomass (i.e. wood, liquids). 1/1/2024
  • 6. Financial “Climate action is not a budget buster or economy-wrecker. Shifting to a green economy could yield a direct economic gain of $26 trillion through 2030 compared with business-as-usual. This could produce over 65 million new low-carbon jobs.” …https://www.un.org/en/climatechange/science/key-findings (New Climate Economy, Resources Institute, August 2018 report) "The Energy Institute Statistical Review is essential reading for policymakers around the world trying to balance the energy trilemma," said Simon Virley, Head of Energy and Natural Resources at KPMG in the UK. "All aspects of the trilemma were put under severe strain in 2022. Despite record growth in renewables, the share of world energy still coming from fossil fuels remains stubbornly stuck at 82%, which should act as a clarion call for governments to inject more urgency into the energy transition.“ ….https://www.spglobal.com/commodityinsights/en/market- insights/latest-news/oil/062623-fossil-fuels-stubbornly-dominating-global-energy-despite-surge-in-renewables-energy-institute (S&B Global Commodity Insights, “Fossil fuels 'stubbornly' dominating global energy despite surge in renewables: Energy Institute” COAL | ELECTRIC POWER | ENERGY TRANSITION | NATURAL GAS | OIL 26 Jun 2023) 1/1/2024
  • 7. U.S. Electricity Generation 1/1/2024 U.S. Energy Information Administration (https://www.eia.gov/todayinenergy/detail.php?id=53779)
  • 8. Renewable Surge in 2023 1/1/2024
  • 9. World Consumption 1/1/2024 • 2023, Statistical Review of World Energy, The Energy Institute Statistical Review, https://www.energyinst.org/statistical- review/resources-and-data-downloads)
  • 10. The way to get started is to quit talking and begin doing. Walt Disney 1/1/2024
  • 11. Content Patent Technology Timeframe • Limit evaluation from publication date 2018 to November/December 2023. • PatBase® system is used in analysis. PatBase® records are represented by a patent family. • Simple keyword strategies or keyword and classification code combinations were used to obtain the data for this project. The data was not derived from a comprehensive search. • The charts and graphs in the analysis are meant as a general overall view of trends in the various renewable energy resources. 1/1/2024 PatBase® Family A PatBase® family contains all publications that share one or more common priority number(s). This includes continuations-in-part. If PatBase® families become very large (100+ members), where possible, these are broken down into sub-groups of simple families. A simple family is one where all priority numbers are shared.
  • 12. Renewable Energy “I’d put my money on the sun and solar energy. What a source of power! I hope we don’t have to wait until oil and coal run out before we tackle that.” Thomas Edison 1/1/2024
  • 13. Solar Energy 1/1/2024 • A general patent search was conducted for solar energy with a publication date >= 2018 through late 2023. • Focus on the International Classification Code F24S SOLAR HEAT COLLECTORS; SOLAR HEAT SYSTEMS • The search retrieved over 10,000 patent families.
  • 17. Solar Energy Solar Heat Collectors; Solar Heat Systems 1/1/2024 IPC Group Classifications • Many H02S group codes (photovoltaic modules) are used with the F24S (Solar heat collectors; solar heat systems) subclass code
  • 18. Solar Energy Solar Heat Collectors; Solar Heat Systems 1/1/2024 Keyword Tree Clustering - Up to 2,500 documents (families) of over 10,000 families have been selected (contain appropriate data), and are contained in these clusters. - The clustering feature groups and creates 'clusters', but not every family will fit into a cluster. The algorithm also doesn't create clusters that contain only one family.
  • 19. Solar Energy Solar Heat Collectors; Solar Heat Systems 1/1/2024 IPC Subgroup by Year • H02S20/30 Supporting structures for Photovoltaic (PV) modules; Supporting structures being movable or adjustable, e.g. for angle adjustment • Large number of family members in 2021
  • 20. Solar Energy • IPC code definitions: o F24S Solar heat collectors; solar heat systems o F24S10/70 Solar heat collectors using working fluids, the working fluids being conveyed through tubular absorbing conduits o F24S20/40 Solar heat collectors specially adapted for particular uses or environments; Solar heat collectors combined with other heat sources, e.g. using electrical heating or heat from ambient air o F24S30/425 Arrangements for moving or orienting solar heat collector modules [2018.01]; Horizontal axis [2018.01] o H02S20/30 Supporting structures for PV modules; Supporting structures being movable or adjustable, e.g. for angle adjustment 1/1/2024
  • 21. Solar Energy, Solar Heat Systems The over 10,000 records are reduced to around 992 patent families. 1/1/2024 Focus on patents containing IPC codes for structures for PV modules (H02S20/30) Solar heat collector codes, (F24S20/40 or F24S30/425 or F24S10/70) ~992
  • 22. Solar Energy Solar Heat Collectors; Solar Heat Systems; PV structures 1/1/2024 Jurisdictions (~ 992 families)
  • 23. Solar Energy Solar Heat Collectors; Solar Heat Systems; PV structures 1/1/2024 Assignees (~ 992 families)
  • 24. Solar Energy Solar Heat Collectors; Solar Heat Systems; PV structures 1/1/2024 IPC code subgroup correlation (~ 992 families) • F24S30/425 Arrangements for moving or orienting solar heat collector modules [2018.01]; Horizontal axis [2018.01] • H02S20/30 Supporting structures for PV modules; Supporting structures being movable or adjustable, e.g. for angle adjustment
  • 25. Solar Energy Solar Heat Collectors; Solar Heat Systems; PV structures 1/1/2024 Keyword Tree Clustering (992 patent families)
  • 26. Solar Energy Solar Heat Collectors; Solar Heat Systems; PV structures 1/1/2024 3D Topographical Landscape (992 patent families) All 992 families have been used to generate this landscape. Peaks: -cell module -photovoltaic module
  • 27. Solar Energy: Solar Heat Collectors; Solar Heat Systems; PV structures Of the 992 families, only one patent family has a Technical Valuation of 89%. • Technical o Breadth of industries (# of IPC/CPCs) o Breadth of citing IPC/CPCs o Radicalness (#IPCs in backward citations which are different from IPCs of patent itself) o Number of Related divisional, continuations, CIP, priority US granted patents Probable Patent Assignee: NEXTRACKER LLC 1/1/2024
  • 28. Solar Energy: Normalize Data • An approach to normalize the data is removing patent families that only contain a China jurisdiction. • Rerun the search. • Analyze the results. 1/1/2024
  • 29. Solar Energy Solar Heat Collectors; Solar Heat Systems: PV structures 1/1/2024 Jurisdictions • Within the 992 patent families, remove records whereby the family member only contains CN jurisdiction • 43 patent family records to analyze
  • 30. Wind "As yet, the wind is an untamed, and unharnessed force; and quite possibly one of the greatest discoveries hereafter to be made, will be the taming, and harnessing of the wind.“ Abe Lincoln
  • 31. Wind Energy • A general patent search was conducted for wind power/energy with a publication date >= 2018 through late 2023. o Greater than 100,000 patent families retrieved. • Quickly focus results based on graphed IPC results: o F03D WIND MOTORS And either: o G06Q Computing: information and communication technology [ict] specially adapted for administrative, commercial, financial, managerial or supervisory purposes; o H02 generation, conversion, or distribution of electric power o Result set 5607 patent families. 1/1/2024
  • 32. Wind Energy 1/1/2024 Top 10 Jurisdictions (5,607 patent families) Wind Motors AND Computing: Information & Communication Conversion, Or Distribution
  • 33. Wind Energy 1/1/2024 Top 10 Probably Patent Assignee (5,607 patent families) Wind Motors AND Computing: Information & Communication Conversion, Or Distribution
  • 34. Wind Energy 1/1/2024 Timeline (5,607 patent families) Wind Motors AND Computing: Information & Communication Conversion, Or Distribution
  • 35. Wind Energy 1/1/2024 IPC subgroup correlation (5,607 patent families) Wind Motors AND Computing: Information & Communication Conversion, Or Distribution
  • 36. Wind Energy Focus results with IPC subgroups. 1,329 patent families 1/1/2024 F03D009/25; Adaptations of wind motors for special use; the apparatus producing heat; the apparatus being an electrical generator H02S10/12 PV power plants; Combinations of PV energy systems with other systems for the generation of electric a supplementary source power: includinge of electric power, e.g. hybrid diesel-PV energy systems (combinations with gas-turbine plants; Hybrid wind-PV energy systems ~1329 F03D009/11; Adaptations of wind motors for special use; Combinations of wind motors with apparatus storing energy; storing electrical energy
  • 37. Wind Energy 1/1/2024 Keyword clustering (1,329 patent families) Wind Motors AND Conversion, Or Distribution; Hybrid wind-PV energy systems
  • 38. Wind Energy 1/1/2024 3D Topographical Landscape (1,329 patent families) Peaks: -Wind Energy -Cell Module -Power Generation Wind Motors AND Conversion, Or Distribution; Hybrid wind-PV energy systems
  • 39. Wind Energy: Wind motors or hybrid PV-Wind Energy Systems Of the 1,329 families, only one patent family has a Technical Valuation of 67%. • Technical • Breadth of industries (# of IPC/CPCs) • Breadth of citing IPC/CPCs • Radicalness (#IPCs in backward citations which are different from IPCs of patent itself) • Number of Related divisional, continuations, CIP, priority US granted patents Probable Patent Assignee: MOIXA ENERGY HOLDINGS LTD 1/1/2024
  • 40. Wind Energy: Normalize Data • An approach to normalize the data is removing patent families that only contain a China jurisdiction. • Rerun the search. • Analyze the results. 1/1/2024
  • 41. 1/1/2024 Jurisdictions • Remove CN as only family member from 1,329 set: • 162 patent family records to analyze Wind Energy Wind Motors AND Conversion, Or Distribution; Hybrid wind-PV energy systems
  • 43. Hydropower 1/1/2024 • Hydropower currently accounts for 28.7% of total U.S. renewable electricity generation and about 6.2% of total U.S. electricity generation. In fact, all but two states (Delaware and Mississippi) use hydropower for electricity, some more than others. (ENERGY EFFICIENCY & RENEWABLE ENERGY, an office of the U.S. Department of Energy)1 • In 2020 about 66% of the state of Washington’s electricity came from hydropower.
  • 44. Hydropower 1/1/2024 • A general patent search was conducted for hydropower energy with a publication date >= 2018 through late 2023 and choose certain IPC classification codes to narrow the ~30,000 patent family result set. • Similar to solar power and wind energy the greatest number of patents per jurisdiction was China. However, Russia had the next largest level of patents in this hydropower technology space.
  • 45. Hydropower 1/1/2024 • The greater than ~30,000 patent family result set from initial search was narrowed to Hydraulic engineering for water power plants as well as wave or tidal energy. • The narrowing of results was accomplished using IPC classifications • E02B9 = Hydraulic engineering for water power plants • F03B13/12 or F03B13/14 or F03B13/16 or F03B13/18 or F03B13/20 or F03B13/22 or F03B13/24= wave or tidal energy
  • 46. Hydropower: Wave or Tidal 1/1/2024 • F03B 13/12 characterised by using wave or tide energy • F03B 13/14 using wave energy • F03B 13/16 using the relative movement between a wave-operated member and another member • F03B 13/18 wherein the other member is fixed, at least at one point, with respect to the sea bed or shore • wherein both members are movable relative to the sea bed or shore • F03B 13/22 using the flow of water resulting from wave movements, e.g. to drive a hydraulic motor or turbine • F03B 13/24 to produce a flow of air, e.g. to drive an air turbine [2006.01] • F03B 13/26 using tide energy
  • 47. Hydropower 1/1/2024 Hydraulic engineering for water power plants Wave or tidal energy Jurisdictions (4,215 patent families) - Hydraulic engineering for water power plants as well as wave or tidal energy.
  • 48. Hydropower 1/1/2024 Timeline (4,215 patent families) Hydraulic engineering for water power plants Wave or tidal energy Large group of patents in 2021, most assigned to Zhuravlev Valerievich.
  • 50. Hydropower 1/1/2024 Correlation of IPC codes (4,215 patent families) Hydraulic engineering for water power plants Wave or tidal energy - E02B9/00 Water-power plants - F03B13/00 Adaptations of machines or engines for special use; Combinations of machines or engines with driving or driven apparatus. - most assigned to Zhuravlev Valerievich
  • 51. Hydropower 1/1/2024 Landscape Map (4,215 patent families) Hydraulic engineering for water power plants Wave or tidal energy Peak: -Power Generation
  • 52. “There is an urgent need to stop subsidizing the fossil fuel industry, dramatically reduce wasted energy, and significantly shift our power supplies from oil, coal, and natural gas to wind, solar, geothermal, and other renewable energy sources.” Bill McKibben 1/1/2024 Geothermal
  • 53. Geothermal 1/1/2024 • A general patent search was conducted for geothermal energy with a publication date >= 2018 through late 2023 and retrieved over 10,000 patent families. • Similar to Solar, Wind and Hydropower, China has the most patent families in the technology area.
  • 54. Geothermal 1/1/2024 Top 10 Jurisdictions (10,567 patent families)
  • 55. Geothermal 1/1/2024 Top 10 IPC subclassifications - Focus on IPC subclass, F24T :Geothermal Collectors, Geothermal Systems which reduce the over 10,000 results to 2,679 patent families.
  • 56. Geothermal 1/1/2024 Top 10 IPC subgroups  F24T :Geothermal Collectors, Geothermal Systems - IPC subgroups for the 2,679 patent families.
  • 57. Geothermal 1/1/2024 Top 10 IPC Subgroup Descriptions  F24T :Geothermal Collectors, Geothermal Systems F24T10/20 Geothermal Collectors: using underground water as working fluid; using working fluid injected directly into the ground, e.g. using injection wells and recovery wells F24T10/00 Geothermal Collectors: F24T10/10 with circulation of working fluids through underground channels, the working fluids not coming into direct contact with the ground F24T10/13 using tube assemblies suitable for insertion into boreholes in the ground, e.g. geothermal probe F24T10/15 :using tubes assembled with connectors or with return headers F24T10/17 using bent tubes; using tubes closed at one end, i.e. return-type tubes F24T50/00 geothermal systems (for producing mechanical power from geothermal energy F25B30/06 Heat Pump: characterised by the source of low potential heat F24F5/00 Air-conditioning systems or apparatus not covered by group
  • 58. Geothermal 1/1/2024 Timeline (2,679 patent families)  F24T :Geothermal Collectors, Geothermal Systems
  • 59. Geothermal 1/1/2024 Top 10 IPC subgroup by Probable Assignees  F24T :Geothermal Collectors, Geothermal Systems - The majority were Chinese based companies and there is no dominant assignee. - 2,679 patent families
  • 60. Geothermal 1/1/2024 Keyword clustering (2,679 patent families)  F24T :Geothermal Collectors, Geothermal Systems
  • 61. Geothermal 1/1/2024 Keyword clustering Spreadsheet  F24T :Geothermal Collectors, Geothermal Systems - Sample of data from clustering can be used to create a matrix based on keywords.
  • 62. Geothermal: Normalize Data • An approach to normalize the data is removing patent families that only contain a China jurisdiction. • Rerun the search. • Analyze the results. 1/1/2024
  • 63. 1/1/2024 Jurisdictions • Remove CN as only family member from 2,679 patent family set: • 761 patent family records to analyze Geothermal  F24T :Geothermal Collectors, Geothermal Systems
  • 64. "If you're using first-class land for biofuels, then you're competing with the growing of food. And so you're actually spiking food prices by moving energy production into agriculture." Bill Gates Biofuel 1/1/2024
  • 65. Biofuel 1/1/2024 • A general patent search was conducted on biofuel with a publication date >= 2018 through late 2023 and retrieved over 13,858 patent families. • “Unlike other renewable energy sources, biomass can be converted directly into liquid fuels, called "biofuels," to help meet transportation fuel needs. The two most common types of biofuels in use today are ethanol and biodiesel, both of which represent the first generation of biofuel technology.”1
  • 66. 1/1/2024 Top 10 IPC subgroups (13,858 families) Biofuel
  • 67. Biofuel 1/1/2024 • Focus the search on IPC subgroups C10L1/02 or C10L5/44 >= 2018 through late 2023 and obtain 2,669 patent families • C10L1/02 Fuels not otherwise provided for; natural gas; synthetic natural gas obtained by processes not covered by subclasses c10g or c10k; liquefied petroleum gas; use of additives to fuels or fires; fire-lighters; liquid carbonaceous fuels; essentially based on components consisting of carbon, hydrogen, and oxygen only • C10L5/44 Solid fuels; essentially based on materials of non-mineral origin; on vegetable substances
  • 68. 1/1/2024 Timeline (2,669 families) Biofuel  Non synthetic liquid carbonaceous fuels Solid fuels, vegetable substances
  • 69. 1/1/2024 Jurisdictions (2,669 families) Biofuel Non synthetic liquid carbonaceous fuels Solid fuels, vegetable substances
  • 70. 1/1/2024 Top 10 Probable Assignees (2,669 families) Biofuel Non synthetic liquid carbonaceous fuels Solid fuels, vegetable substances
  • 71. 1/1/2024 Keyword clustering (2,669 families) Biofuel Non synthetic liquid carbonaceous fuels Solid fuels, vegetable substances
  • 72. Biofuel : Normalize Data • An approach to normalize the data is removing patent families that only contain a China jurisdiction. • Rerun the search. • Analyze the results. 1/1/2024
  • 73. 1/1/2024 Jurisdictions • Remove CN as only family member from 2,669 patent family set: • 991 patent family records to analyze Biofuel Non synthetic liquid carbonaceous fuels Solid fuels, vegetable substances
  • 74. Summary of Data Examined in this Presentation - Renewable energy is only a small fraction of energy compared to fossil fuels. -The data obtained for the analysis was from simple searches and was not derived from an exhaustive search. - During the time period 2019-2023, China, overall, dominates the number of patent families in renewable energy areas examined in this presentation. - Wind energy in the wind motors distribution of electrical energy has seen an increase in patent counts up until 2022 followed by a a decline in 2023. - Biofuels has seen in a decline in patent counts since 2022. - A large number of patents in the Hydropower hydraulic engineering for water power plants as well as wave or tidal energy was attributed to Russia (specifically to Zhuravlev Valerievich in Year 2021) 1/1/2024
  • 75. Thank you 1/1/2024 Robert (Bob) March works as a patent analyst for a private firm that conducts patent and literature searching for many fortune 500 companies and top IP law firms. Bob holds a Qualification Certificate as a Qualified Patent Information Professional and a Certificate in Competitive Intelligence from Drexel University. Bob began his career indexing patents for IFI Plenum company. After a year of indexing, Bob began an over 30-year career with the DuPont company. While at DuPont, Bob began as an agricultural synthesis chemist prior to embarking on 22 years in information science mainly as a patent analyst in the Central Research and Development and Legal Departments.

Editor's Notes

  1. 1. PatBase: fulltext searchable database, wide country coverage, see https://www.patbase.com/coverageReport/public/index.php
  2. https://www.canarymedia.com/articles/clean-energy/chart-global-renewables-deployments-to-hit-record-levels-in-2023
  3. atac=(solar wf1 energy) and sc=F24S and pd>20181231 (atac= title/abstracts/claims which include machine translation of non-English text), SC= search of both IPC or CPC classifications)
  4. PatBase Keyword Clustered Tree is an implementation of a hierarchical Voronoi Treemaps. With animated transitions, zooming, searching, and nested meta data available via a split screen view.  The clustered tree allows you to click and zoom in on a cluster and zoom in further to nodes (sub-clusters).  Up to 2,500 documents (families) have been selected (contain appropriate data), and are contain in these clusters. This is related to the way that the clustering feature works; it groups and creates 'clusters', but not every family will fit into a cluster. The algorithm also doesn't create clusters that contain only one family. So, since many of the patent families contain only a CN jurisdiction, many CN documents may not get considered.
  5. atac=(solar wf1 energy) and sc=F24S and sc=(F24S20/40 or F24S30/425 or F24S10/70) and sc=H02S20/30 and pd>20181231 992 families
  6. PatBase Keyword Clustered Tree is an implementation of a hierarchical Voronoi Treemaps. With animated transitions, zooming, searching, and nested meta data available via a split screen view.  The clustered tree allows you to click and zoom in on a cluster and zoom in further to nodes (sub-clusters).  Up to 2,500 documents (families) have been selected (contain appropriate data), and are contain in these clusters.
  7. PatBase Keyword Clustered Tree is an implementation of a hierarchical Voronoi Treemaps. With animated transitions, zooming, searching, and nested meta data available via a split screen view.  The clustered tree allows you to click and zoom in on a cluster and zoom in further to nodes (sub-clusters).  Up to 10,000 documents (families) have been selected (contain appropriate data), and are contain in these clusters.  Sometimes families do not contain an appropriate abstract, in which case they cannot be used by the clustering software; in addition, there is an upper limit for then number of families that may be clustered in which case no more than the maximum allowed (for the current analysis depth) will be taken into account.
  8. atac=(solar wf1 energy) and sc=F24S and sc=(F24S20/40 or F24S30/425 or F24S10/70) and sc=H02S20/30 and pd>20181231 Not atac=(solar wf1 energy) and sc=(F24S20/40 or F24S30/425 or F24S10/70) and sc=H02S20/30 and pd>20181231 and UE<2347 and cc=cn and nc=1 43 results
  9. atac=(wind wf1 (power or energy)) and pd>20181231 101,315 atac=(wind wf1 (power or energy)) and sc=F03D and sc=(H02 or G06) and pd>20181231 5607 results
  10. atac=(wind wf1 (power or energy)) and sc=F03D and sc=(H02 or G06) and pd>20181231 5607 results  
  11. atac=(wind wf1 (power or energy)) and sc=F03D and sc=(H02 or G06) and pd>20181231 5607 results  
  12. atac=(wind wf1 (power or energy)) and sc=F03D and sc=(H02 or G06) and pd>20181231 5607 results  
  13. atac=(wind wf1 (power or energy)) and sc=F03D and sc=(H02 or G06) and pd>20181231 5607 results  
  14. atac=(wind wf1 (power or energy)) and sc=(F03D9/25 or F03D9/11) and sc=H02S10/12 and pd>20181231 1329 patent families
  15. atac=(wind wf1 (power or energy)) and sc=(F03D9/25 or F03D9/11) and sc=H02S10/12 and pd>20181231 1329 patent families
  16. PatBase Patent Valuation Score (PVS) is a bespoke in-house system that attempts to value individual patent publications1 based on a comprehensive and purely analytical algorithm. That is, it looks at the numerical values that represent any publication in order to apply an estimated valuation.   PatBase calculates an "estimated value" (based on over 40 metrics, over 4 categories, plus a 5th Overall category) for each publication compared to a conceptual patent with the "maximum" score.
  17. atac=(wind wf1 (power or energy)) and sc=(F03D9/25 or F03D9/11) and sc=H02S10/12 and pd>20181231 and UE<2348 not atac=(wind wf1 (power or energy)) and sc=(F03D9/25 or F03D9/11) and sc=H02S10/12 and pd>20181231 and UE<2348 and cc=cn and nc=1 162 answers
  18. 1. https://www.energy.gov/eere/water/hydropower-basics#:~:text=Hydropower%2C%20or%20hydroelectric%20power%2C%20is,of%20total%20U.S.%20electricity%20generation
  19. atac=(hydropower or (hydro wf1 electric*) or ((water or hydroelectric or tidal) wf1 power) or (tidal wf1 energy)) and sc=(E02B9 or F03B13/12 or F03B13/14 or F03B13/16 or F03B13/18 or F03B13/20 or F03B13/22 or F03B13/24) and pd>20181231 4215 families
  20. atac=(hydropower or (hydro wf1 electric*) or ((water or hydroelectric or tidal) wf1 power) or (tidal wf1 energy)) and sc=(E02B9 or F03B13/12 or F03B13/14 or F03B13/16 or F03B13/18 or F03B13/20 or F03B13/22 or F03B13/24) and pd>20181231 4215 families
  21. atac=(hydropower or (hydro wf1 electric*) or ((water or hydroelectric or tidal) wf1 power) or (tidal wf1 energy)) and sc=(E02B9 or F03B13/12 or F03B13/14 or F03B13/16 or F03B13/18 or F03B13/20 or F03B13/22 or F03B13/24) and pd>20181231 4215 families
  22. atac=(hydropower or (hydro wf1 electric*) or ((water or hydroelectric or tidal) wf1 power) or (tidal wf1 energy)) and sc=(E02B9 or F03B13/12 or F03B13/14 or F03B13/16 or F03B13/18 or F03B13/20 or F03B13/22 or F03B13/24) and pd>20181231 4215 families
  23. atac=(hydropower or (hydro wf1 electric*) or ((water or hydroelectric or tidal) wf1 power) or (tidal wf1 energy)) and sc=(E02B9 or F03B13/12 or F03B13/14 or F03B13/16 or F03B13/18 or F03B13/20 or F03B13/22 or F03B13/24) and pd>20181231 4215 families
  24. atac=(hydropower or (hydro wf1 electric*) or ((water or hydroelectric or tidal) wf1 power) or (tidal wf1 energy)) and sc=(E02B9 or F03B13/12 or F03B13/14 or F03B13/16 or F03B13/18 or F03B13/20 or F03B13/22 or F03B13/24) and pd>20181231 4215 families
  25. atac=(hydropower or (hydro wf1 electric*) or ((water or hydroelectric or tidal) wf1 power) or (tidal wf1 energy)) and sc=(E02B9 or F03B13/12 or F03B13/14 or F03B13/16 or F03B13/18 or F03B13/20 or F03B13/22 or F03B13/24) and pd>20181231 4215 families
  26. atac=(hydropower or (hydro wf1 electric*) or ((water or hydroelectric or tidal) wf1 power) or (tidal wf1 energy)) and sc=(E02B9 or F03B13/12 or F03B13/14 or F03B13/16 or F03B13/18 or F03B13/20 or F03B13/22 or F03B13/24) and pd>20181231 4215 families
  27. Atac=(Geothermal or (geo wf1 thermal)) and pd>20181231 10567  
  28. Atac=(Geothermal or (geo wf1 thermal)) and pd>20181231 10567  
  29. Atac=(Geothermal or (geo wf1 thermal)) and pd>20181231 10567  
  30. atac=(Geothermal or (geo wf1 thermal)) and sc=F24T and pd>20181231 2679
  31. atac=(Geothermal or (geo wf1 thermal)) and sc=F24T and pd>20181231 2679
  32. atac=(Geothermal or (geo wf1 thermal)) and sc=F24T and pd>20181231 2679
  33. atac=(Geothermal or (geo wf1 thermal)) and sc=F24T and pd>20181231 2679
  34. It's also important to note that this is a conceptual analysis, rather than a technical one. This is related to the way that the clustering feature works; it groups and creates 'clusters', but not every family will fit into a cluster. The algorithm also doesn't create clusters that contain only one family. So, since many of the patent families contain only a CN jurisdiction, many CN documents may not get considered.
  35. atac=(Geothermal or (geo wf1 thermal)) and sc=F24T and pd>20181231 and UE<2350   not atac=(Geothermal or (geo wf1 thermal)) and sc=F24T and pd>20181231 and UE<2350 and cc=cn and nc=1 761 results
  36. atac=(biofuel% or (bio wf1 fuel%) or biodiesel or (biomass w3 fuel%)) and pd>20181231 13858 1. https://www.energy.gov/eere/bioenergy/biofuel-basics#:~:text=Unlike%20other%20renewable%20energy%20sources,first%20generation%20of%20biofuel%20technology.
  37. atac=(biofuel% or (bio wf1 fuel%) or biodiesel or (biomass w3 fuel%)) and pd>20181231 13858
  38. atac=(biofuel% or (bio wf1 fuel%) or biodiesel or (biomass w3 fuel%)) and sc=(C10L1/02 or C10L5/44) and pd>20181231 2669 families
  39. atac=(biofuel% or (bio wf1 fuel%) or biodiesel or (biomass w3 fuel%)) and sc=(C10L1/02 or C10L5/44) and pd>20181231 2669 families
  40. atac=(biofuel% or (bio wf1 fuel%) or biodiesel or (biomass w3 fuel%)) and sc=(C10L1/02 or C10L5/44) and pd>20181231 2669 families
  41. atac=(biofuel% or (bio wf1 fuel%) or biodiesel or (biomass w3 fuel%)) and sc=(C10L1/02 or C10L5/44) and pd>20181231 2669 families
  42. atac=(biofuel% or (bio wf1 fuel%) or biodiesel or (biomass w3 fuel%)) and sc=(C10L1/02 or C10L5/44) and pd>20181231 2669 families It's also important to note that this is a conceptual analysis, rather than a technical one. This is related to the way that the clustering feature works; it groups and creates 'clusters', but not every family will fit into a cluster. The algorithm also doesn't create clusters that contain only one family. So, since many of the patent families contain only a CN jurisdiction, many CN documents may not get considered.
  43. atac=(biofuel% or (bio wf1 fuel%) or biodiesel or (biomass w3 fuel%)) and sc=(C10L1/02 or C10L5/44) and pd>20181231 and UE<2350 2669 families not atac=(biofuel% or (bio wf1 fuel%) or biodiesel or (biomass w3 fuel%)) and sc=(C10L1/02 or C10L5/44) and pd>20181231 and UE<2350 and cc=cn and nc=1   991 results