data driven fleet electrification & optimization...electrify: ev suitability assessment ford...

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Data Driven Fleet Electrification & Optimization Fleet Forward Conference November 13th, 2019

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Page 1: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Data Driven Fleet Electrification & Optimization

Fleet Forward ConferenceNovember 13th, 2019

Page 2: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Telematics Data Approach

.

.

.Measure Optimize

Manage Electrify

Page 3: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Any Telematics Data

© 2019 Sawatch, Inc.

Page 4: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Emissions Measurement | EMIT

• Establish baseline tailpipe emissions

• Create ZEV plans

• Track progress

Page 5: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Utilization & Right-sizing

Page 6: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Utilization & Right-sizing

Page 7: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Electrify: EV Suitability Assessment

Ford Focus Nissan Leaf

GHG ReductionOperational

SavingsTCO Change

(Lifetime)TCO Change (%)

80% $12,000-15,000 $6,000-9,000 15%

Page 8: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Electrify: EV Suitability Assessment

Ford Focus Nissan Leaf

North Carolina • 2500 light duty vehicles(sedans, minivans, SUV) • 12 months of data for most vehicles• VMT ranged from 2 -107,000 Average ~12,000. We developed ZEV targets for them• 550+ were identified as a replacement for EV• Developed ZEV targets• $3.8 million dollar savings over the lifetime• 2.7 million gallons saved

Page 9: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Electrify: Infrastructure Planning

Addresses Intentionally Hidden

• Individual to aggregated data sets

• EV Suitability Assessments based on telemetry guide charging locations

Page 10: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Electrify: Infrastructure Planning

• Geospatial visualization using actual driving behavior

Page 11: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

EV Management Using Telematics Data

• EV utilization• Energy Use• E vs. G – VMT• Missed

opportunities• Charging

management

Page 12: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Charging Patterns for BEV vs. PHEV

PHEV Charging Behavior• PHEVs are not charged

often enough

• Automated feedback mechanisms can improve performance

• BEVs charged too often: average SOC = 70%

Page 13: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Maximizing Electric Miles

• Where & When• Duration• Proximity

• Drive behavior change

Page 14: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Select Clients

• Governments: local, state, federal

• Private Sector: utilities, healthcare, food distribution, universities

Page 15: Data Driven Fleet Electrification & Optimization...Electrify: EV Suitability Assessment Ford Focus Nissan Leaf GHG Reduction Operational Savings TCO Change (Lifetime) TCO Change (%)

Thank You!

Mary TillDirector of Business Development

[email protected]