Arvind P. Ravikumar Profile picture
Dec 9, 2021 15 tweets 8 min read Read on X
🚨Preprint Alert🚨IT'S HERE!

For the first time, we use a large-scale controlled study of O&G #methane emissions to answer a basic question: How effective are commonly used Leak Detection & Repair (LDAR) programs?

There's a LOT we learnt here. Thread: 1/ eartharxiv.org/repository/vie…
EPA has proposed regulations to reduce #methane emissions from O&G sector. If global energy sector methane were a country, it would be the third largest emitter behind only China & US.

Key part of these regs are leak detection & repair (LDAR) programs. 2/ washingtonpost.com/climate-enviro…
LDAR program are where O&G operators survey their facilities with IR cameras to find and fix leaks (see NYT article for videos).

But, we didn't really know if these LDAR programs are effective in reducing #methane, beyond anecdotal evidence. Until now! 3/ nytimes.com/interactive/20…
Why? Because it's hard. Need to meet 5 conditions:

1. Control group where leaks are not repaired
2. Treatment group where leaks are repaired
3. Measure all emissions incl. vents, not just leaks
4. Repeat measurements
5. Avoid selection bias (select only low emitting sites) 4/
But that's what we did.

We randomly selected ~180 O&G sites in Alberta.

We split them into 4 groups - 1 control (C) & 3 treatment (T1-3) - with ~45 sites each.

Control - operators not informed about leaks.
Treatment - operators asked to fix leaks.

Survey schedule below. 5/
To track emissions over time & across surveys, we put physical tags on leaks. When operators fix leaks, they note a 'date of repair' on tag (that's how we know leaks were fixed).

No tags were left on leaks at control sites.

Based on these tags, we have 4 treatment effects. 6/
We find repairs are highly effective. Look at comparison between tagged leaks that were not repaired vs. tagged leaks that were repaired.

Gray: initial survey
Pink: follow-up survey

1) After repairs, emissions ~0.
2) Even if not repaired, emissions do not grow with time. 7/
At treatment sites that were repaired consistently, average number of leaks reduced by 50% (5 to 2.5).

At control, little change (2.2 to 2.0) - slight decrease possibly from voluntary maintenance.

At treatment sites where repairs were *not* done, leaks went up (1.3 to 1.6). 8/
What does this mean?
First, high survey frequency + repairs ➡️fewer leaks.

Second, voluntary inspection many reduce emissions, but reductions much smaller compared to LDAR programs➡️importance of regs.

Third, consistent repairs after surveys key to reducing emissions. 9/
Not all operators are created equal. You can see ~2 orders of magnitude difference in average site emissions across 18 operators. We can speculate why:

1) Different asset portfolio (more oil production, more emissions)
2) Different maintenance practices
3) Super-emitters 10/
Not all sites are created equal.

Oil sites emit, on average, 2x that of gas sites.
Sites with multiple wells emit, on average, 2x that of sites with single wells. 11/
Venting is a much bigger problem than leaks. Part of the reason is the way we classify many emissions as vents even though they can be fixed (e.g., open thief hatch on a tank).

This is why LDAR surveys can help find anomalous vents even if they are only targeted at leaks. 12/
Last thing: Tanks and pneumatics are the biggest sources of emissions. Look at distributions of tank and non-tank emissions and how they changed over the course of the year!

In 2019,
Avg. tank emission = 105 kg/d
Avg. non-tank emission = 14 kg/d, order of magnitude smaller. 13/
There's a LOT more in the paper! I was a @Stanford post-doc when this start, now I'm faculty at @UT_PGE! And big congrats to @Lyra_Wang, who led the analysis!

These are preliminary results. We are releasing all data so others can conduct more analyzes! /End
For those who asked: @drvolts @StevenMufson @dino_grandoni @ProfVonfischer @MikeLeeFW @johnupton @lorakolodny

This is a preprint and will undergo external peer review, but we wanted to get data & results out so insights can be helpful for #methane regs.

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More from @arvindpawan1

Nov 18, 2022
Let's get into one of the most far reaching pieces of regulatory action from @EPA. 3 areas stand out:

1) Comprehensive - every possible #methane source is covered, no loopholes
2) Embraces tech innovation even under uncertainty
3) Acknowledges & corrects for EPA blind spots
🧵
All O&G #methane sources are covered, including low producing sites & often owned by small, independent companies. Research has show these type of sites can be a significant source of emission, and until recently, was exempted from all regs.

Not anymore. nature.com/articles/s4146…
Changing definitions: This may be in the weeds but a huge shift in accounting for #methane. Policy stringency now depends on physical number of equipment on facilities and not arbitrary baseline emissions.

This significantly improves policy effectiveness & compliance monitoring.
Read 14 tweets
Aug 9, 2022
With the US Senate passing the historic #InflationReductionAct, I want to tell a story at the intersection of fossil-fuel infrastructure and climate goals.

It's a story that touches on emissions, globalization, supply chains, energy security, costs, and the labor market.🧵
This story involves the natural gas transmission network & and compressors that move the gas. Here's why it's important:

The Tennessee Gas Pipeline (blue) supplies >80% of gas to North East & New England & represents one of the most critical energy infrastructure for the US.
To maintain pressure & move gas, you need compressor stations every 60 - 70 miles. You can also use these pipelines as storage by adjusting pressure (higher pressure = more volume) - this is called line packing. A typical station can have 1 - 8 compressor units.
Read 12 tweets
Jul 28, 2022
Here are #methane details:

- $850M to EPA for methane monitoring/mitigation
- Fee at $900/t in 2024 going up to $1500/t in 2026.
- EPA methane regs compliant facilities exempt if equivalence can be demonstrated
- EPA required to update inventory estimates in 2 years
Here's the thing:

$900/t CH4 in 2024 is ~$17/mcf of gas, roughly 2x current Henry Hub price. That's a strong incentive for #methane reductions.

$1500/t CH4 is ~$29/mcf. These high prices will incentivize operational changes (e.g., switch gas engines to electric drive motors).
Fees applied to emissions intensities over:
- Production: 0.2% of gas, 10 mt/mbbl of oil
- Transmission: 0.11%
- LNG & other facilities: 0.05%

Only facilities reporting to EPA (>25000 mt CO2e/year emissions) will be subject to #methane fees.
Read 8 tweets
May 23, 2022
🚨New Paper Alert🚨A common justification for LNG expansion is potential for emissions reductions through coal to gas switching in power sector.

Is this claim true? @LydiaYang21, @S_HastingsSimon & I explore.

Short answer: Yes & No. 1/
iopscience.iop.org/article/10.108…
Near-term (<~2035)
LNG expansion aligned with Paris goals since there is more coal than LNG

Long-term (>2040)
a) Not compatible with 1.5/2°C goals: less coal globally to substitute with LNG
b) Compatible with business-as-usual 3°C trajectory as world still has lot of coal 2/
Caveats: Much of the LNG infrastructure is yet to be built.
1) Large-scale CCS can significantly extend utility of LNG infrastructure.
2) Low supply chain #methane leakage (<1%) critical to maximize benefits of LNG.3/
Read 8 tweets
Oct 26, 2021
I'm out here in WY near the Wind River Range to measure #methane emissions. As I write this, EPA is working on releasing updated methane regulations.

Let me tell you why this is not necessarily bad news. A thread on the complexity of #methane accounting: 1/
First, why is #methane fee a great idea? Recent data show that #methane emissions from operators vary by many orders of magnitude. So it makes sense that under a fee, responsible operators will be rewarded and those with high emissions will be penalized.
So, what's the issue with BBB proposal? Fee is entirely based on self-reporting to EPA GHGRP. 2 problems:

1) Emissions are underestimated in EPA report
2) Only facilities >25000 CO2e required to report

This sets up potential for fraud as it's easy to reduce emissions on paper.
Read 9 tweets
Feb 20, 2021
Good summary of what went wrong with the TX grid. I am going to try to explain what happened on the natural gas supply chain.

TL;DR: Combination of extended cold, unique basin properties, old pipes, and gas/electricity dependence. Thread. 1/
bloomberg.com/news/features/…
First, here's the natural gas supply chain. The parts that failed were in 3 areas:

1) oil & gas wells
2) Gathering lines
3) Equipment malfunction at power plants
4) Outage cut power to compressor stations that moved gas

+Other long-term issues like limited storage in TX. 2/
1) Why did O&G wells fail?

Permian basin is a liquids-rich basin. In addition to gas, wells also produce oil & water. For e.g., for every barrel of oil produced, you bring up 2-3 barrels of water.

In extended cold, water freezes and blocks the flow of gas from the well.
Read 9 tweets

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