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Climate Change
Average Global Temperature is most likely to be 2.4 C above industrial levels
The world has long debated climate change. As Al Gore warned in 1997, “Global climate disruption is the biggest threat to our future.” By 2018, David Attenborough called it “a human-made disaster on a global scale.” Growing scientific consensus and public awareness have turned climate change from a discussion into a global emergency demanding urgent action.
Temperature Rises - Climate Change
Climate Trend, Noise and Seasonality
Global Temperature records
How do we know that the global surface temperature rose between 0.6 and 0.9 degrees between 1906 and 2005? How do we know the rate of temperature increase has nearly doubled in the last 50 years?
The main types of questions that arise from examining time series can vary. They depend on the environmental context, but also on the data that have been gathered.
Pollution level, and prediction of other climate metrics
Where we describe the main features of the time series, such as is the series increasing or decreasing, or are there any seasonal patterns? (e.g. higher temperatures in summer and lower in winter). Where we predict future values of the time series from the current values, and also quantify the uncertainty in these predictions. where we detect when changes in the behavior of the time series have occurred, such as sudden drops in precipitation, or in pollution levels.
Sawtooth effect with seasonal effect
Start off by looking at data collected at Manua Loa; one of the five volcanoes that form the island of Hawaii. The observatory near the summit of the Mauna Loa volcano has been recording the amount of carbon dioxide in the air since 1958. This is one of the longest continuous recordings of direct measurements of CO2 and shows an increasing trend from year to year.
The basic formula to figure out time series predictions:
Time series (Xt) = Trend (mt) + Sesonal component (st) + Unexplained error (ϵt)
Our Belief
Proven AI Models
Every year, humanity emits 51 billion tonnes of greenhouse gases — the barrier between us and a climate disaster. As Bill Gates highlights in How to Avoid a Climate Disaster, we have just 30 years to reach net zero.
Aligned with 97% of climate scientists and 191 nations in the Paris Agreement, we believe innovation and entrepreneurship are key to this mission. That’s why we invest in and accelerate startups driving the technological transformation needed to combat climate change.
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“In a typical year, the world emits over 51 billion tons of greenhouse gases.” – Bill Gates in “How to avoid a climate disaster”
Site The Grid use of Power
The next five years power sector must have improvements
If the world is to avoid dangerous warming, the policy must develop tot tackle at least three fronts simultaneously: more efficiency, more renewables, and industrial-scale CCS. We are closing the gap. The power sector is intrinsically linked to governmental policies. Societal and political thinking and responses to climate change will consequently have a significant impact on how the power sector develops. Within the next five years, we will know whether national governments have successfully acted in global interests, or focused too much on protecting national interests. We may see populist movements force governments to move faster on global issues than they currently intend. We will be closely monitoring climate change development, policies, regulation, opinions nad consequences for energy industries, including power generation, and use over the next five years and beyond.
Clean Energy to replace fossil fuels
What WE CAN DO TO STOP CLIMATE CHANGE?
Energsoft Helps Battery and Energy Storage companies:
1. Decrease battery test cycle times by identifying test issues as soon as they occur.
2. Increase battery reliability and safety by identifying manufacturing issues with real-time.
3. Meet all design specifications with less burden by streamlining internal and external reporting.
4. Secured and highly efficient battery management systems by improving validation at the cell level.
5. Perform device linking to maximize system performance by monitoring the health of battery assets in real time.
6. Determine battery degradation rates, in-use trends and performance to warranty.
7. Accelerate testing of new materials, chemistries and manufacturing processes.
8. Analyze data from different cycling and impedance machines from multiple locations.
9. Perform pre-production tuning and/or commissioning.
10. Reduce need to overbuild energy storage.
Energsoft helps battery and energy storage companies
Ten-Fold growth of solar power and wind
Solar Power and Wind Increase
We do believe, however, that a combination of measures can get us there. One such combination for the decade ahead includes ten-fold growth of solar power increasing to 5 terawatts (TW) and a five-fold increase in wind power to 3TW. Fifty million electrical vehicles (EV's) per year will be needed, requiring a 50-fold rise in batteries and large scale charging infrastructure. We also see the need for: annual investment in the region of $1.5 TRN for the expansion and reinforcement of power grids including ultra-high voltage transmission networks; annual improvements in global energy intensity ( the energy use per unit of output) by 3.5%; increased application of CCS; and low-and zero-carbon hydrogen to heat buildings and industry, fuel transport and capture value from surplus renewables.
Energy Storage Analytics
Energy Storage Today
⚡ The Rise of Energy Storage: Powering a Cleaner Grid
As the world confronts climate change and the limits of fossil fuels, engineers and policymakers are turning to energy storage as a cornerstone of a resilient, low-carbon future. 🔋
Energy storage smooths the intermittency of solar and wind, balances grid demand, and boosts resilience during outages. From 19th-century batteries to 21st-century lithium-ion and solid-state systems, innovation continues to accelerate.
Today’s grids demand faster response times, higher capacity, and smarter integration. With clean energy growing, storage enables stability, flexibility, and reliability — allowing energy to flow when it’s needed most.
🌎 The IEA projects the world will need 266 GW of storage by 2030, and investment is surging toward nearly 1,000 GW by 2040 — a $620B opportunity redefining global energy infrastructure.
Fact Sheet: Energy Storage
⚡ The Shift Toward Battery Storage in the U.S.
In 2017, the U.S. generated 4 billion MWh of electricity but had just 431 MWh of storage capacity — most of it (95%) from pumped-storage hydropower (PSH). Although PSH remains dominant, adding about 2 GW in the past decade, innovation has shifted toward battery-based storage. 🔋
By late 2017, the U.S. grid had 708 MW of large-scale battery storage — primarily managed by Independent System Operators (ISOs) and Regional Transmission Organizations (RTOs). The PJM Interconnection led with 278 MW, followed by California ISO (CAISO) with 130 MW.
These systems rely mainly on lithium-ion batteries, designed for short-duration energy balancing (≈4 hours), supporting grid stability, renewable integration, and peak demand relief.
💰 Costs have dropped dramatically — battery prices fell 73% between 2010–2016, driving competitive bids like $21/MWh for wind+storage and $36/MWh for solar+storage. With continued innovation, prices are expected to fall another 8% per year through 2022, making energy storage a core enabler of the renewable revolution. 🌍