1. Overview Stochastic noise refers to random, unpredictable fluctuations introduced into mathematical systems in order to represent processes that are too small, too fast, or too complex to be explicitly resolved. In climate science and physics, stochastic noise is used to replace missing sub-grid-scale dynamics with statistically consistent variability, ensuring that deterministic equations better reflect […]
Category Archives: Energy
Observational Evidence of Climate Jerk
by Daniel Brouse and Sidd Mukherjee The defining characteristic of a singularity is not merely rapid change, but a continuously increasing rate of acceleration. In mathematical terms, the system exhibits a positive third derivative—commonly referred to as “jerk.” While global surface temperature remains the most widely cited climate metric, several other indicators provide clearer evidence […]
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Acceleration Analysis: Ocean Heat, Atmospheric Moisture, Ice-Sheet Mass Loss, Rossby Wave
Ocean Heat Content (Upper 2000 m) Using NOAA/IAP ocean heat content reconstructions: Period Approximate Increase Years Rate 1900–2000 ~120 ZJ 100 ~1.2 ZJ/yr 2000–2010 ~80 ZJ 10 ~8 ZJ/yr 2010–2020 ~110 ZJ 10 ~11 ZJ/yr 2020–2025 ~80 ZJ 5 ~16 ZJ/yr Relative to the 20th-century baseline: Period Rate Multiple 1900–2000 1.2 ZJ/yr 1× 2000–2010 8 […]
Emerging Complex Feedbacks and Climate Models
One of the biggest challenges is that the mathematics becomes increasingly difficult as feedbacks begin interacting in ways that are not independent, linear, or easily predictable. Another issue is institutional timescale. The IPCC does invaluable work, but its assessments are largely based on long-term datasets, often emphasizing 30-year climate averages and publishing major assessments roughly […]
Climate Change Tipping Points
By Daniel Brouse and Sidd Mukherjee September 2022 – August 2023 (Updated June 2026) Introduction: Beyond Linear Climate Change For decades, climate change was often discussed as a gradual, linear process—a steady increase in temperatures resulting from steadily increasing greenhouse gas concentrations. While greenhouse gases remain the primary driver of warming, our understanding of the […]
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Trump Announces Prospective Iran Deal, But Questions Remain
President Donald Trump announced that the United States and Iran have reached what he described as a “great settlement” that could bring an end to the current conflict and lead to a formal agreement as early as this weekend. According to Trump, the breakthrough came after intense negotiations and recent military pressure. He characterized the […]
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Wholesale Inflation Surges to Highest Level Since 2022: Consumer Prices May Be Next
The latest inflation data delivered an unwelcome surprise. According to the U.S. Bureau of Labor Statistics, the Producer Price Index (PPI) for final demand rose 1.1% in May on a seasonally adjusted basis, pushing wholesale inflation to 6.5% over the past 12 months—the highest annual rate since November 2022. The increase exceeded expectations and represents […]
Inflation Surges to Three-Year High as Oil Shock Ripples Through the Economy
Rising Energy Costs Push Inflation Higher U.S. consumer inflation accelerated sharply in May 2026, reaching its highest level in three years according to the latest data released by the Bureau of Labor Statistics (BLS). The Consumer Price Index (CPI), the government’s primary measure of inflation, rose 4.2% over the previous twelve months, up from 3.8% […]
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Tagged economy
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The Future Is Not Yet Written: Why Human Actions Still Matter in a World of Climate Tipping Points
How hard will our generation make the struggle to thrive become a struggle merely to survive? by Daniel Brouse and Sidd Mukherjee June 10, 2026 Introduction Unfortunately, we have already lost things that cannot be replaced or restored. One of my favorite questions for people who dismiss the significance of climate change is simple: How […]
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Don’t Be Fooled by Oil Futures: The Hidden Supply Crunch
Don’t Be Fooled by Oil Futures: The Hidden Supply Crunch in U.S. Commercial Inventories and the Strategic Petroleum Reserve at Multi-Decade Lows Introduction: Paper Markets vs. Physical Reality Oil futures markets are currently sending a deceptively calm signal. Prices appear to reflect a system that is balanced, or at least manageable. But beneath that surface, […]