Distributed Solar: The Democratizaton of Energy
Category Archives: Principles of Planetary Climate
March for Science, Boston, 22 April 2017
Cold and wet. A very typical Massachusetts day in Spring. But great …
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, being carbon dioxide, Buckminster Fuller, Earth Day, Environmental Protection Agency, Hyper Anthropocene, Minsky moment, National Center for Atmospheric Research, NCAR, Principles of Planetary Climate, science, science education, scientific publishing, Scripps Institution of Oceanography, Spaceship Earth, Stephen Schneider, Svante Arrhenius, the right to be and act stupid, the right to know, the tragedy of our present civilization, WHOI, Woods Hole Oceanographic Institution, XKCD
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“You don’t have that option.”
Dr Neil deGrasse Tyson. I think he’s awesome. Marvelous. I saw him in Boston. He and I did not get off well, at the start, because of my being awestruck, and feeling very awkward, and the short time we had … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, Bayesian, citizen data, citizen science, Climate Lab Book, Earth Day, ecological services, ecology, environment, Hyper Anthropocene, Neill deGrasse Tyson, Principles of Planetary Climate, rationality, Ray Pierrehumbert, reason, reasonableness, religion, science, science education, Science magazine, scientific publishing, secularism, Spaceship Earth, sustainability, the right to be and act stupid, the right to know, the tragedy of our present civilization, United States, XKCD
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Proud to be a member of the American Meteorological Society
(Click image to see a larger figure, and use your browser Back Button to return to blog.) Here is the link to the AMETSOC official statement, cited in the letter. AMETSOC is hardly the only such professional scientific organization to … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, AMETSOC, Anthropocene, atmosphere, being carbon dioxide, Bill Nye, Carbon Worshipers, climate, climate change, climate disruption, climate education, Climate Lab Book, David Archer, Donald Trump, ecology, environment, environmental law, geophysics, global warming, greenhouse gases, Hyper Anthropocene, meteorological models, meteorology, National Center for Atmospheric Research, NCAR, Our Children's Trust, Principles of Planetary Climate, Ray Pierrehumbert, science, the right to know, the tragedy of our present civilization, The Weather Channel, The Weather Company
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Yes, I will be marching for Science in Boston
Like many, including Eli Rabett, I will be marching for Science in April, on Earth Day. My march will be part of the Boston march. Why? Because Science has been and is my life, and it always has been, and … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, astronomy, astrophysics, Carl Sagan, climate, Climate Lab Book, ecology, Eli Rabett, engineering, fluid dynamics, geophysics, hydrology, marine biology, meteorology, physics, population biology, Principles of Planetary Climate, reason, science, Scripps Institution of Oceanography, theoretical physics, thermodynamics, WHOI, Woods Hole Oceanographic Institution, XKCD
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“Oh no, not again” (from ATTP)
Response to a paper by Hermann Harde, from Ken Rice at … And Then There’s Physics. Dr Rice cites two other responses as well: One by Gavin Schmidt at RealClimate. One from 2011 by Gavin Cawley from the University of … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, atmosphere, being carbon dioxide, Carbon Cycle, carbon dioxide, chemistry, climate, climate disruption, climate education, Climate Lab Book, David Archer, diffusion, diffusion processes, fossil fuels, geophysics, Global Carbon Project, greenhouse gases, ignorance, physics, Principles of Planetary Climate, Ray Pierrehumbert, science, science education
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You really can’t go home again: An update of “Getting back to 350 ppm CO2 …”
I have made an important update to an earlier post here, Getting back to 350 ppm CO2: You can’t go home again. The message, essentially based upon recent work Tokarska and Zickfield on one hand, and by The Global Carbon … Continue reading
Posted in American Association for the Advancement of Science, Anthropocene, bridge to nowhere, Buckminster Fuller, Carbon Cycle, carbon dioxide, carbon dioxide capture, Carbon Worshipers, clear air capture of carbon dioxide, climate, climate business, climate change, climate data, climate disruption, climate economics, David Archer, diffusion, diffusion processes, ecological services, Eli Rabett, engineering, environment, fossil fuel divestment, fossil fuel infrastructure, fossil fuels, games of chance, geoengineering, geophysics, Glen Peters, Global Carbon Project, global warming, greenhouse gases, Hyper Anthropocene, Principles of Planetary Climate, Ray Pierrehumbert, science, Spaceship Earth, Susan Solomon, Svante Arrhenius, the tragedy of our present civilization, Tokarska and Zickfield, Wordpress, zero carbon
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NCAR reports on a teleconnection between the Pacific and continental USA
The National Center for Atmospheric Research (“NCAR”) reports on a newly substantiated teleconnection between positive sea surface temperature anomalies (“SSTA”) in the Pacific and the temperatures over the continental United States (“CONUS”) 50 days later. A teleconnection is: A linkage … Continue reading
Posted in American Meteorological Association, AMETSOC, Anthropocene, atmosphere, attribution, climate, climate data, coastal communities, coasts, dynamical systems, environment, fluid dynamics, fluid eddies, food, forecasting, geophysics, hydrology, Hyper Anthropocene, living shorelines, Mathematics and Climate Research Network, meteorological models, meteorology, National Center for Atmospheric Research, NCAR, NOAA, oceanic eddies, oceanography, open data, Principles of Planetary Climate, sea level rise, U.S. Navy, WHOI, Woods Hole Oceanographic Institution
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David Puttnam, in a moving appeal on climate
David Puttnum (yes, the producer-director) has a very moving appeal on climate: Hat tip to Tamino. President Lyndon Johnson was the first to receive a briefing regarding the looming crisis presented by abrupt climate change. That was in 1965. And … Continue reading
Posted in American Association for the Advancement of Science, Anthropocene, Berkeley Earth Surface Temperature project, bridge to nowhere, carbon dioxide, Carbon Worshipers, climate, climate change, climate disruption, Daniel Kahneman, differential equations, environment, fossil fuel infrastructure, fossil fuels, global warming, greenhouse gases, Hermann Scheer, Hyper Anthropocene, Joseph Schumpeter, liberal climate deniers, life purpose, Mathematics and Climate Research Network, Our Children's Trust, Principles of Planetary Climate, quantitative ecology, science, the right to be and act stupid, the tragedy of our present civilization, the value of financial assets
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“Negative emissions” (from ATTP)
Originally posted on …and Then There's Physics:
I went to some Departmental talks recently and discovered that some of my colleagues are researchering possible carbon sequestration technologies. This could be very important, but appealing to negative emission technologies is…
Posted in American Association for the Advancement of Science, American Meteorological Association, AMETSOC, Anthropocene, carbon dioxide, carbon dioxide capture, carbon dioxide sequestration, Carbon Worshipers, clear air capture of carbon dioxide, climate, climate change, climate disruption, differential equations, environment, fossil fuels, geoengineering, geophysics, global warming, greenhouse gases, Hyper Anthropocene, land use to fight, leaving fossil fuels in the ground, liberal climate deniers, Principles of Planetary Climate, quantitative ecology, reason, reasonableness, science, sustainability, the tragedy of our present civilization, the value of financial assets, utility company death spiral, zero carbon
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On the rise of the Trumpistas …
Just a couple of things to write about The Obvious. I have written a couple of longer thoughts as Comments, here and here, at … And Then There’s Physics. I reiterate that I don’t believe any voter was hoodwinked, that … Continue reading
Posted in adaptation, American Association for the Advancement of Science, American Meteorological Association, American Solar Energy Society, American Statistical Association, AMETSOC, Anthropocene, atheism, Bloomberg New Energy Finance, BNEF, bridge to nowhere, Buckminster Fuller, Bulletin of the Atomic Scientists, Carbon Worshipers, citizenship, civilization, climate, climate change, climate disruption, climate zombies, coastal communities, consumption, corporate supply chains, cynicism, Daniel Kahneman, denial, disingenuity, Donald Trump, dynamical systems, Equiterre, exponential growth, extended supply chains, Exxon, fear uncertainty and doubt, forecasting, fossil fuels, geophysics, global warming, Hyper Anthropocene, ice sheet dynamics, ignorance, Joseph Schumpeter, Massachusetts, Massachusetts Interfaith Coalition for Climate Action, meteorology, Minsky moment, moral leadership, oceanography, organizational failures, physics, Principles of Planetary Climate, rationality, reason, reasonableness, risk, science, science denier, science education, Scripps Institution of Oceanography, solar democracy, solar domination, solar energy, solar power, Spaceship Earth, temporal myopia, the energy of the people, the right to be and act stupid, the tragedy of our present civilization, the value of financial assets, Tony Seba, wind energy, wind power, Woods Hole Oceanographic Institution, ``The tide is risin'/And so are we''
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“BlackRock Investment Fund will include climate change as risk factor for portfolio”
BlackRock, the world’s largest private investment fund, has announced that it will include climate change as an important factor in how it assigns risks to its investment portfolio … BlackRock is not your average investment fund. With $4.9 trillion in … Continue reading
Posted in adaptation, American Association for the Advancement of Science, American Meteorological Association, American Solar Energy Society, American Statistical Association, AMETSOC, Anthropocene, Bloomberg, Bloomberg New Energy Finance, BNEF, Buckminster Fuller, business, Carbon Worshipers, central banks, clean disruption, CleanTechnica, climate business, climate change, climate disruption, consumption, corporate litigation on damage from fossil fuel emissions, decentralized electric power generation, decentralized energy, destructive economic development, distributed generation, Ecology Action, economics, electricity markets, environment, Equiterre, extended supply chains, fossil fuel divestment, fossil fuels, geophysics, global warming, green tech, greenhouse gases, grid defection, Hyper Anthropocene, investing, investment in wind and solar energy, Joseph Schumpeter, leaving fossil fuels in the ground, liberal climate deniers, Mark Jacobson, meteorology, Our Children's Trust, Principles of Planetary Climate, quantitative ecology, Sankey diagram, science, science denier, Science magazine, Scripps Institution of Oceanography, sea level rise, shorelines, solar democracy, solar domination, solar energy, solar power, Spaceship Earth, Stanford University, stranded assets, supply chains, sustainability, the energy of the people, the green century, the right to be and act stupid, the right to know, the tragedy of our present civilization, the value of financial assets, Tony Seba, transparency, UNFCCC, utility company death spiral, wind energy, wind power, Woods Hole Oceanographic Institution, zero carbon
Tagged climate choices, investing
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Our uncontrolled experiment with Earth as an Astrophysics problem set
Hat tip to And then there’s Physics …: On climate change and Astrobiology , by Adam Frank.
Posted in adaptation, American Association for the Advancement of Science, Anthropocene, astrophysics, bacteria, bollocks, Carl Sagan, civilization, climate, climate disruption, conservation, consumption, cynicism, Daniel Kahneman, David Archer, David Suzuki, denial, destructive economic development, Eaarth, ecology, environment, environmental law, Equiterre, fossil fuels, games of chance, geophysics, global warming, greenhouse gases, Hyper Anthropocene, James Hansen, leaving fossil fuels in the ground, mass extinctions, meteorology, NASA, Neill deGrasse Tyson, oceanography, Our Children's Trust, physics, Principles of Planetary Climate, quantitative ecology, random walks, Ray Pierrehumbert, risk, Robert Young, science, sustainability
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Enough Already
“If you’re in a hole, stop digging.” “The Sky’s Limit: Why the Paris Climate Goals Require a Managed Decline of Fossil Fuel Production”
Posted in Anthropocene, Bloomberg New Energy Finance, bridge to nowhere, climate change, climate disruption, corporate litigation on damage from fossil fuel emissions, fossil fuel divestment, fossil fuels, games of chance, global warming, Hyper Anthropocene, investing, leaving fossil fuels in the ground, Mathematics and Climate Research Network, natural gas, population biology, population dynamics, Principles of Planetary Climate, quantitative ecology, science, the energy of the people, the green century, the tragedy of our present civilization, the value of financial assets, wind energy, wind power, Yale University Statistics Department, zero carbon
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XKCD tells it all
Alerted to the existence of the image by Tamino. The figure is due to the irrepressible Randall Munroe.
Posted in Anthropocene, bridge to nowhere, Carbon Cycle, carbon dioxide, Carbon Worshipers, civilization, climate, climate change, climate disruption, climate education, coastal communities, coasts, environment, evidence, fossil fuels, geophysics, glaciers, global warming, Hyper Anthropocene, icesheets, leaving fossil fuels in the ground, Massachusetts Interfaith Coalition for Climate Action, Mathematics and Climate Research Network, meteorology, Our Children's Trust, Principles of Planetary Climate, Randall Munroe, Ray Pierrehumbert, science, the right to know, XKCD
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`Hermine Unique among Storms’
Originally posted on Climate Denial Crock of the Week:
Hermine still developing. Predictions are for it to hold in place off the East Coast for several days, due to a blocking pattern known as a “Rex Block”. This and many…
Posted in American Association for the Advancement of Science, American Meteorological Association, anomaly detection, Anthropocene, bifurcations, changepoint detection, climate disruption, coastal communities, Dan Satterfield, ecology, environment, global warming, hurricanes, Hyper Anthropocene, meteorological models, meteorology, nor'easters, oceanic eddies, oceanography, physics, Principles of Planetary Climate, science, the right to be and act stupid, the tragedy of our present civilization, the value of financial assets, thermodynamics
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Carbon Sinks in Crisis — It Looks Like the World’s Largest Rainforest is Starting to Bleed Greenhouse Gasses
Originally posted on robertscribbler:
Back in 2005, and again in 2010, the vast Amazon rainforest, which has been aptly described as the world’s lungs, briefly lost its ability to take in atmospheric carbon dioxide. Its drought-stressed trees were not growing…
Posted in bifurcations, carbon dioxide, carbon dioxide sequestration, changepoint detection, climate, climate change, climate disruption, disruption, dynamical systems, environment, exponential growth, fossil fuels, geophysics, global warming, IPCC, Lévy flights, Lorenz, Minsky moment, model-free forecasting, physics, population biology, population dynamics, Principles of Planetary Climate, quantitative biology, quantitative ecology, random walk processes, Ray Pierrehumbert, reason, reasonableness, regime shifts, risk, Stefan Rahmstorf, the right to be and act stupid, the tragedy of our present civilization, UU Humanists
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Richard Somerville, UCSD, Scripps: “The science is becoming more widely accepted”
By Richard Somerville, emiritus professor of Oceanography from Scripps Institution of Oceanography. See the site he helps build and run regarding communication regarding change.
Posted in adaptation, American Meteorological Association, AMETSOC, Anthropocene, atmosphere, citizenship, civilization, climate, climate change, climate disruption, environment, forecasting, global warming, meteorology, oceanography, Principles of Planetary Climate, science, Scripps Institution of Oceanography, the right to know, the tragedy of our present civilization, University of California, zero carbon
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What makes me nervous
With regard to my comment at hypergeometric | July 13, 2016 at 3:50 pm on Tamino’s blog, someone challenged me on my assertion “Believe me, the +3C-+4C worlds are not places we want to go!” there. I have replied at … Continue reading
Posted in adaptation, AMETSOC, Anthropocene, bifurcations, bollocks, bridge to nowhere, carbon dioxide, Carbon Worshipers, civilization, climate, climate change, climate disruption, climate education, complex systems, differential equations, dynamical systems, Eaarth, ecology, environment, fossil fuels, games of chance, geophysics, global warming, Hyper Anthropocene, meteorology, methane, natural gas, oceanography, Principles of Planetary Climate, Ray Pierrehumbert, science, the problem of evil, the right to be and act stupid, the tragedy of our present civilization
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“I need to wake up”
Now, more than ever. (The above was published in September 2015.)
Posted in adaptation, Antarctica, Anthropocene, Arctic, carbon dioxide, citizenship, civilization, climate, climate change, climate disruption, decentralized electric power generation, decentralized energy, denial, destructive economic development, disruption, distributed generation, ecology, Ecology Action, economics, environment, evidence, feed-in tariff, fossil fuel divestment, fossil fuels, gas pipeline leaks, geophysics, global warming, greenhouse gases, grid defection, Hyper Anthropocene, investment in wind and solar energy, James Hansen, leaving fossil fuels in the ground, meteorology, oceanography, physics, pipelines, politics, Principles of Planetary Climate, rationality, reasonableness, science, sea level rise, solar domination, solar energy, solar power, SolarPV.tv, Spaceship Earth, Stefan Rahmstorf, Tamino, temporal myopia, the energy of the people, the green century, the problem of evil, the right to be and act stupid, the right to know, the stack of lies, the tragedy of our present civilization, Unitarian Universalism, utility company death spiral, UU Humanists, WAIS, Wally Broecker, wind energy, wind power, zero carbon
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“Number density, not mixing ratio”, from Eli
From this post: There is a cute little number called Loschmidt, the number of molecules in a cubic meter of air at 1 atm and 0° C, 2.6867774(47) x 1025 molecules/m3 … Eli Rabett provides a neat way to see … Continue reading
Posted in astrophysics, Boltzmann, carbon dioxide, chemistry, climate, climate change, climate disruption, climate education, Eli Rabett, environment, evidence, geophysics, global warming, Loschmidt, meteorology, methane, physics, Principles of Planetary Climate, science, theoretical physics, thermodynamics
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“What’s the deal with sea level rise?”
Update: 20th June 2016 “Rising seas: Should I say or should I go?“, by Delavane Diaz WunderBlog.
Posted in adaptation, AMOC, Antarctica, Anthropocene, Arctic, Carbon Worshipers, civilization, dynamical systems, Eaarth, geophysics, glaciers, glaciology, global warming, Guy McPherson, Hyper Anthropocene, ice sheet dynamics, James Hansen, oceanography, physics, planning, prediction, Principles of Planetary Climate, regime shifts, risk, science, sea level rise, the tragedy of our present civilization, thermohaline circulation, Wally Broecker
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HadCRUT4 and GISTEMP series filtered and estimated with simple RTS model
Happy Vernal Equinox! This post has been updated today with some of the equations which correspond to the models. An assessment of whether or not there was a meaningful slowdown or “hiatus” in global warming, was recently discussed by Tamino … Continue reading
Posted in AMETSOC, anemic data, Bayesian, boosting, bridge to somewhere, cat1, changepoint detection, climate, climate change, climate data, climate disruption, climate models, complex systems, computation, data science, dynamical systems, geophysics, George Sughihara, global warming, hiatus, information theoretic statistics, machine learning, maths, meteorology, MIchael Mann, multivariate statistics, physics, prediction, Principles of Planetary Climate, rationality, reasonableness, regime shifts, sea level rise, time series
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Going down to the Southern Ocean, by Earle Wilson (on the Scripps R/V Roger Revelle)
(Click on picture to see a larger image, and use your browser Back button to return to reading.) Getting steady data from the Earth’s oceans demands commitment and not a little courage. I could never do what these oceanographers do, … Continue reading
Posted in Alison M Macdonald, anemic data, Antarctica, climate data, complex systems, Earle Wilson, Emily Shuckburgh, engineering, environment, fluid dynamics, geophysics, marine biology, NOAA, oceanic eddies, oceanography, open data, Principles of Planetary Climate, sampling, science, Scripps Institution of Oceanography, thermohaline circulation, waves, WHOI, Woods Hole Oceanographic Institution
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That two degree limit is closer than it appears
The UNFCCC’s COP21 concluded goals which aimed for limiting global warming to C, and certainly keeping it below C, both measured with respect to pre-industrial temperatures. Bad news. According to the United States National Center for Atmospheric Research (“NCAR”), in … Continue reading
Posted in adaptation, Anthropocene, carbon dioxide, carbon dioxide capture, carbon dioxide sequestration, Carbon Worshipers, chaos, civilization, climate, climate change, climate disruption, complex systems, COP21, corporate litigation on damage from fossil fuel emissions, corporate supply chains, critical slowing down, differential equations, Eaarth, ecology, environment, evidence, exponential growth, extended supply chains, forecasting, fossil fuel divestment, fossil fuels, geoengineering, geophysics, global warming, greenhouse gases, Hyper Anthropocene, IPCC, James Hansen, meteorology, mitigation, NCAR, NOAA, oceanography, physics, Principles of Planetary Climate, rationality, reasonableness, risk, science, temporal myopia, the right to be and act stupid, the right to know, the value of financial assets, Wally Broecker, zero carbon
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Hottest Year on Record
Originally posted on Open Mind:
Back when Richard Muller announced the formation of the Berkeley Earth Surface Temperature project, those who deny the danger from global warming were thrilled. They thought the Berkeley project would prove once and for all…
Posted in AMETSOC, Anthropocene, Berkeley, Berkeley Earth Surface Temperature project, BEST, BLUE, carbon dioxide, climate, climate change, climate data, climate disruption, climate education, climate zombies, environment, evidence, geophysics, global warming, Hyper Anthropocene, James Hansen, kriging, meteorology, NCAR, NOAA, physics, Principles of Planetary Climate, rationality, reasonableness, Richard Muller, Robert Rohde, science, science education, Tamino, the right to know, time series, University of California Berkeley
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“Richard Lindzen: limited understanding?” (Tamino)
Originally posted on Open Mind:
A recent WUWT post by Richard Lindzen is a rather lame attempt to defend an equally lame opinion piece by Freeman Dyson in the Boston Globe. Evidently, Lindzen felt the need to defend Dyson’s piece…
Posted in Anthropocene, climate, climate change, climate disruption, denial, floods, geophysics, global warming, greenhouse gases, Hyper Anthropocene, ignorance, Kerry Emanuel, meteorology, NCAR, Neill deGrasse Tyson, NOAA, physics, Principles of Planetary Climate, rationality, reasonableness, Spaceship Earth, sustainability, Tamino, zero carbon
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Climate Conclusions: The American Petroleum Institute (1980)
The following are excerpted from a memorandum quoted by the Inside Climate News team, documenting the minutes of a 29th February 1980 of a task force on climate change at the American Petroleum Institute. Hat tip to Climate Denial Crock … Continue reading
Posted in adaptation, American Petroleum Institute, AMETSOC, Anthropocene, bridge to nowhere, Carbon Cycle, carbon dioxide, Carbon Worshipers, Chevron, climate, climate change, climate data, climate disruption, climate models, corporate litigation on damage from fossil fuel emissions, denial, ecology, economics, environment, ethics, evidence, Exxon, fear uncertainty and doubt, forecasting, fossil fuel divestment, fossil fuels, geophysics, global warming, greenhouse gases, Gulf Oil, Hyper Anthropocene, meteorology, natural gas, open data, physics, pipelines, Principles of Planetary Climate, rationality, reasonableness, science, selfishness, Standard Oil of California, sustainability, Texaco, the right to know, the value of financial assets
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“No – no words. No words to describe it.”
Some celestial event. No – no words. No words to describe it. Poetry! They should’ve sent a poet. So beautiful. So beautiful… I had no idea. (From Carl Sagan’s Contact, the movie version.) Hat tip to Climate Denial Crock of … Continue reading
Posted in AMETSOC, Anthropocene, astronomy, astrophysics, Bill Nye, carbon dioxide, Carbon Worshipers, Carl Sagan, citizenship, civilization, climate, climate change, climate disruption, conservation, consumption, COP21, Disney, ecology, education, energy, environment, ethics, forecasting, fossil fuel divestment, geophysics, global warming, greenhouse gases, Hyper Anthropocene, investment in wind and solar energy, IPCC, James Hansen, meteorology, NASA, NCAR, NOAA, oceanography, physics, Principles of Planetary Climate, rationality, reasonableness, science, science education, Spaceship Earth, sustainability, Walt Disney Company, zero carbon
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Admiral David Titley (USN, retired), oceanographer, on climate models and satellite temperature data
(Hat tip to Peter Sinclair’s Climate Denial Crock of the Week.) More: Still more: And a 22 minute lecture at TEDx Pentagon:
El Nino In A Can – Dan’s Wild Wild Science Journal – AGU Blogosphere
Click the image above to see a video from the GFDL CM2.6 climate model. This is NOT this year’s El Nino. When you start a climate model in which the ocean and the land and atmosphere can inte… Source: El … Continue reading
Posted in AMETSOC, astrophysics, climate, climate change, climate models, computation, Dan Satterfield, differential equations, diffusion, diffusion processes, dynamical systems, ENSO, environment, forecasting, geophysics, global warming, Hyper Anthropocene, Kerry Emanuel, mathematics, maths, mesh models, meteorology, model comparison, NASA, NCAR, NOAA, numerical analysis, oceanography, physics, Principles of Planetary Climate, rationality, Ray Pierrehumbert, reasonableness, science, Spaceship Earth, stochastics, supercomputers, the right to know, thermodynamics, time series
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