Distributed Solar: The Democratizaton of Energy
Category Archives: American Statistical Association
“Applications of Deep Learning to ocean data inference and subgrid parameterization”
This is another nail in the coffin of the claim I heard at last year’s Lorenz-Charney Symposium at MIT that machine learning methods would not make a serious contribution to advancements in the geophysical sciences. T. Bolton, L. Zanna, “Applications … Continue reading
Posted in American Meteorological Association, American Statistical Association, artificial intelligence, Azimuth Project, deep learning, deep recurrent neural networks, dynamical systems, geophysics, machine learning, Mathematics and Climate Research Network, National Center for Atmospheric Research, oceanography, oceans, science, stochastic algorithms
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Repeating Bullshit
Originally posted on Open Mind:
Question: How does a dumb claim go from just a dumb claim, to accepted canon by the climate change denialati? Answer: Repetition. Yes, keep repeating it. If it’s contradicted by evidence, ignore that or insult…
Stream flow and P-splines: Using built-in estimates for smoothing
Mother Brook in Dedham Massachusetts was the first man-made canal in the United States. Dug in 1639, it connects the Charles River at Dedham, to the Neponset River in the Hyde Park section of Boston. It was originally an important … Continue reading
Posted in American Statistical Association, citizen data, citizen science, Clausius-Clapeyron equation, Commonwealth of Massachusetts, cross-validation, data science, dependent data, descriptive statistics, dynamic linear models, empirical likelihood, environment, flooding, floods, Grant Foster, hydrology, likelihood-free, meteorological models, model-free forecasting, non-mechanistic modeling, non-parametric, non-parametric model, non-parametric statistics, numerical algorithms, precipitation, quantitative ecology, statistical dependence, statistical series, stream flow, Tamino, the bootstrap, time series, water vapor
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A look at an electricity consumption series using SNCDs for clustering
(Slightly amended with code and data link, 12th January 2019.) Prediction of electrical load demand or, in other words, electrical energy consumption is important for the proper operation of electrical grids, at all scales. RTOs and ISOs forecast demand based … Continue reading
Posted in American Statistical Association, consumption, data streams, decentralized electric power generation, dendrogram, divergence measures, efficiency, electricity, electricity markets, energy efficiency, energy utilities, ensembles, evidence, forecasting, grid defection, hierarchical clustering, hydrology, ILSR, information theoretic statistics, local self reliance, Massachusetts, microgrids, NCD, normalized compression divergence, numerical software, open data, prediction, rate of return regulation, Sankey diagram, SNCD, statistical dependence, statistical series, statistics, sustainability, symmetric normalized compression divergence, time series
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Oil and Gas
What the head of the American Petroleum Institute, Frank Ikard, said in 1965.
Posted in Adam Smith, American Association for the Advancement of Science, American Petroleum Institute, American Statistical Association, Ørsted, being carbon dioxide, BNEF, bridge to nowhere, Carbon Worshipers, Cult of Carbon, decentralized electric power generation, EIA, energy, explosive methane, solar domination, the green century, the right to know, the tragedy of our present civilization, the value of financial assets
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No, Senator Marco Rubio and Larry Kudlow, we know how much humans contribute to climate change, at least precisely enough for Congress and an administration
14th October 2018, quoting Senator Marco Rubio and White House economic advisor Larry Kudlow, the Washington Post reported they each claimed that the recent UN report was an `overestimate`: “I think they overestimate,” Kudlow said of the U.N. report, which … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, anomaly detection, anti-intellectualism, anti-science, being carbon dioxide, Berkeley Earth Surface Temperature project, bollocks, carbon dioxide, changepoint detection, children as political casualties, climate change, climate data, evidence, global warming, Humans have a lot to answer for, Hyper Anthropocene, Juliana v United States, leaving fossil fuels in the ground, physics, radiative forcing, science, science denier, tragedy of the horizon, UNFCCC, unreason
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Sampling: Rejection, Reservoir, and Slice
An article by Suilou Huang for catatrophe modeler AIR-WorldWide of Boston about rejection sampling in CAT modeling got me thinking about pulling together some notes about sampling algorithms of various kinds. There are, of course, books written about this subject, … Continue reading
Posted in accept-reject methods, American Statistical Association, Bayesian computational methods, catastrophe modeling, data science, diffusion processes, empirical likelihood, Gibbs Sampling, insurance, Markov Chain Monte Carlo, mathematics, Mathematics and Climate Research Network, maths, Monte Carlo Statistical Methods, multivariate statistics, numerical algorithms, numerical analysis, numerical software, numerics, percolation theory, Python 3 programming language, R statistical programming language, Radford Neal, sampling, slice sampling, spatial statistics, statistics, stochastic algorithms, stochastic search
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A quick note on modeling operational risk from count data
The blog statcompute recently featured a proposal encouraging the use of ordinal models for difficult risk regressions involving count data. This is actually a second installment of a two-part post on this problem, the first dealing with flexibility in count … Continue reading
Posted in American Statistical Association, Bayesian, Bayesian computational methods, count data regression, dichotomising continuous variables, dynamic generalized linear models, Frank Harrell, Frequentist, Generalize Additive Models, generalized linear mixed models, generalized linear models, GLMMs, GLMs, John Kruschke, maximum likelihood, model comparison, Monte Carlo Statistical Methods, multivariate statistics, nonlinear, numerical software, numerics, premature categorization, probit regression, statistical regression, statistics
Tagged dichotomising continuous variables, dichotomizing continuous variables, premature categorization, splines
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Love means nothing, without understanding, and action
Can’t get enough of this video. It may be a corporate, Ørsted promotion, but it is beautiful. And I continue to believe, that, as the original sense of the corporation, or benefit society suggested, contrary to (U.S.) popular progressive belief, … Continue reading
Posted in Aldo Leopold, American Solar Energy Society, American Statistical Association, Ørsted, Bloomberg, Bloomberg New Energy Finance, bridge to somewhere, Canettes Blues Band, climate, climate business, climate economics, corporate citizenship, corporate litigation on damage from fossil fuel emissions, corporate responsibility, corporate supply chains, corporations, destructive economic development, distributed generation, economics, emergent organization, fossil fuel divestment, global warming, green tech, Green Tech Media, Humans have a lot to answer for, Hyper Anthropocene, investing, investment in wind and solar energy, investments, Joseph Schumpeter, liberal climate deniers, reasonableness, Sankey diagram, solar democracy, solar domination, Spaceship Earth, stranded assets, the energy of the people, the green century, the value of financial assets, wind energy, wind power, wishful environmentalism
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“One of the most interesting things about the MIP ensembles is that the mean of all the models generally has higher skill than any individual model.” We hold these truths to be self-evident, that all models are created equal, that … Continue reading
These are ethical “AI Principles” from Google, but they might as well be `technological principles’
This is entirely adapted from this link, courtesy of Google and Alphabet. Objectives Be socially beneficial. Avoid creating or reinforcing unfair bias. Be built and tested for safety. Be accountable to people. Incorporate privacy design principles. Uphold high standards of … Continue reading
Posted in American Statistical Association, artificial intelligence, basic research, Bayesian, Boston Ethical Society, complex systems, computation, corporate citizenship, corporate responsibility, deep recurrent neural networks, emergent organization, ethical ideals, ethics, extended producer responsibility, friends and colleagues, Google, Google Pixel 2, humanism, investments, machine learning, mathematics, moral leadership, natural philosophy, politics, risk, science, secularism, technology, The Demon Haunted World, the right to know, Unitarian Universalism, UU, UU Humanists
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Professor Tony Seba, of late
I love it. Professor Tony Seba, Stanford, 1 week ago. It means anyone who continues to invest in or support the fossil fuels hegemony will be fundamentally disappointed by the markets. And it serves them right. By efficiency, or momentum, … Continue reading
Posted in American Statistical Association, anti-intellectualism, anti-science, Bloomberg New Energy Finance, BNEF, bridge to nowhere, Buckminster Fuller, Carbon Tax, Carbon Worshipers, causation, central banks, children as political casualties, citizen science, citizenship, clean disruption, climate, climate business, climate change, climate data, climate disruption, climate economics, Climate Lab Book, Climate Science Legal Defense Fund, coastal communities, coastal investment risks, coasts, Commonwealth of Massachusetts, Constitution of the Commonwealth of Massachusetts, consumption, corporate responsibility, corporations, corruption, critical slowing down, ctDNA, Cult of Carbon, David Archer, David Spiegelhalter, decentralized electric power generation
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forecast for 27th March 2018
Today is the 21st of March, 2018. We are supposed to get our fourth nor’easter tomorrow this late Winter, and the third nor’easter in nearly as many weeks. ECMWF hosted, in this incarnation, at the Meteocentre UQAM in Montreal created … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, atmosphere, climate, climate change, climate disruption, climate education, climate models, coastal communities, ensemble methods, ensemble models, fluid dynamics, forecasting, global warming, Hyper Anthropocene, Mathematics and Climate Research Network, meteorological models, meteorology, numerical algorithms, physics, science, science education, spaghetti plots, tragedy of the horizon, water vapor
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Sea-level report cards, contingency upon model character, and ensemble methods
Done by the Virginia Institute of Marine Science, new sea-level report cards offer a look at current sea-level rise rates, and projections. What’s interesting to me is making the projections conditional upon the character of the model used to project. … Continue reading
Posted in adaptation, American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, anomaly detection, Bayesian model averaging, changepoint detection, climate disruption, climate economics, climate education, coastal communities, coasts, dynamical systems, ensemble methods, ensemble models, flooding, geophysics, global warming, Grant Foster, Hyper Anthropocene, ice sheet dynamics, icesheets, living shorelines, meteorological models, nonlinear systems, prediction, sea level rise, shorelines, Skeptical Science, spaghetti plots, temporal myopia, the right to be and act stupid, the right to know, the value of financial assets, tragedy of the horizon
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and Then There’s Physics does “Talking solutions and motivating action”
And Then There’s Physics does a fine post about scientists “talking about solutions and motivating action”. But I felt the figure from Dr Glen Peters needed to be updated a bit, with a status briefing. So, below: (Click on image … Continue reading
Boston, and nearby, 2nd March 2018
That’s Atlantic Avenue near the Aquarium. That’s Essex, in Cape Ann. That’s the Sargent’s Wharf parking lot. That’s is where General Electric wants to build their new headquarters (!). That’s Columbus Park, near the Aquarium. That’s Neponset Circle. That’s Plymouth … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, Anthropocene, climate, climate change, climate economics, coastal communities, coasts, Commonwealth of Massachusetts, flooding, floods, global blinding, global warming, hydrology, Hyper Anthropocene, meteorological models, meteorology, sea level rise, the tragedy of our present civilization, the value of financial assets, tragedy of the horizon
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“It should be illegal to deceive a country’s heart”
“I didn’t mean for this to happen.” Intentions are irrelevant, despite what the law in one or more countries says. Outcome and results are what matter. Guns. As I wrote, Oh, I am frustrated, because a lot of this discussion … Continue reading
Less evidence for a global warming hiatus, and urging more use of Bayesian model averaging in climate science
(This post has been significantly updated midday 15th February 2018.) I’ve written about the supposed global warming hiatus of 2001-2014 before: “‘Overestimated global warming over the past 20 years’ (Fyfe, Gillett, Zwiers, 2013)”, 28 August 2013 “Warming Slowdown?”, Azimuth, Part … Continue reading
Posted in American Statistical Association, Andrew Parnell, anomaly detection, Anthropocene, Bayesian, Bayesian model averaging, Berkeley Earth Surface Temperature project, BEST, climate change, David Spiegelhalter, dependent data, Dublin, GISTEMP, global warming, Grant Foster, HadCRUT4, hiatus, Hyper Anthropocene, JAGS, Markov Chain Monte Carlo, Martyn Plummer, Mathematics and Climate Research Network, MCMC, model-free forecasting, Niamh Cahill, Significance, statistics, Stefan Rahmstorf, Tamino
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Senn’s `… never having to say you are certain’ guest post from Mayo’s blog
via S. Senn: Being a statistician means never having to say you are certain (Guest Post) See also: E. Cai’s blog post “Applied Statistics Lesson of the Day – The Matched Pairs Experimental Design”, from February 2014 A. Deaton, N. … Continue reading
Posted in abstraction, American Association for the Advancement of Science, American Statistical Association, cancer research, data science, ecology, experimental design, generalized linear mixed models, generalized linear models, Mathematics and Climate Research Network, medicine, sampling, statistics, the right to know
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tripleplus ungood: Long run hot climate models are also the most accurate reproducing today and recent past
Patrick Brown and Ken Caldeira dropped a bombshell into the recent (7 Dec 2017) issue of Nature, and the repercussions are echoing around the scientific world. (See, for example, the related article in MIT’s Technology Review.) To be crisp, current … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, Anthropocene, bifurcations, clear air capture of carbon dioxide, climate, climate change, climate disruption, climate economics, climate models, critical slowing down, Cult of Carbon, destructive economic development, Global Carbon Project, global warming, Humans have a lot to answer for, Hyper Anthropocene, Kevin Anderson, leaving fossil fuels in the ground, radiative forcing, Spaceship Earth, the right to be and act stupid, the right to know, the stack of lies, the tragedy of our present civilization, the value of financial assets, Timothy Lenton, tragedy of the horizon
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Eli on “Tom [Karl]’s trick and experimental design“
A very fine post at Eli’s blog for students of statistics, meteorology, and climate (like myself) titled: Tom’s trick and experimental design Excerpt: This and the graph from Menne at the top shows that Karl’s trick is working. Although we … Continue reading
statistics
(Update, 11th November 2017) That’s from The Economist. What’s odd about the rate of increase in size of casualties is that, typically, if a process is stationary and is “typical”, for instance, governed by a Generalized Extreme Value distribution of … Continue reading
What does it really mean for an electrical grid to be resilient?
(Slightly updated 2nd October 2017 to add a link to the Brattle Group’s report on the myth of baseload generation.) Secretary of Energy Rick Perry has recently called for `baseload` coal and nuclear plants which are no longer competitive in … Continue reading
Posted in adaptation, American Meteorological Association, American Statistical Association, AMETSOC, Anthropocene, Bloomberg New Energy Finance, bollocks, bridge to nowhere, Carbon Worshipers, corruption, Cult of Carbon, decentralized electric power generation, demand-side solutions, denial, disingenuity, disruption, distributed generation, Donald Trump, electricity, energy utilities, engineering, ethics, false advertising, fear uncertainty and doubt, FERC, grid defection, Hyper Anthropocene, local generation, local self reliance, making money, meteorological models, meteorology, microgrids, public utility commissions, rate of return regulation, rationality, reason, regulatory capture, resiliency, science denier, superstition, the right to be and act stupid, the right to know, the stack of lies, the tragedy of our present civilization, the value of financial assets, tragedy of the horizon, transparency, utility company death spiral
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‘Near classified information’ and the militarization of environmental degradation
EPA Anti-Leak Campaign EPA employees are currently receiving instruction in “unauthorized disclosure training,” teaching them not to leak classified or near-classified information. This training is part of a government-wide eradication effort following National Security Advisor H.R. McMaster’s memo to agency … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, anti-science, Azimuth Backup Project, Bill Nye, Boston Ethical Society, bridge to somewhere, Bulletin of the Atomic Scientists, citizen data, citizen science, citizenship, climate justice, Climate Science Legal Defense Fund, criminal justice, Cult of Carbon, denial, destructive economic development, Donald Trump, ecological services, ecology, Ecology Action, environment, environmental law, Environmental Protection Agency, Equiterre, fear uncertainty and doubt, Hyper Anthropocene, James Hansen, rights of the inhabitants of the Commonwealth, science, science denier, science education, United States, ``The tide is risin'/And so are we''
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Disaster planning in a new climate, inland from the coasts
See Glynis Board’s “The New Normal: Super Storms Highlight Importance Of Disaster Planning”.
Posted in adaptation, American Meteorological Association, American Statistical Association, AMETSOC, Anthropocene, bridge to nowhere, climate disruption, flooding, floods, games of chance, hurricanes, hydrology, meteorology, National Center for Atmospheric Research, NCAR, New England, nor'easters, precipitation, resiliency, risk, statistics, sustainability, the tragedy of our present civilization, the value of financial assets, tragedy of the horizon
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Results of short literature search on impacts of climate change upon ecosystems and bird or animal migration patterns, from the journals of the Ecological Society of America
I decided to do a quick literature search on the impacts of climate change upon ecosystems and migration patterns. I could have kept the list private, but why not make it public? Not all these articles are purely about the … Continue reading
Posted in adaptation, American Statistical Association, Anthropocene, biology, climate change, climate education, climate models, complex systems, differential equations, dynamic generalized linear models, dynamical systems, ecological services, Ecological Society of America, ecology, Ecology Action, environment, evidence, global warming, Hyper Anthropocene, marine biology, mass extinctions, nonlinear systems, population biology, population dynamics, quantitative biology, quantitative ecology, tragedy of the horizon
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`Insurance companies should collect a carbon levy`
From Anthony J Webster and Richard H Clarke in Nature, “Insurance companies should collect a carbon levy”: Governments juggle too many interests to drive global action on climate change. But the insurance industry is ideally placed. With annual premiums amounting … Continue reading
Posted in American Statistical Association, Anthropocene, attribution, Bloomberg New Energy Finance, bridge to somewhere, business, capitalism, Carbon Tax, climate business, climate economics, corporate litigation on damage from fossil fuel emissions, corporations, Cult of Carbon, economics, energy levy, finance, fossil fuel divestment, fossil fuels, global warming, Hyper Anthropocene, insurance, investments, Joseph Schumpeter, leaving fossil fuels in the ground, moral leadership, statistics, stranded assets, sustainability, the right to know, the value of financial assets, tragedy of the horizon, transparency, zero carbon
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On the responsibilities of scientists
On 4 September 2017, I added a blog post here titled “On the responsibilities of engineers”. Scientists have responsibilities, too. And I am delighted to say that the National Academies have just demonstrated a proud example of how such responsibilities … Continue reading
Posted in American Association for the Advancement of Science, American Statistical Association, anti-science, attribution, Boston Ethical Society, chemistry, citizenship, compassion, Donald Trump, dump Trump, ecology, Ecology Action, economics, environment, environmental law, Environmental Protection Agency, ethics, evidence, fossil fuels, justice, land use to fight, leaving fossil fuels in the ground, pollution, rationality, reason, reasonableness, risk, science, science denier, secularism, sustainability, the right to be and act stupid, the right to know, the stack of lies, the value of financial assets, tragedy of the horizon
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A “capacity for sustained muddle-headedness”
Hat tip to Paul Lauenstein, and his physician brother, suggesting the great insights of the late Dr Larry Weed: Great lines, great quotes, a lot of humor: “… a tolerance of ambiguity …” “Y’know, Pavlov said you must teach a … Continue reading
Posted in American Association for the Advancement of Science, American Statistical Association, anemic data, Bayesian, cardiovascular system, David Spiegelhalter, machine learning, Massachusetts Institute of Technology, medicine, Paul Lauenstein, rationality, reason, reasonableness, risk, statistics
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