Distributed Solar: The Democratizaton of Energy
Blogroll
- Brian McGill's Dynamic Ecology blog Quantitative biology with pithy insights regarding applications of statistical methods
- OOI Data Nuggets OOI Ocean Data Lab: The Data Nuggets
- All about Sankey diagrams
- Gabriel's staircase
- Mrooijer's Numbers R 4Us
- WEAPONS OF MATH DESTRUCTION, reviews Reviews of Cathy O’Neil’s new book
- Beautiful Weeds of New York City
- Why "naive Bayes" is not Bayesian Explains why the so-called “naive Bayes” classifier is not Bayesian. The setup is okay, but estimating probabilities by doing relative frequencies instead of using Dirichlet conjugate priors or integration strays from The Path.
- What If
- Tony Seba Solar energy, electric vehicle, energy storage, and business disruption professor and visionary
- John Cook's reasons to use Bayesian inference
- Mark Berliner's video lecture "Bayesian mechanistic-statistical modeling with examples in geophysical settings"
- Subsidies for wind and solar versus subsidies for fossil fuels
- Survey Methodology, Prof Ron Fricker http://faculty.nps.edu/rdfricke/
- Simon Wood's must-read paper on dynamic modeling of complex systems I highlighted Professor Wood’s paper in https://hypergeometric.wordpress.com/2014/12/26/struggling-with-problems-already-attacked/
- John Kruschke's "Dong Bayesian data analysis" blog Expanding and enhancing John’s book of same title (now in second edition!)
- London Review of Books
- The Mermaid's Tale A conversation about biological complexity and evolution, and the societal aspects of science
- Comprehensive Guide to Bayes Rule
- Prediction vs Forecasting: Knaub “Unfortunately, ‘prediction,’ such as used in model-based survey estimation, is a term that is often subsumed under the term ‘forecasting,’ but here we show why it is important not to confuse these two terms.”
- Slice Sampling
- Bob Altemeyer on authoritarianism (via Dan Satterfield) The science behind the GOP civil war
- All about ENSO, and lunar tides (Paul Pukite) Historically, ENSO has been explained in terms of winds. But recently — and Dr Paul Pukite has insisted upon this for a long time — the oscillation of ENSO has been explained as a large-scale slosh due to lunar tidal forcing.
- Higgs from AIR describing NAO and EA Stephanie Higgs from AIR Worldwide gives a nice description of NAO and EA in the context of discussing “The Geographic Impact of Climate Signals on European Winter Storms”
- Dominic Cummings blog Chief advisor to the PM, United Kingdom
- Dr James Spall's SPSA
- Rasmus Bååth's Research Blog Bayesian statistics and data analysis
- The Plastic Pick-Up: Discovering new sources of marine plastic pollution
- Ives and Dakos techniques for regime changes in series
- Brendon Brewer on Overfitting Important and insightful presentation by Brendon Brewer on overfitting
- Tim Harford's “More or Less'' Tim Harford explains – and sometimes debunks – the numbers and statistics used in political debate, the news and everyday life
- Lenny Smith's CHAOS: A VERY SHORT INTRODUCTION This is a PDF version of Lenny Smith’s book of the same title, also available from Amazon.com
- Awkward Botany
- Darren Wilkinson's introduction to ABC Darren Wilkinson’s introduction to approximate Bayesian computation (“ABC”). See also his post about summary statistics for ABC https://darrenjw.wordpress.com/2013/09/01/summary-stats-for-abc/
- Earth Family Alpha Michael Osborne’s blog (former Executive at Austin Energy, now Chairman of the Electric Utility Commission for Austin, Texas)
- Earth Family Beta MIchael Osborne’s blog on Science and the like
- International Society for Bayesian Analysis (ISBA)
- The Keeling Curve: its history History of the Keeling Curve and Charles David Keeling
- Ted Dunning
- BioPython A collection of Python tools for quantitative Biology
- Mike Bloomberg, 2020 He can get progress on climate done, has the means and experts to counter the Trump and Republican digital disinformation machine, and has the experience, knowledge, and depth of experience to achieve and unify.
- Giant vertical monopolies for energy have stopped making sense
- ggplot2 and ggfortify Plotting State Space Time Series with ggplot2 and ggfortify
- South Shore Recycling Cooperative Materials management, technical assistance and networking, town advocacy, public outreach
- distributed solar and matching location to need
- Earle Wilson
- Hermann Scheer Hermann Scheer was a visionary, a major guy, who thought deep thoughts about energy, and its implications for humanity’s relationship with physical reality
- Carl Safina's blog One of the wisest on Earth
- NCAR AtmosNews
- Thaddeus Stevens quotes As I get older, I admire this guy more and more
climate change
- Climate at a glance Current state of the climate, from NOAA
- Updating the Climate Science: What path is the real world following? From Professors Makiko Sato & James Hansen of Columbia University
- Climate Change: A health emergency … New England Journal of Medicine Caren G. Solomon, M.D., M.P.H., and Regina C. LaRocque, M.D., M.P.H., January 17, 2019 N Engl J Med 2019; 380:209-211 DOI: 10.1056/NEJMp1817067
- The beach boondoggle Prof Rob Young on how owners of beach property are socializing their risks at costs to all of us, not the least being it seems coastal damage is less than it actually is
- Grid parity map for Solar PV in United States
- Spectra Energy exposed
- NOAA Annual Greenhouse Gas Index report The annual assessment by the National Oceanic and Atmospheric Administration of the radiative forcing from constituent atmospheric greenhouse gases
- Mathematics and Climate Research Network The Mathematics and Climate Research Network (MCRN) engages mathematicians to collaborating on the cryosphere, conceptual model validation, data assimilation, the electric grid, food systems, nonsmooth systems, paleoclimate, resilience, tipping points.
- Tamino's Open Mind Open Mind: A statistical look at climate, its science, and at science denial
- SolarLove
- Exxon-Mobil statement on UNFCCC COP21
- Energy payback period for solar panels Considering everything, how long do solar panels have to operate to offset the energy used to produce them?
- Climate Change Denying Organizations
- Ray Pierrehumbert's site related to "Principles of Planetary Climate" THE book on climate science
- Transitioning to fully renewable energy Professor Saul Griffiths talks to transitioning the customer journey, from a dependency upon fossil fuels to an electrified future
- Nick Bower's "Scared Scientists"
- Climate model projections versus observations
- History of discovering Global Warming From the American Institute of Physics.
- Skeptical Science
- Steve Easterbrook's excellent climate blog: See his "The Internet: Saving Civilization or Trashing the Planet?" for example Heavy on data and computation, Easterbrook is a CS prof at UToronto, but is clearly familiar with climate science. I like his “The Internet: Saving Civilization or Trashing the Planet” very much.
- MIT's Climate Primer
- The HUMAN-caused greenhouse effect, in under 5 minutes, by Bill Nye
- James Hansen and granddaughter Sophie on moving forward with progress on climate
- Ricky Rood's “What would happen to climate if we (suddenly) stopped emitting GHGs today?
- CLIMATE ADAM Previously from the Science news staff at the podcast of Nature (“Nature Podcast”), the journal, now on YouTube, encouraging climate action through climate comedy.
- "Warming Slowdown?" (part 2 of 2) The idea of a global warming slowdown or hiatus is critically examined, emphasizing the literature, the datasets, and means and methods for telling such. The second part.
- Isaac Held's blog In the spirit of Ray Pierrehumbert’s “big ideas come from small models” in his textbook, PRINCIPLES OF PLANETARY CLIMATE, Dr Held presents quantitative essays regarding one feature or another of the Earth’s climate and weather system.
- The net average effect of a warming climate is increased aridity (Professor Steven Sherwood)
- Jacobson WWS literature index
- Non-linear feedbacks in climate (discussion of Bloch-Johnson, Pierrehumbert, Abbot paper) Discussion of http://onlinelibrary.wiley.com/wol1/doi/10.1002/2015GL064240/abstract
- Earth System Models
- “Ways to [try to] slow the Solar Century''
- US$165/tonne CO2: Sweden Sweden has a Carbon Dioxide tax of US$165 per tonne at present. CO2 tax was imposed in 1991. GDP has grown 60%.
- Professor Robert Strom's compendium of resources on climate change Truly excellent
- Klaus Lackner (ASU), Silicon Kingdom Holdings (SKH) Capturing CO2 from air at scale
- "Lessons of the Little Ice Age" (Farber) From Dan Farber, at LEGAL PLANET
- `Who to believe on climate change': Simple checks By Bart Verheggen
- Reanalyses.org
- Sea Change Boston
- Social Cost of Carbon
- Andy Zucker's "Climate Change and Psychology"
- SOLAR PRODUCTION at Westwood Statistical Studios Generation charts for our home in Westwood, MA
- Simple models of climate change
- Wally Broecker on climate realism
- Ice and Snow
- "Warming Slowdown?" (part 1 of 2) The idea of a global warming slowdown or hiatus is critically examined, emphasizing the literature, the datasets, and means and methods for telling such. In two parts.
- And Then There's Physics
- Paul Beckwith Professor Beckwith is, in my book, one of the most insightful and analytical observers on climate I know. I highly recommend his blog, and his other informational products.
- The Green Plate Effect Eli Rabett’s “The Green Plate Effect”
- "Getting to the Energy Future We Want," Dr Steven Chu
Archives
Jan Galkowski
Category Archives: smart data
What gives me hope … And it ain’t the small stuff
AS Arman Oganisian of Stable Markets writes “There are no solutions, only trade-offs.” That is a fundamentally engineering attitude. It is fundamentally about the economics, and, in particular, the dramatic drop in levelized cost of energy for wind and renewables, … Continue reading
Posted in Anthropocene, being carbon dioxide, biology, bridge to somewhere, Carbon Cycle, carbon dioxide, Carbon Worshipers, clean disruption, climate business, climate change, climate disruption, climate economics, climate justice, corporate litigation on damage from fossil fuel emissions, Cult of Carbon, decentralized electric power generation, decentralized energy, destructive economic development, disruption, distributed generation, ecological services, ecology, Ecology Action, economic trade, economics, engineering, environment, fossil fuel divestment, fossil fuels, global warming, Green Tech Media, greenhouse gases, grid defection, Humans have a lot to answer for, Hyper Anthropocene, investing, investment in wind and solar energy, investments, leaving fossil fuels in the ground, local generation, local self reliance, Sankey diagram, smart data, solar democracy, solar domination, solar energy, solar power, Sonnen community, the energy of the people, the green century, the tragedy of our present civilization, the value of financial assets, tragedy of the horizon, wind energy, wind power, wishful environmentalism, zero carbon
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The Azimuth Climate Data Backup Project, in association with ClimateMirror
(Updated the afternoon of 31st May 2017.) The Azimuth Climate Data Backup Project, operating in association with ClimateMirror, is being funded via the Kickstarter available at this link. Give what you can. Thanks! See our goal statement. This is all … Continue reading
Posted in American Association for the Advancement of Science, citizen science, civilization, climate, climate change, climate data, climate disruption, climate education, climate justice, Climate Lab Book, cynicism, denial, Donald Trump, education, EIA, ethics, evidence, fear uncertainty and doubt, forecasting, fossil fuels, Global Carbon Project, global warming, greenhouse gases, Hyper Anthropocene, leaving fossil fuels in the ground, NASA, NOAA, open data, open source scientific software, rationality, reason, reasonableness, risk, science, science denier, science education, smart data, statistics, the right to know, the tragedy of our present civilization, UU, ``The tide is risin'/And so are we''
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Energy Consumption with Air Source Heat Pumps and Water Heater
Once nice thing about having a net metered solar PV array is that, with a little diligence, you can figure out how much electricity your household is consuming each day, or at finer resolution if you like (*). Below is … Continue reading
Posted in Anthropocene, Bloomberg New Energy Finance, clean disruption, CleanTechnica, climate economics, conservation, consumption, decentralized electric power generation, decentralized energy, demand-side solutions, efficiency, energy reduction, engineering, global warming, Hyper Anthropocene, ISO-NE, local self reliance, New England, smart data, solar democracy, solar domination, solar energy, statistics, time series, Tony Seba, zero carbon
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Cathy O’Neil’s WEAPONS OF MATH DESTRUCTION: A Review
(Revised and updated Monday, 24th October 2016.) Weapons of Math Destruction, Cathy O’Neil, published by Crown Random House, 2016. This is a thoughtful and very approachable introduction and review to the societal and personal consequences of data mining, data science, … Continue reading
Posted in citizen data, citizen science, citizenship, civilization, compassion, complex systems, criminal justice, Daniel Kahneman, data science, deep recurrent neural networks, destructive economic development, economics, education, engineering, ethics, Google, ignorance, Joseph Schumpeter, life purpose, machine learning, Mathbabe, mathematics, mathematics education, maths, model comparison, model-free forecasting, numerical analysis, numerical software, open data, optimization, organizational failures, planning, politics, prediction, prediction markets, privacy, rationality, reason, reasonableness, risk, silly tech devices, smart data, sociology, Techno Utopias, testing, the value of financial assets, transparency
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NextGen VOICES: `On data’, `On setbacks’, and `On discovery’
Science Magazine has a periodic column called Science in brief and occasionally that column features a set of what they call “NextGen VOICES”, meaning young scientists. They gather the survey using Twitter (of course) via the hashtag #NextGenSci. For the … Continue reading
An Energy Revolution
Professor Mara Prentiss speaks at Harvard on the possibility of an “energy revolution”: Update, 2016-08-16 Although I am not a PhD professor like Professor Prentiss, nor am I associated with an institution as esteemed as Harvard University, I disagree with … Continue reading
Posted in adaptation, Anthropocene, Bloomberg New Energy Finance, BNEF, clean disruption, climate change, climate disruption, decentralized electric power generation, decentralized energy, demand-side solutions, destructive economic development, disruption, distributed generation, ecology, electricity, electricity markets, energy, energy storage, energy utilities, engineering, fossil fuel divestment, global warming, green tech, greenhouse gases, grid defection, Hermann Scheer, Hyper Anthropocene, investment in wind and solar energy, Joseph Schumpeter, leaving fossil fuels in the ground, Mark Jacobson, Massachusetts Clean Energy Center, Michael Osborne, microgrids, public utility commissions, PUCs, Sankey diagram, smart data, solar domination, solar energy, solar power, Spaceship Earth, stranded assets, 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, utility company death spiral, wind energy, wind power, zero carbon
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“Holy crap – an actual book!”
Originally posted on mathbabe:
Yo, everyone! The final version of my book now exists, and I have exactly one copy! Here’s my editor, Amanda Cook, holding it yesterday when we met for beers: Here’s my son holding it: He’s offered…
Posted in American Association for the Advancement of Science, Buckminster Fuller, business, citizen science, citizenship, civilization, complex systems, confirmation bias, data science, data streams, deep recurrent neural networks, denial, economics, education, engineering, ethics, evidence, Internet, investing, life purpose, machine learning, mathematical publishing, mathematics, mathematics education, maths, moral leadership, multivariate statistics, numerical software, numerics, obfuscating data, organizational failures, politics, population biology, prediction, prediction markets, privacy, quantitative biology, quantitative ecology, rationality, reason, reasonableness, rhetoric, risk, Schnabel census, smart data, sociology, statistical dependence, statistics, the right to be and act stupid, the right to know, the value of financial assets, transparency, UU Humanists
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A model of an electrical grid: A vision
Many people seem to view the electrical grid of the future being much like the present one. I think a lot about networks, because of my job. And I especially think a lot about network topologies, although primarily concerning the … Continue reading
Posted in abstraction, American Meteorological Association, anomaly detection, Anthropocene, Bloomberg New Energy Finance, BNEF, Boston, bridge to somewhere, Buckminster Fuller, Canettes Blues Band, clean disruption, climate business, climate economics, complex systems, corporate supply chains, decentralized electric power generation, decentralized energy, demand-side solutions, differential equations, distributed generation, efficiency, EIA, electricity, electricity markets, energy, energy reduction, energy storage, energy utilities, engineering, extended supply chains, green tech, grid defection, Hermann Scheer, Hyper Anthropocene, investment in wind and solar energy, ISO-NE, Kalman filter, kriging, Lawrence Berkeley National Laboratory, leaving fossil fuels in the ground, Lenny Smith, local generation, marginal energy sources, Massachusetts Clean Energy Center, Mathematics and Climate Research Network, mesh models, meteorology, microgrids, networks, New England, New York State, open data, organizational failures, pipelines, planning, prediction markets, public utility commissions, PUCs, rate of return regulation, rationality, reason, reasonableness, regime shifts, regulatory capture, resiliency, risk, Sankey diagram, smart data, solar domination, solar energy, solar power, Spaceship Earth, spatial statistics, state-space models, statistical dependence, statistics, stochastic algorithms, stochastics, stranded assets, supply chains, sustainability, the energy of the people, the green century, the value of financial assets, thermodynamics, time series, Tony Seba, utility company death spiral, wave equations, wind energy, wind power, zero carbon
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data.table
R provides a helpful data structure called the “data frame” that gives the user an intuitive way to organize, view, and access data. Many of the functions that you would us… Source: Intro to The data.table Package
On Smart Data
One of the things I find surprising, if not astonishing, is that in the rush to embrace Big Data, a lot of learning and statistical technique has been left apparently discarded along the way. I’m hardly the first to point … Continue reading
Posted in Akaike Information Criterion, Bayes, Bayesian, Bayesian inversion, big data, bigmemory package for R, changepoint detection, data science, data streams, dlm package, dynamic generalized linear models, dynamic linear models, dynamical systems, Generalize Additive Models, generalized linear models, information theoretic statistics, Kalman filter, linear algebra, logistic regression, machine learning, Markov Chain Monte Carlo, mathematics, mathematics education, maths, maximum likelihood, MCMC, Monte Carlo Statistical Methods, multivariate statistics, numerical analysis, numerical software, numerics, quantitative biology, quantitative ecology, rationality, reasonableness, sampling, smart data, state-space models, statistical dependence, statistics, the right to know, time series
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ecoquant
