�AI First Scenarios - Energy
1
Digital Science Center
Digital Science Center
Clean energy technologies threaten to overwhelm the grid. Here’s how it can adapt.
2
Digital Science Center
Three clean-energy trends are shaking up the Grid
3
Digital Science Center
Distributed and Centralized Energy
4
Digital Science Center
Wildfires and blackouts mean Californians need solar panels and microgrids
5
Community Solar
After the Kincade Fire
Digital Science Center
Microgrids
There is an in-depth explainer on microgrids if you want to dive in, but here’s the capsule version: any system that can island off from the grid is a microgrid, a miniature, semi-independent grid of its own. Technically, a single building, even a single room could be a microgrid, but more often, when people refer to microgrids they are talking about groups of buildings and facilities — a campus, a neighborhood, or even a whole community.�Distributed energy can make the grid more stable and resilient, even when there’s no blackout
6
Digital Science Center
Economic value of microgrids
A recent McKinsey research report on the effects of energy storage on the power system found that “partial grid defection” — which it defines as generating 80 to 90 percent of your own energy — could become economical for most customers within a decade.
7
Digital Science Center
Clean Energy Investment
8
Digital Science Center
Batteries for Power Grids
9
Energy Vault is another long-duration startup. It stores surplus electricity through a battery made of bricks.
Digital Science Center
Fusion: One form of Clean Energy
10
Digital Science Center
Fusion at a High Level
11
Digital Science Center
Princeton Deep Learning
System overview and disruption-prediction workflow. a–e, The top image shows an interior view of the JET tokamak, with a nondisruptive plasma on the left and a disruptive plasma on the right. Diagnostics (a) provide streams of sensory data (b) which are fed to the RNN-based deep learning algorithm (c) every 1 ms, producing a corresponding ‘disruptivity’ output at every time step (d). If the output crosses a preset threshold value (dashed horizontal line), a disruption alarm is called (red star). This alarm triggers mitigation action, such as gas injection (e) into the tokamak, to reduce the deleterious effects of the impending disruption. f, A detailed schematic of our deep-learning model. The input data consist of scalar zero-dimensional (0D) signals and 1D profiles. N layers of convolutional (containing NF filters each) and downsampling (max-pooling) operations reduce the dimensionality of the profile data and extract salient low-dimensional representations (features; here, 1D features).
12
These features are concatenated with the 0D signals and fed into a multilayer long/short-term memory network (LSTM) with M layers, which also receives its internal state from the last time step (T = t − 1) as input.
The resulting final feature vector ideally contains salient information from the past temporal evolution (T ≤ t − 1) and the present state of all signals (T = t). This vector is fed through a fully connected layer to produce the output. Panel a has been modified from an image of the interior of JET obtained from the EUROfusion media library at www. euro-fusion.org/media-library. Ip,target, plasma current target; Ii, internal inductance; LM, locked-mode amplitude; Ip, plasma current; Pin, input power; Prad,core, core radiated power; β, normalized plasma pressure; ne, electron density; WMHD, plasma energy; Prad, total radiated power; Te (ρ), electron-temperature profile; ne (ρ), electron-density profile.
Digital Science Center
Artificial Intelligence in the Energy Industry I
13
Digital Science Center
Artificial Intelligence in the Energy Industry II
14
Digital Science Center
Artificial Intelligence in the Energy Industry III: Grid (contd)
15
Digital Science Center
Artificial Intelligence in the Energy Industry V
16
Digital Science Center
Artificial Intelligence in the Energy Industry VI
17
Digital Science Center
Artificial Intelligence in the Energy Industry IV
18
Digital Science Center
�Energy Investments by Bill Gates
19
Digital Science Center
Digital Science Center
Investments by Bill Gates
20
https://www.businessinsider.com/list-of-clean-energy-startups-bill-gates-is-backing-2020-4#quantumscape-996-million-26
Digital Science Center
Bluefield Technologies — $2 million
Year founded: 2017
The startup measures methane emissions using imagery gathered by backpack-sized satellites. "Our sensor detects the spectral signature of methane in sunlight that is reflected off the ground. We then use machine vision algorithms to further enhance the optically rich data our sensor captures," the company's website states.
https://bluefield.co/ �https://pitchbook.com/profiles/company/185199-13
21
Digital Science Center
22
Digital Science Center
Heliogen — $9 million
Year founded: 2013
What it is: The startup's system uses a mosaic of mirrors to concentrate sunlight, which generates extreme heat necessary for industrial processes like cement or steel manufacturing. The technology could eventually replace fossil fuels in those processes, as Business Insider previously reported.
https://pitchbook.com/profiles/company/97707-16
23
Digital Science Center
Arnergy — $9 million
Year founded: 2013
Nigeria-based Arnergy sells distributed energy solutions, such as rooftop solar and storage, in emerging markets.
https://pitchbook.com/profiles/company/143644-15
24
Digital Science Center
CarbonCure — $11 million
Year founded: 2007
What it is: CarbonCure sells a technology that enhances concrete using recycled carbon dioxide, or CO2. The company pumps CO2 into wet concrete while it's being mixed, at which point the gas reacts with water and calcium ions in the cement, forming solid limestone. The carbon is stuck in the limestone indefinitely. What's more, is that this mineralization process makes ready-mix concrete slightly stronger than some alternatives, according to the company
https://pitchbook.com/profiles/company/59883-49
25
Digital Science Center
SparkMeter — $14 million
Year founded: 2013
What it is: SparkMeter designs and sells smart meters and other equipment to utilities in developing markets. The startup's technology "enables utilities operating in remote locations to access a range of features — prepaid billing, customer communications, and remote monitoring and control — that improve their operations and help them achieve financial sustainability," the company's website says.
https://pitchbook.com/profiles/company/145239-85
26
Digital Science Center
Quidnet Energy — $18 million
A pumped hydro plant in the Czech Republic Adam Pemble/ASSOCIATED PRESS
Year founded: 2013
What it is: A startup that develops a pumped-hydro energy storage technology. Water is pumped into an underground cavern, where it becomes pressurized, and then released to power energy-generating turbines.
27
Digital Science Center
75F — $25 million
Year founded: 2012
What it is: 75F is a smart-building startup that sells various tools to make commercial buildings more energy-efficient. The company says it can cut costs by up to 50%.
https://pitchbook.com/profiles/company/119465-74
28
Digital Science Center
Boston Metal — $30 million
Year founded: 2012
What it is: MIT spinout Boston Metal uses a process called molten oxide electrolysis to turn raw metals into molten products used by various industries, such as steel production. The startup says the process produces far less carbon dioxide emissions.
https://pitchbook.com/profiles/company/234100-27
29
Digital Science Center
Redwood Materials — $39 million Founded 2017
30
Digital Science Center
Chemicals in Redwood Materials
31
Digital Science Center
32
Digital Science Center
ESS Inc. — $47 million
Year founded: 2011
What it is: ESS manufactures flow batteries. Unlike a traditional cell, flow batteries store an electrical charge in two tanks of liquid electrolyte. In this case, the electrolyte contains a mixture of iron, salt, and water. When the battery is plugged in, charged atoms called ions flow between the two tanks, generating an electric current.
https://pitchbook.com/profiles/company/64649-26
.
33
Digital Science Center
enVerid Systems— $60 million
Year founded: 2010
What it is: Based outside of Boston, enVerid Systems developed a high-efficiency heating and cooling technology that uses as much as 30% less energy than traditional systems. While traditional HVAC systems rely on bulky machines that continuously suck in large amounts of air into a building, as a way to keep it clean, enVerid's device recycles indoor air, instead, by running it through an advanced filter that can remove molecular pollutants, including carbon dioxide.
34
Digital Science Center
Ambri — $80 million
Year founded: 2010
What it is: MIT spinout Ambri is developing a liquid-metal battery for long-duration storage.
https://pitchbook.com/profiles/company/54537-94
35
Digital Science Center
Carbon Engineering — $84
A rendering of Carbon Engineering's technology. At this scale, the company says it could capture 1 million tons of CO2 per year.
Year founded: 2009
What it is: Carbon Engineering designed a direct-air capture technology for removing carbon dioxide from the atmosphere.
https://pitchbook.com/profiles/company/108045-46
http://www.carbonengineering.com/
36
Digital Science Center
Commonwealth Fusion Systems — $115 million
Year founded: 2018
What it is: MIT spinout Commonwealth Fusion Systems is developing a compact reactor to generate nuclear fusion, a source of clean energy.
Total raised: More than $200 million, according to the company
https://pitchbook.com/profiles/company/226641-88
37
Digital Science Center
Mainspring Energy — $133 million
Mainspring generator in picture
Year founded: 2010
What it is: Formerly known as EtaGen, Mainspring Energy develops a technology called a linear generator, which uses a reaction between air and fuel to move magnets through copper coils and generate electricity. The company says it's efficient and produces "near-zero" nitrogen oxide emissions.
https://pitchbook.com/profiles/company/56368-63
http://www.mainspringenergy.com/
38
Digital Science Center
TerraPower — $178 million
A TerraPower facility in picture
Year founded: 2006
What it is: Launched by Bill Gates himself, TerraPower is developing various nuclear technologies including a modular reactor that uses molten chloride instead of water as a coolant, as Business Insider previously reported. TerraPower believes the design will be safer and more efficient than today's reactors.
https://pitchbook.com/profiles/company/43074-28
39
Digital Science Center
1366 Technologies — $107 million
Year founded: 2007
What it is: The Boston-based startup makes wafers for solar panels directly from molten silicon.
https://pitchbook.com/profiles/company/51151-96
40
Digital Science Center
QuantumScape — $296 million
QuantumScape partnered with Volkswagen. In the picture, the carmaker's e-Bulli concept. Volkswagen
Year founded: 2010
What it is: Stanford spinout QuantumScape is trying to develop solid-state batteries — which, unlike lithium-ion batteries, rely on solid-not-liquid electrolytes — in partnership with Volkswagen. Volkswagen says solid-state batteries would more than double the range of its electric e-Golf car.
Total raised: $496 million, according to PitchBook
https://pitchbook.com/profiles/company/54764-56
For QuantumScape, Fixing for Explosions Is Only the First Step Toward a Superbattery Very recent
41
Digital Science Center