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We included both direct grid emissions (with emissions factors from the Intergovernmental Panel on Climate Change, IPCC), and indirect production emissions, in our climate calculations. We weighted emissions from the conventional options by market share. Commercial LED systems generate 2.4 times as much indirect emissions as weighted conventional options, but residential LED bulbs generate less than their conventional counterparts.

We integrated our LED solutions with others in the Buildings sector by first prioritizing all solutions according to the point of impact on building energy usage. This meant that building envelope solutions such as Insulation were first, building systems such as Building Automation Systems were second, and building applications such as High-Efficiency Heat Pumps and LED Lighting were last. As a result, the commercial LED energy-saving potential was reduced to represent the energy savings of the higher-priority solutions. We did not take integration effects into account in the residential model because no other Project Drawdown solution affected household lighting.

NVIDIA® Jetson™ is the leading AI-at-the-edge computing platform with over half a million developers. With support for cloud-native technologies across the full Jetson lineup, manufacturers of intelligent machines and AI developers can build and deploy high-quality, software-defined features on embedded and edge devices targeting robotics, AIoT, smart cities, healthcare, industrial applications and more. Cloud-native support helps manufacturers and developers implement frequent improvements, improve accuracy, and use the latest features with Jetson-based edge AI devices.

“Our experience developing solutions for the Jetson community has highlighted how vital sensor data is for the success of every Jetson system,” says Michele Kasza, Vice President Sales at Connect Tech. “This partnership with Allied Vision allows us to delve further into simplifying product development for our customers.”

LED lighting’s financial potential, high luminous efficacy, and long lifetime should bring rapid adoption in the coming decades, realizing the emissions reduction potential. The purchase price of LED products is still hampering wider penetration of the technology in low income countries particularly, but the price is decreasing. Adoption assumes that buyers are aware of and have access to LEDs. Educational campaigns can help with the former, and global distribution should increase on its own as demand rises and prices fall.

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LEDs (light-emitting diodes) are the most energy-efficient bulbs available. Unlike older technologies, they transfer most of their energy use into light, rather than waste heat.

Light-emitting diodes (LEDs) use 90 percent less energy than incandescent bulbs for the same amount of light, and half as much as compact fluorescents. By transferring most of their energy use into creating light—rather than heat, like older technologies—LEDs reduce electricity consumption and air-conditioning loads. LED bulbs cost more than either other type, but they last longer, too. And costs are decreasing as technology improves and adoption grows.

We assume that LEDs will become ubiquitous by 2050, comprising 90–95 percent of household lighting and 80–90 percent of commercial lighting. As LEDs replace less-efficient lighting, 14.45–15.69 gigatons of carbon dioxide equivalent emissions could be avoided in residences and commercial buildings. Additional climate and health gains not counted here will come from replacing off-grid kerosene lighting with solar LED technology.

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Project Drawdown defines our LED Lighting solution as the use of efficient LEDs in commercial and residential buildings. This solution replaces incandescent or fluorescent commercial and residential lighting.

Connect Tech is NVIDIA largest Jetson ecosystem hardware partner with a vast offering of solutions supporting the entire platform. One of the first partners to develop hardware solutions upon NVIDIA Jetson’s inception, Connect Tech has continued to design products that enable projects to rapidly transition to field deployment.

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We estimated current adoption of the LED Lighting solution (the amount of functional demand supplied by the solution in 2018, with 2014 as the base year) to be 3 percent of the commercial lighting market and 2 percent of the residential lighting market.

LED lighting should soon offer even higher energy efficiency. In addition, LED lighting enables advanced lighting controls including dimmable lighting, various colors of light, and color tuning.

Net firsts costs averaged US$61 per kilolumen for commercial LEDs and US$17 per kilolumen for residential LEDs. This compares with a weighted average of US$42 per kilolumen and $4.70 per kilolumen, respectively, for conventional commercial and residential units. We applied a learning rate of 8.31 percent to the LED. Operating costs accounted for the price of electricity and differed for commercial and residential buildings and also for different conventional technologies. We did not include maintenance costs.

The newly released Allied Vision MIPI Camera Board empowers streamlined development by providing software embedded into the carrier’s Board Support Package (BSP) that integrates any Alvium 1500 C and 1800 C sensors to the chosen JetPack SDK version.

Air pollution disproportionately affects marginalized communities. Improving air quality by implementing LED lighting could improve equity across populations.

Connect Tech’s Allied Vision MIPI Camera Board provides NVIDIA® Jetson AGX Xavier™ applications the ability to integrate up to six Allied Vision Alvium 1500 C or 1800 C camera modules directly to this small adapter board. For the fastest go-to-market strategy, the Camera Board can integrate directly with Connect Tech’s commercial carrier boards and thermal solutions. This bundle completes a ready-to-deploy hardware stack that includes a full compute system with verified vision sensors for an industrial-grade, streamlined deployment of AI applications.

Improved air quality is associated with the health benefits of improved respiratory and cardiovascular health. Improving the quality of the air humans breathe has been shown to reduce illnesses such as heart disease, asthma, pneumonia, diabetes, stroke, and lung cancer.

Despite the high purchase price, the total life-cycle costs of LED commercial lighting are typically somewhat lower than those of conventional technologies due to the low operating costs. The high energy efficiency, reduced operating costs, and reduced amount of greenhouse gas emissions are considered to be the main benefits of LEDs, but the much longer service life is also very attractive.

We estimated total lighting demand separately for residential and commercial buildings. These were based on our Integrated Buildings total addressable market model, which uses numerous sources to collectively calculate the total addressable markets of building floor area, roof area, lighting, and all other floor-area-driven total addressable markets used in the building sector. We subdivided the estimated areas by building type (residential and commercial) and by building region. From a total floor area estimate, we applied an estimated lighting demand per floor area from several sources, including the International Energy Agency, to get the annual lighting demand market for LED lighting household (37 petalumen-hours in 2018), and LED lighting commercial (62 petalumen-hours in 2018).

In Scenario 1, we estimate the emissions reduction of LED lighting to be approximately 14.45 gigatons of carbon dioxide equivalent in commercial buildings and residences. The net savings to implement was US$1.89 trillion and net lifetime operational savings were US$4.14 trillion.

Scenario 2 shows a similar impact at 15.69 gigatons of carbon dioxide equivalent saved overall, at a net first savings to implement of US$2.16 trillion. This produces lifetime net operational savings of US$4.47 trillion.

Improved air quality is associated with the health benefits of improved respiratory and cardiovascular health. Improving the quality of the air humans breathe has been shown to reduce illnesses such as heart disease, asthma, pneumonia, diabetes, stroke, and lung cancer.

We calculated impacts of increased adoption of LED lighting from 2020 to 2050 by comparing two growth scenarios with a reference scenario in which the market share was fixed at current levels.

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LED lighting offers great potential to reduce greenhouse gas emissions in residential and commercial buildings due to the size of the lighting sector. Because they use relatively little energy, LEDs can be powered with small solar cells to replace kerosene lamps and their noxious fumes and greenhouse gas emissions. LED lighting is expected to take over the residential sector nearly entirely by 2050.

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Allied Vision, a Preferred Partner in the NVIDIA Partner Network (NPN) and Connect Tech Inc., an Elite Partner, today announced joint development of new hardware solutions with pre-integrated advanced sensor technology. The Allied Vision MIPI Camera Board provides a streamlined approach to developers wishing to build and deploy advanced AI and machine vision applications. Designed to enable the transition to scalable production with minimal additional development, these pre-integrated hardware solutions come equipped with all necessary software for rapid market deployment.

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“Users looking to deploy MIPI CSI-2 camera modules on the NVIDIA Jetson platform now have a one-stop solution when determining their production design,” says Gion-Pitschen Gross, Product Manager at Allied Vision. “The entire Alvium platform is supported across the full line up of Jetson Developer Kits. Our partnership with Connect Tech allows us to provide solutions that simplify the process of developing a production hardware strategy.”

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Allied Vision, a leader in industrial and embedded vision solutions, has developed the Alvium CSI-2 camera series which provides a diverse lineup of sensor and housing variants for project flexibility. With cross-compatible software drivers, the Alvium CSI-2 camera modules can be interchanged on the MIPI Camera Board at any time without the need for additional development.

Air pollution disproportionately affects marginalized communities. Improving air quality by implementing LED lighting could improve equity across populations.

We used the lumen, a measure of the visible light emitted by a source, as the implementation unit. The functional unit is lumen-hour, which describes the amount of visible light produced. For residential buildings, we compared only the lamps, not the entire luminaire (housing). For commercial buildings, we compared the entire luminaire.