Tag: sustainability

  • ClimaGrid, Our 2025 Code4Hope Project

    Last week, my team and I had the distinct pleasure of visiting the Microsoft building in New York as part of the finals for the code4hope hackathon! 

    I wanted to share what we accomplished through the event here (We got 2nd place!!!!), and I will link our presentation and github repository at the bottom. 

    First and foremost, the code4hope 2025 hackathon was a high school hackathon held over two rounds. For the first round, we had 3 days to develop our product and if we were selected as a finalist we would attend the final round in New York. As for prompts, we were all given a list of company briefs. Each brief detailed a fictional company facing a fictional yet plausible major problem. We were tasked with using programming to develop a creative and effective solution. 

    Here is the brief that we chose to base our product on: “GreenSpan builds futuristic cities designed to be net-zero and in harmony with nature. They integrate smart systems for water, energy, and waste, but scaling those systems while preserving livability is proving difficult. Their cities must adapt to both dense populations and changing climate patterns”.

    Our solution to the proposed problem of cities adapting sustainable systems to increasing populations and changing climate patterns is ClimaGrid, a grid-builder meant to help urban planners design more sustainable cities. 

    In the ClimaGrid interface, users are able to design a city using various custom metrics. They can pick a grid size and then fill each tile with one of four colors. Blue represents water, green represents green space, light gray represents low-population housing (such as suburbs), and dark gray represents more urban, highly-populated areas. It also takes in coordinates (latitude, longitude) of the proposed city as well as a year for projections. 

    Above is a sample output of our code. It returns heatmaps that show heat and waste distribution as well as an energy usage map that highlights areas where the most energy is demanded. There is also a projected aerial view which uses an image generation model although this was not always perfectly effective. 

    The heatmaps first take in a 2d array that represents each letter as a different value. The latitude, longitude, and year call an AWS API, which uses future climate models to estimate the temperature in that given year at peak stress (the hottest time of the year). Once this temperature is fetched, it is scaled across the heatmap depending on the type of surface that each grid square is. Cellular automata are used to disperse the heat to model real life heat-island effects. Temperature is trapped more easily in urban areas in the absence of water or green space. The pollution and energy heatmaps operate in much the same way. The projected aerial view was trained on thousands of overhead satellite images and is given the grid and told to generate noise. Given more time, this aerial view model could have been perfected.

    This is a very brief overview of our project, and you are more than welcome to check out the additional resources below which include our demo video, slideshow presentation, demo website, and complete github repo.

    Link to GitHub:

    Link to Demo Website (Only the frontend works as we had to host the backend locally): ClimaGrid

    https://github.com/JhonJhonDev/ClimaGrid

  • Revisiting the 80×50 Report

    I know I’ve talked plenty about the 80×50 report here, through my research and also for the purpose of helping people understand the goals in a simple and concise manner. However, some recent research involving Professor James Shope from the Rutgers Climate Change Resource Center and Environmental Sciences Department, whom I have interviewed in the past, has been published that advises a slightly different goal. 

    To recap, the 80×50 report was published by New Jersey with the aim to cut carbon emissions by 80% by the year 2050. Since the 80×50 goal was established, the goalpost has not been moved even though the planned policies (the avenue to reach these milestones) were revisited during the COVID-19 Pandemic. Among developments in the world of climate science was the Paris Agreement, which involved countries pledging to curb their emissions drastically to prevent global temperatures from rising an average of 2 degrees (Celsius) above pre-industrial age levels. While the USA has now submitted a withdrawal from the Paris Agreement, the goals themselves will remain active for one year until January 20th, 2026.

    The paper found that the level of emissions reduction prior to the pandemic was significantly lower compared to the expected amount needed to reach 50% emissions by 2006 standards, at only about 0.9 MMT per year compared to the required 4.1. Using a baseline year of 2015, the NJ goals were converted to be 40% reduction by 2030 and 76% by 2050, with the goal to see if the goals, if achieved, would have the desired impacts of satisfying the Paris Agreement aligned policies.

    There are four emissions reduction pathways by the Intergovernmental Panel on Climate Change used in this report which describe 4 scenarios in which emissions are limited to 1.5 or 2 degrees Celsius with various levels of overshoot. Overshoot means by how much temperatures exceed the target before eventually dropping to milestone levels. All of these presumably meet Paris Agreement requirements but with different levels of emissions curbing and different levels of overall success. 

    By comparing global, US, and NJ goals using these four pathways, they found that the USA as a whole is projected to remain at or below 1.5C with limited overshoot given their 2030 goals. However, New Jersey’s 2030 goals will more likely be aligned with the 1.5C target with high overshoot. Subsequently, New Jersey’s emissions goals become proportionally less ambitious compared to the nation as a whole for 2050, with a 2C increase much more likely. 

    While NJ is in line with Paris Agreement standards, it remains behind USA’s ambitions to reach net-0 emissions by 2050. The US Climate Alliance (of which NJ is a member) may well serve as a continuity of the ideas of the Paris Agreement despite US withdrawal, and NJ can take inspiration from nearby states who have enacted policies that directly demand net-0 or net-negative carbon emissions (via sequestration). 

    In conclusion, it is now advised according to this paper that New Jersey amend their goals from 80% reduction in emissions by 2050 compared to 2006 levels to 100% (or net-0) reduction in emissions.

    This was just a brief overview and the report is incredibly comprehensive and interesting. You can give it a read here: Comparison-of-NJ-GHG-Reduction-Targets042525.pdf

  • A Carbon Conversation with Professor James Shope

    I recently had the pleasure of speaking with Professor James Shope, PhD, from the Rutgers Climate Change Resource Center and Environmental Sciences Department. I wanted to get his viewpoint on a few of the trends I had been noticing as a part of my own research, and he was very helpful and offered some valuable insights which I will share with you now.

    Firstly, a little bit about Professor Shope:

    As mentioned earlier, he is a member of the Climate Change Resource Center and Rutgers Climate and Energy Institute (RCEI), and, like most professors, he teaches classes at Rutgers. In addition to this, he seeks to interact with the community to bring the scientific understanding from his work to actual effect in the outside community. I think this is an extremely important factor to have in scientific research because outreach with the community is the most efficient way to spread knowledge to a degree that it can positively impact everyone. He’s also working on an analysis of NJ’s existing greenhouse gas emission goals using climate model output to determine how in line they are with what New Jersey wants to achieve. The report will be out in the next few weeks, and I’ll share and discuss it when it is.

    Our conversation primarily involved the discussion of New Jersey’s climate change goals and the Global Warming Response Act 80×50 report, something which I’ve already talked about on this blog. I wanted to get not only his take on what is being done but also his informed opinions on what we could be doing better (it’s important to differentiate between the two which I’ll attempt to indicate).

    One thing I had noticed in my own research was the seeming mismatch of our targets and our current progress, particularly in the transportation, residential, and commercial sectors. I wondered about the effectiveness of what was being done and what the main roadblocks were. According to Professor Shope, New Jersey has been trying to incentivize EVs in addition to electrifying space heating and cooling, however, much more progress would be necessary to remain on course to meet New Jersey’s emissions reduction targets. This boils down to a few reasons which involve more so the politics and social behaviors than the science behind designing the goals themselves.

    Firstly, there are practical barriers for people to incorporate these more sustainable practices in their homes and lives. Not only is it expensive to electrify homes and vehicles to the point where it becomes unattainable for much of the population, but there are also other separate concerns. For example, solar panels and clean energy sources used to electrify apartments would rely on the majority of New Jersey infrastructure changing from natural gas pipeline reliance which would require massive amounts of investment from buildings and local governments. In the case of electric vehicles, not only are they more expensive than their gas counterparts, but they are also less efficient time wise due to the relatively longer time required for EV charging. As a result, the reduction of the largest current contributors to carbon in our atmosphere meet heavy roadblocks.

    Secondly (and this is more opinionated), there is a lot of pushback from vested interests to the extent that many policies are rendered completely ineffective. An example Professor Shope mentioned was the attempted offshore wind farm installations off Jersey’s shores. The operation of these wind farms were (unscientifically) related to increased amounts of whales washed up on the shores by local residents. However, the farms themselves were not operational and no scientific studies that were conducted supported this proposition. Although not true, negative sentiment against the farms remains to this date. Stories such as this one show the pushback many helpful policies face and how they are frequently hampered. Additionally, while climate change policy is an important long term goal for the government, the truth is that there are political priorities that don’t necessarily align with climate change mitigation. This isn’t to say that emissions mitigation is unimportant, but rather there are naturally other things on a political agenda that may take priority.

    Another question I had for Professor Shope was why we don’t focus more on carbon sequestration, something which I’ve already talked about on this blog. While most sectors are outlined to massively drop emissions by 2050 in the 80×50 report, sequestration is expected to only marginally increase. Professor Shope attributed this to the fact that sequestration has a relatively low ceiling. This is because most of the current sequestration is done by storing carbon in soil naturally, and we don’t have a way to really increase the amount of land undergoing sequestration because it’s already contributing to siphoning carbon. In addition, carbon capture technology that would improve upon this pre-existing sequestration requires a lot of investment and the technology is very experimental.

    That being said, I wanted to know what Professor Shope viewed as the most important things people should know and what we could do to implement changes to the status quo (this is mostly opinion). The main thing he placed emphasis on was the fact that not enough people actually know about what is being done and that New Jersey is actively trying to help. Our goals aren’t really well known, and because of that, people aren’t fully aware of how they can help. It would also be beneficial to highlight the fact that we are a coastal state in a climate that will only further be impacted by unpredictable weather. Massive disasters such as the flooding that resulted from superstorm Sandy become more likely to happen again as sea levels rise on our coast, which enables more destructive flooding from smaller storms that may form. Given more information about the implications of climate change and how our policies intend to mitigate the situation would most definitely improve support for new policies.

    My final question to Professor Shope was what he believed was the biggest roadblock to progress in climate change policy. He explained to me the importance of a unified push both from the top (policymakers, those in power to make a difference) and the bottom (grassroots efforts, advocacy, people understanding the importance of making small sacrifices for larger change). With a unified effort, policies become much more effective because everybody is on the same page and understands the lingering danger to everybody that is associated with changes to our environment. He also mentioned that it is important to acknowledge (even if it does sound dreary or a bit pessimistic) that many people don’t like to sacrifice something if it isn’t directly economically or socially beneficial to them. It is crucial to note that many people aren’t like this, but it is undoubtedly easier to convince people to make a change that makes or saves them more money compared to the opposite as is the case right now. A professor of mine at Columbia University, Professor Michael Bennett, also echoes this sentiment. 

    It’s important to acknowledge that dropping everything to save the environment isn’t feasible and would lead to more problems than those faced by the impacts of climate change themselves. Hence, it’s also important to find a balance between sacrificing some monetary benefit for the sake of the common good without causing detriment to quality of life. While some sacrifices will certainly have to be made, the costs of implementing solutions dropping in addition to the state of NJ working to fill in the gaps with tax incentives and the like imply that said sacrifices would not be quite as large.

    Once again, I am very thankful for the opportunity to have talked to Professor Shope, as I believe his and his colleagues’ work is invaluable, especially as we begin to set our sights on 2050 and the looming goals we hope to achieve by then.

  • Big, Big Data

    In the past few years, data science has become more and more of a prominent topic in today’s society. It is ultimately what the foundation of this blog is built upon. However, people sometimes forget just what data is and what it could be. 

    The Merriam-Webster dictionary defines data as “information in digital form that can be transmitted or processed”. It is, of course, not a very broad definition but an accurate one nonetheless. 

    This then begs the question, what do we define as information? 

    Well, the answers are almost endless. Information and thus data can be crafted from almost anything you can imagine. Look around your room or wherever else you are and you’ll see just how much data you can find. The shape and dimensions of your room that make up the floor plan are data, the hexadecimal colors of your walls are data, the temperature, amount of clothes, number of books, and even how long your light has been on are all data.

    Because of the limitless possibilities of what we can define data as, there are almost limitless opportunities of what can be done with it. As a result, data science is used not only everywhere, but also for essentially anything. Being able to extract data from a process, a phenomenon, or a company shows us patterns and their subsequent implications on how to maximize efficiency. These days, anyone can use data for virtually anything. For example, corporate enterprises use data to advise investments and realtors use data to help set prices to sell a home. In this way, the possibilities for data science are endless and left up to the human imagination.

  • What Can You Do To Help Decarbonize?

    To most people, it is evident that global warming is a clear problem that negatively impacts the climate, the human population, and our surrounding ecosystems. In my city of Jersey City, we witnessed all of these impacts firsthand. Asthma and heat stroke occurrence rates as a direct result of rising temperatures and air pollution were among the highest in the state. We also experienced one of the hottest summers on record, with the heat damaging infrastructure such as subway lines (something which I experienced firsthand). In addition to urban impacts, our emissions also damage the forests, the very things that protect us most against climate change. Forest fires aren’t particularly common in New Jersey, but they have begun to occur much more frequently due to an overall dryer and hotter summer which extended into the fall. Last year, we also experienced the impacts of the Canadian wildfires, with the sky turning orange for days.

    While it is easy to understand that our carbon footprint and emissions must decrease, it is much more obscure understanding how. We need to work together as individuals, communities, and larger organizations to do what we can to limit the expected damage of our emissions, and hopefully work towards reversing them too. New Jersey certainly has targets that quantify what and how much we need to change, such as having 85% of new car sales be electric within the next 5 years. However, without large-scale support from both the top and bottom, it is much more difficult to accomplish. While some people have a greater capacity to help, whether that be through political influence or simply having access to more resources, it is a collective desire to improve that will ultimately be the driving force for success.

    With that in mind, what can you do? Well, it highly depends on where you live and what you have access to. It’s not easy to say “buy an electric vehicle” because in the current economy this is often not possible. However, there is something that virtually everyone can do.

    1. Use Public Transportation (Urban)
      1. Most cities have urban transportation infrastructure, though it may not be good enough. Regardless, commuting via public transportation is significantly healthier for the environment and on a large scale this would heavily drop our transportation emissions.
    2. Green Spaces (All)
      1. Our greenery is not only a beautiful way to contrast from the concrete jungles that are most urban areas, but they also go a long way towards mitigating our climate impacts. Trees and other plants provide regulating services that strip excess carbon dioxide from our atmosphere and also improve the overall air quality.
    3. Energy-Efficient Buildings
      1. Although this is very difficult on smaller scales, larger urban buildings that shift to clean energy such as solar panels or promote more conservative use of energy such as through better insulation can greatly reduce the commercial and residential pollution created.
    4. Sustainable Farming (Suburbs and Rural)
      1. Ultimately, the soil is our best friend in the battle against climate change, and it has the greatest potential for sequestration. Practices that maintain its richness whilst still allowing for profit in agriculture are among the best ways to mitigate climate impact. For example, planting cover crops during off-seasons would not only decrease erosion, but help funnel emissions from the air back into the groun
    5. Composting (Suburbs)
      1. One of the sources of our emissions is landfill waste caused by methane emissions. Sustainably disposing of waste food and crops allows us to not only prevent these methane emissions, but enrich our soil and its capability to sequester more carbon.

    These strategies can help residents contribute to a greener future no matter what their circumstances may be!