pollution
SpaceX rocket fireball linked to plume of polluting lithium
When a SpaceX rocket failure set the skies aflame over western Europe last February, no-one was sure if the debris was also polluting our atmosphere. Now scientists are directly linking the uncontrolled rocket re-entry to a plume of lithium measured less than 100km above Earth. It is the first time researchers have drawn a direct link between a known piece of space debris crashing to Earth and pollution levels. They warn that as SpaceX chief Elon Musk pledges to launch one million satellites in the coming years, this contamination could be the tip of the iceberg. The scientists were already investigating the problem of pollution from space debris when they realised a SpaceX Falcon 9 had failed in flight.
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Atmospheric pollution caused by space junk could be a huge problem
After a Falcon 9 rocket stage burned up in the atmosphere, vaporised lithium and other metals drifted over Europe. A SpaceX rocket that burned up after re-entering the atmosphere unleashed a plume of vaporised metals over Europe, a type of pollution that is expected to increase as spacecraft and satellites multiply. The upper stage of a Falcon 9, which is designed to splash down in the Pacific Ocean for possible re-use, lost control due to engine failure and fell from orbit over the north Atlantic in February 2025. We're finally solving the puzzle of how clouds will affect our climate People across Europe saw fiery debris streaking through the sky, some of which crashed behind a warehouse in Poland. Seeing the news, Robin Wing at the Leibniz Institute of Atmospheric Physics in Germany and his colleagues turned on their lidar, an instrument for atmospheric sensing.
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Why it's high time we stopped anthropomorphising ants
Why it's high time we stopped anthropomorphising ants We have long drawn parallels between ants and humans. Now we are comparing the insects to computers. Pollution is making many cities unlivable for their human inhabitants, but it is also tearing ant families and communities apart. Ants recognise each other by sniffing a thin layer of hydrocarbons on the outside of their exoskeletons; each colony has a specific "smell". But a new study reveals that ozone emissions can change the structure of these hydrocarbons.
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'House burping' trend sees people flinging open their windows to get rid of germ-filled air - and now scientists say it really works
Guthrie family'source' shares new version of events about how kidnapped Nancy was reported missing after failing to show up for church Bad Bunny smashes the record for the most watched Super Bowl Halftime Show in history with 135.4 MILLION views Bombshell secret that could DESTROY Turning Point USA: As Erika Kirk misses halftime show... whistleblowers tell all to KENNEDY Nancy Guthrie investigation takes dramatic new focus after missed ransom deadline: Brown bags of'evidence' and uncomfortable questions close to home Sad demise of 80s child star: No one in Hollywood even noticed when he died... now family reveal dark shame he'took to his early grave' Sweden's Princess Sofia breaks her silence on Jeffrey Epstein links and admits meeting him at'social events' Andrew's horrible stench is now engulfing William and Kate. THAT picture is just so damning... this could spell the end of the monarchy Wealthy banker's appalling act of greed outside stunning Maine beach house that ended generations-long family friendship Nancy Guthrie case at pivotal crossroads as Savannah laments'nightmare' and FBI takes central role while ransom letter's second deadline expires: 'Our mom is still out there' Irishman detained by ICE agents describes'torture' after five months in prison camp despite living in US 20 years, having an American wife and no criminal record Revealed: Lindsey Vonn's coach's chilling pre-race observation that predicted specific details of her'cursed' crash which broke her leg at Winter Olympics Secret behind how nepo baby, 27, REALLY became Pentagon's Karoline Leavitt... as ugly gossip about her'crass' husband swirls in DC Doctors took FIVE years to realize I had the same'taboo' cancer that killed Catherine O'Hara: Never let them ask you this question... The world's best pizza for 2026 has been revealed - and it's not in Italy Woke aide to NYC's socialist mayor boasted of her hatred for'white women behavior' after one gave her dirty look for taking 40 minute phone call on train The cure for baldness is finally here: Doctors hail'gamechanger' lotion with NO major side-effects or sex-drive impact that can regrow hair by more than 500pc. I dated 100 men but was STILL a virgin at 41. I thought I'd never find true love... then one word changed everything I'm a fitness coach and this is EXACTLY what I'd order from McDonald's on a weight-loss journey'House burping' trend sees people flinging open their windows to get rid of germ-filled air - and now scientists say it really works READ MORE: Gen Z are'rawdogging boredom' to fix their attention spans'House burping' is the latest trend taking over social media, with users flinging open the windows of their homes in the depths of winter, in the hopes of getting rid of germ-filled air.
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Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities
In recent years, indoor air pollution has posed a significant threat to our society, claiming over 3.2 million lives annually. Developing nations, such as India, are most affected since lack of knowledge, inadequate regulation, and outdoor air pollution lead to severe daily exposure to pollutants. However, only a limited number of studies have attempted to understand how indoor air pollution affects developing countries like India. To address this gap, we present spatiotemporal measurements of air quality from 30 indoor sites over six months during summer and winter seasons. The sites are geographically located across four regions of type: rural, suburban, and urban, covering the typical low to middle-income population in India. The dataset contains various types of indoor environments (e.g., studio apartments, classrooms, research laboratories, food canteens, and residential households), and can provide the basis for data-driven learning model research aimed at coping with unique pollution patterns in developing countries. This unique dataset demands advanced data cleaning and imputation techniques for handling missing data due to power failure or network outages during data collection. Furthermore, through a simple speech-to-text application, we provide real-time indoor activity labels annotated by occupants. Therefore, environmentalists and ML enthusiasts can utilize this dataset to understand the complex patterns of the pollutants under different indoor activities, identify recurring sources of pollution, forecast exposure, improve floor plans and room structures of modern indoor designs, develop pollution-aware recommender systems, etc.
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Beyond the Hype: Comparing Lightweight and Deep Learning Models for Air Quality Forecasting
Gondal, Moazzam Umer, Qudous, Hamad ul, Farhan, Asma Ahmad
Accurate forecasting of urban air pollution is essential for protecting public health and guiding mitigation policies. While Deep Learning (DL) and hybrid pipelines dominate recent research, their complexity and limited interpretability hinder operational use. This study investigates whether lightweight additive models -- Facebook Prophet (FBP) and NeuralProphet (NP) -- can deliver competitive forecasts for particulate matter (PM$_{2.5}$, PM$_{10}$) in Beijing, China. Using multi-year pollutant and meteorological data, we applied systematic feature selection (correlation, mutual information, mRMR), leakage-safe scaling, and chronological data splits. Both models were trained with pollutant and precursor regressors, with NP additionally leveraging lagged dependencies. For context, two machine learning baselines (LSTM, LightGBM) and one traditional statistical model (SARIMAX) were also implemented. Performance was evaluated on a 7-day holdout using MAE, RMSE, and $R^2$. Results show that FBP consistently outperformed NP, SARIMAX, and the learning-based baselines, achieving test $R^2$ above 0.94 for both pollutants. These findings demonstrate that interpretable additive models remain competitive with both traditional and complex approaches, offering a practical balance of accuracy, transparency, and ease of deployment.
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Real-time Air Pollution prediction model based on Spatiotemporal Big data
Le, Van-Duc, Bui, Tien-Cuong, Cha, Sang Kyun
Air pollution is one of the most concerns for urban areas. Many countries have constructed monitoring stations to hourly collect pollution values. Recently, there is a research in Daegu city, Korea for real-time air quality monitoring via sensors installed on taxis running across the whole city. The collected data is huge (1-second interval) and in both Spatial and Temporal format. In this paper, based on this spatiotemporal Big data, we propose a real-time air pollution prediction model based on Convolutional Neural Network (CNN) algorithm for image-like Spatial distribution of air pollution. Regarding to Temporal information in the data, we introduce a combination of a Long Short-Term Memory (LSTM) unit for time series data and a Neural Network model for other air pollution impact factors such as weather conditions to build a hybrid prediction model. This model is simple in architecture but still brings good prediction ability.
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The great climate paradox: Drop in air pollution has INCREASED global warming by making clouds less reflective, scientists warn
New York's new mayor Zohran Mamdani tells Trump'I have four words for you' in blistering victory speech quoting his socialist hero, bragging about'toppling a dynasty' and promising a'new dawn' Driver screaming'Allahu Akbar' ploughs in to pedestrians'trying to hit everyone he encountered' on French holiday island leaving ten injured This Leftist election landslide was caused by the same vile disease that's triggered a GOP civil war. Amazon signals it's finally fed up with Whole Foods' sluggish sales - and is making sweeping, controversial changes Why Mamdani's socialist revolution in New York has sparked a civil war for Democrats... and Trump is secretly loving it Simone Biles details all the plastic surgery she's had after her boob job this summer Inside Kate and William's forever home: Princess is kitting out Forest Lodge in her preferred'classic contemporary style' to create a'lovely but absolutely inoffensive' look REVEALED: Fattest states in America ranked... including region where three-quarters of residents are obese Now he's dead, here's the full story of what happened that day... and the ghastly aftermath no one knows about Shocking moment Mexico's president is groped by man who grabs her breasts and tries to kiss her Miss Universe contestant called'dumb' in humiliating dressing-down by official hits back with powerful speech as furious organisers condemn her treatment and he issues grovelling apology Hollywood A-listers may be blacklisted for'antisemitism' under Paramount's new anti-woke leadership Nepo baby turns heads at Glamour Women Of The Year Awards in a glitzy gold sequin feathered gown - but can YOU guess who her A-list mother is? New footage reveals the moments before football manager collapsed and died mid-match, leaving his players in disbelief, as it emerges he'complained about fish he had eaten' hours before Texas teen'tears masterpiece from wall at the Met in unhinged meltdown' before being handed in by his MOTHER Scientists have been faced with a huge dilemma, as research reveals that reducing air pollution has increased global warming . While smog kills millions of people every year, it also whitens clouds - making them more reflective. So by slashing air pollution, we're inadvertently diminishing the brightness of clouds, which are key regulators of global temperature.
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