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IIT-Bhubaneswar develops hybrid technology using AI for weather forecasting

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IIT-Bhubaneswar develops hybrid technology using AI for weather forecasting

Bhubaneswar, Aug 13 (IANS) The Indian Institute of Technology (IIT)-Bhubaneswar has developed a hybrid technology integrating the output from the Weather Research and Forecasting (WRF) model into a deep learning (DL) model to enhance prediction accuracy particularly with an aim to improve prediction of heavy rainfall events with an adequate lead time, said official sources on Monday.

The study also highlighted the potential of artificial intelligence in improving real-time weather forecasting, particularly for heavy rainfall events in the complex terrains over the Indian region.

The studies were carried out over the complex terrain of Assam (highly vulnerable to severe flooding) during June 2023 and over the state of Odisha where heavy rainfall events are highly dynamic in nature due to the landfall of multiple intense rain bearing monsoon low-pressure systems.

“In Assam, the hybrid model displays prediction accuracy that is nearly double that of traditional ensemble models at a district level with a lead time up to 96 hours, showcasing its remarkable performance. These innovative studies have been carried out using retrospective cases,” official sources added.

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The researchers from the IIT-Bhubaneswar through another groundbreaking study have demonstrated a significant leap in accurately predicting heavy rainfall events over the region in real-time, using deep learning techniques. The study demonstrated the robustness of the new hybrid technology for real time situations over complex terrain of Assam.

“The study titled ‘Minimization of Forecast Error Using Deep Learning for Real-Time Heavy Rainfall Events Over Assam’, published in IEEE Xplore, has revealed that integrating DL with the traditional WRF model dramatically improves forecast accuracy for heavy rainfall events in real-time, a critical advancement for this flood-prone mountainous region like Assam,” added sources.

Between June 13 and 17, 2023, Assam experienced severe flooding due to heavy rainfall. The DL model was able to more accurately predict the spatial distribution and intensity of rainfall across at district scale. The research employed the WRF model to generate initial weather forecasts in real time, which were then refined using the DL model.

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The experts through this new method can now carry out a more detailed analysis of rainfall patterns, incorporating a spatio-attention module to better capture the intricate spatial dependencies in the data.

As discussed, the model was trained using data from past heavy rainfall events from multiple ensembles outputs as well as observations from India Meteorological Department (IMD), to improve its accuracy.

“This advancement is crucial for mitigating the impacts of natural disasters and public safety. Additionally, these pioneering works will also serve as a guiding light in creating analogous hybrid models for other intricate topographical terrain areas such as the Western Himalayas and Western Ghats regions of India,” official sources said.

–IANS

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Defence Ministry: Year 2025 will be year of reforms

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rajnath singh with armed forces chief

On Wednesday, the Defence Ministry announced that 2025 will be designated as the “Year of Reforms,” with a primary focus on establishing integrated theatre commands to enhance collaboration among the three branches of the military.

These reforms are aimed at transforming the armed forces into a technologically advanced, combat-ready force capable of executing multi-domain integrated operations, the ministry stated.

The initiative will emphasize emerging domains such as cyber and space, alongside cutting-edge technologies like artificial intelligence, machine learning, hypersonics, and robotics.

Defence Minister Rajnath Singh described the “Year of Reforms” as a pivotal milestone in the modernization of the armed forces.

“It will set the stage for significant advancements in the nation’s defense capabilities, ensuring the security and sovereignty of India in the face of 21st-century challenges,” he said.

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A 3.2 magnitude tremor struck Gujarat’s Kutch district on Wednesday morning

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A 3.2 magnitude tremor struck Gujarat’s Kutch district on Wednesday morning, according to the Institute of Seismological Research (ISR).

The district administration reported no casualties or property damage following the quake.

The tremor occurred at 10:24 am, with its epicenter located 23 kilometers north-northeast (NNE) of Bhachau, as per the Gandhinagar-based ISR.

Last month, the region experienced four seismic events exceeding a magnitude of 3, including a 3.2 magnitude tremor just three days ago, with its epicenter also near Bhachau.

Earlier tremors in the area included a 3.7 magnitude earthquake on December 23 and a 3.2 magnitude event on December 7, according to ISR reports.

Kutch was also jolted by a 4.0 magnitude earthquake on November 18, 2024. On November 15, a 4.2 magnitude quake hit Patan in north Gujarat, based on ISR data.

Gujarat is considered a high-risk earthquake zone, having experienced nine major earthquakes over the past 200 years, according to the Gujarat State Disaster Management Authority (GSDMA). The 2001 earthquake in Kutch, which occurred on January 26, was the third-largest and second-most destructive in India in the last two centuries, according to the GSDMA.

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Diljit Dosanjh faces legal action over concert songs

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Singer and actor Diljit Dosanjh’s much-anticipated New Year’s Eve concert in Ludhiana faced legal hurdles after a complaint was filed by Punditrao Dharenavar, an assistant professor from Chandigarh.

Following the complaint, the Deputy Director of the Women and Child Department, Government of Punjab, issued a formal notice to Ludhiana’s District Commissioner, urging them to prohibit Dosanjh from performing specific songs during his live show on December 31, 2024.

The notice specifically targets songs accused of promoting alcohol, including Patiala Peg, 5 Tara Theke, and Case (Jeeb Vicho Feem Labbiya), even if the lyrics are slightly modified. The complaint points to previous warnings issued to Dosanjh by various commissions advising against performing these controversial tracks.

Despite these warnings, the singer allegedly continues to perform the songs with minor alterations. Dharenavar raised serious concerns about the influence of such music on young audiences, especially when minors are present at live events.

Adding to the controversy, Dharenavar referenced a 2019 Punjab and Haryana High Court ruling, which directed law enforcement to ensure that songs promoting alcohol, drugs, or violence are not played at public events, including concerts. This ruling underscores the legal basis for the complaint and has further intensified the scrutiny surrounding the event.

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UP Minister’s convoy overturns, 5 person injured

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UP Minister’s convoy overturns, 5 person injured

Five people sustained injuries when a vehicle in the convoy of Uttar Pradesh Minister and Nishad Party chief Sanjay Nishad overturned into a ditch near Januan village in the Khejuri Police Station area of Ballia district late last night.

Sanjay Nishad shared details of the incident, stating that the accident injured five party workers, including four women.

“I was traveling with the convoy to participate in the Constitutional Rights Yatra organized by the party on Tuesday night. Near Januan village in the Khejuri area, one of the vehicles following the convoy lost control while trying to avoid an animal and overturned into a ditch,” Nishad explained.

The injured individuals have been identified as Rakesh Nishad, Ramrati, Usha, Geeta, and Iravati Nishad.

Senior police and administrative officials quickly arrived at the scene following the incident to oversee the situation.

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Suchir Balaji’s mother alleges Murder

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Suchir Balaji’s mother alleges Murder

The mother of Suchir Balaji, a 26-year-old former OpenAI researcher found dead after accusing the company of copyright violations, has alleged that her son was “murdered” and called for a Federal Bureau of Investigation (FBI) probe.

Poornima Rao, Suchir’s mother, claimed her son’s death was a “cold-blooded murder” that authorities wrongly ruled as suicide. She further disclosed that a private autopsy report conflicted with the findings of the initial police investigation.

Rao alleged that her son’s apartment had been “ransacked” and cited evidence of a struggle in the bathroom, including bloodstains that suggested he had been assaulted.

“We hired a private investigator and conducted a second autopsy to uncover the truth. The private autopsy does not confirm the cause of death stated by the police. Suchir’s apartment was ransacked, there were signs of a struggle in the bathroom, and it appears he was hit based on blood spots. This is a cold-blooded murder being misclassified as a suicide. Lobbying in San Francisco won’t deter us from seeking justice. We demand an FBI investigation,” Rao wrote on X.

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Elon Musk reacted to Rao’s post, commenting, “This doesn’t seem like a suicide.”

Balaji was discovered dead in his San Francisco apartment months after accusing OpenAI of violating copyright laws during the development of ChatGPT, as reported by Fox News. Despite these claims, the San Francisco Police Department found no evidence of foul play and ruled the death a suicide.

On October 24, shortly before his death, Balaji voiced doubts about the “fair use” defense in generative artificial intelligence. “I recently participated in a NYT story about fair use and generative AI, and why I’m skeptical ‘fair use’ would be a plausible defense for a lot of generative AI products,” he wrote on X.

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