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Pioneers of modern Artificial Intelligence

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Artificial Neural Network. Credit: Wikimedia Commons

The 2024 Nobel Prize for Physics has been a trend breaker with computer scientists being awarded the prestigious prize.

Geoffrey Hinton, one of this year’s laureates, was previously awarded the 2018 Turing Prize, arguably the most prestigious prize in computer science.

John Hopfield, the other laureate, and Hinton, were amongst the early generation of computer scientists in the 1980s, who’d set the foundations for machine learning, a technique used to train artificial intelligence. These techniques shaped modern AI models, to take up the mantle from us, to discover patterns within reams of data, which otherwise would take humans arguably forever.

Until the last mid-century, computation was a task that required manual labor. Then, Alan Turing, the British inventor and scientist, who’d rose to fame during World War 2, having helped break the Enigma code, would conceive the theoretical basis for modern computers. It was when he tried to push further, he came up with, arguably a thought, that led to publication of “Can machines think?” Seemingly an innocuous question, but with radical consequences if it really took shape, Turing, through his conceptions of algorithms, laid the foundation of artificial intelligence.

Why the physics prize?

Artificial neural networks, particularly, form the basis for today’s much popular OpenAI’s ChatGPT, and numerous other facial, image and language translational software. But these machine learning models have broken the ceiling with regards to their applications in numerous disciplines: from computer science, to finance to physics.

Physics did form the bedrock in AI research, particularly that of condensed matter physics. Particularly of relevance is spin glass – a phenomena in condensed matter physics, that involves quantum spins behaving randomly when it’s not supercooled, when it rather becomes orderly. Their applications to AI is rather foundational.

John Hopfield and Geoff Hinton are pioneers of artificial neural networks. Hopfield, an American, and Hinton, from Britain, came from diverse disciplines. Hopfield trained as a physicist. But Hinton was a cognitive psychologist. The burgeoning field of computer science, needed interdisciplinary talent, to attack a problem that no single physicist, logician, mathematician could solve. To construct a machine that can think, it will have to learn to make sense of reality. Learning is key, and computer scientists took inspiration from across statistical and condensed matter physics, psychology and neuroscience to come up with the neural network.

Inspired by the human brain, it involves artificial neurons, that holds particular values. This takes shape when the network would be initially fed data as part of a training program before it’s trained further on unfamiliar data. These values would update upon subsequent passes with more data; forming the crux of the learning process. The potential for this to work happened though with John Hopfield constructing a simple neural network in 1982.

Hopfield network, with neurons forming a chain of connections. Credit: Wikimedia Commons

Neurons pair up with one another, to form a long chain. Hopfield would then feed an image, training it by having these neurons passing along information, but only one-way at a time. Patterns of neurons that fire together, wire together, responding to particular patterns that it formerly trained with. Known as the Hebbian postulate, it actually forms the basis for learning in the human brain. It was when the Hopefield network was able to identify even the most distorted version of the original image, did AI take its baby steps. But then to train the network to learn robustly across a swathe of more data, required additional layers of neurons, and wasn’t an easy goal to achieve. There was a need for an efficient method of learning.

Artificial neural network, with neurons forming connections. The information can go across in both directions (though not indicated in the representation). Credit: Wikimedia Commons

That’s when Geoff Hinton entered the picture at around the same timeframe, helping conceive backpropagation, a technique that’s now mainstream and is the key to machine learning models that we use today. But in 2000, Hinton conceived the multi-layered version of the “Boltzmann machine”, a neural network founded on the Hopfield network. Geoff Hinton was featured in Ed Publica‘s Know the Scientist column.

Space & Physics

Chandrayaan-3: The moon may have had a fiery past

A magma ocean might’ve wrapped the ancient moon, suggests findings from India’s robotic lunar mission, Chandrayaan-3.

Karthik Vinod

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The earth's moon. Credit: Ed Publica

On 23rd August last year, India’s Chandrayaan-3 made history being the first to soft-land on the moon’s south polar region. The landing marked the end of the high-octane phase of the mission. But its next phase was a slow-burner.

Pragyan, the suitcase-sized rover, that hitched a ride to the moon aboard the lander, Vikram, rolled off a ramp onto the lunar surface. It traversed along the dusty lunar surface slowly, at a pace even a snail could beat. Handlers at the Indian Space Research Organization (ISRO) didn’t want the suitcase-sized rover to risk stumbling over a rock or near a ridge, and jeopardize the mission.

The whitish spots are material excavated from the moon’s interior.

Nevertheless, the rover had a busy schedule to stick to. It was to probe the lunar soil, and relay that scientific data back to earth. Pragyan covered 100 meters in two weeks, before it stopped to take a nap ahead of a long lunar night. At the time, the rover’s battery pack was fully charged, thanks to the on-board solar panels soaking up sunlight during the day.

But lunar weather is harsh, especially at the south pole, where Pragyan napped, temperatures can reach as low as -250 degrees centigrade during the night. Added to that, a lunar night lasts two weeks. ISRO deemed Pragyan had only a 1% chance to survive.

Later, the expected happened, when the rover went unresponsive to ISRO’s pings to wake up.

But ISRO said the rover achieved what it was tasked to do. It relayed data all along for two weeks, examining soil from some 23 locations around the mission’s landing point, Statio Shiv Shakti. As months passed by, a slew of discoveries were made. Sulphur was discovered at the south pole, early on while the mission was ongoing. And only a few months ago, Pragyan found evidence of past weathering activity at the south pole.

But since August this year, research teams from ISRO and the Physical Research Laboratory in Ahmedabad, India, reported Pragyan’s most important findings yet – one of which sheds light onto the moon’s origins.

Chandrayaan-3’s Vikram lander, seen from the Pragyan rover’s camera

Chandrayaan-3 had carried a radioactive passenger to the moon’s surface – curium-244.

The radioactive curium helps lase the surface: firing alpha particles (which are helium nuclei) at the dusty terrain. Some of these alpha particles bounce off the dust, whereas others evict electrons from the lunar soil, thereby producing x-ray emissions. Keeping watch is the Alpha Particle X-ray Spectrometer (APXS) on-board the Pragyan rover. In August, PRL scientists published findings in the journal, Nature, based on APXS data, reporting discovery of ferroan anorthosite.

It wasn’t the first ever detection per se of ferroan anorthosite. In fact, Apollo 11 had brought back anorthosite rocks to earth, where they were identified as such. That was in 1969, and Apollo sampled them from the equator. Successive missions by the Soviet Union and most recently China affirmed likewise from mid-latitude – equatorial regions as well. But Pragyan’s detection of the rock type was the first ever from the polar region.

The Pragyan rover’s payload.

Anorthosites are common on earth. In fact, just a year after the Apollo 11 sampled the rock, scientists had evidence of the earth and the moon’s entangled history. The authors noted the similar composition between these rocks, that are geographically widespread. Furthermore, ferroan anorthosite is an igneous rock that forms on earth when hot lava produced in volcanic eruptions cools down.

And scientists had piled up evidence in support of a similar process that underwent on the moon. The anorthosite rocks on the moon are old, in fact, more than 4 billion years ago – a figure close to the earth’s inception with rest of the solar system – around 4.5 billion years. Scientific consensus has been that the moon was formed from remnants of a collision between the early earth and a rogue Mars-sized planetary body.

But the collision energy would have yielded a moon that was molten. A lava blanketing the surface – aka a global magma ocean. As this ocean cooled, minerals amongst which is plagioclase (a class of feldspar) crystallized and formed the anorthosite rocks on the moon. It’s commonly called the lunar magma ocean hypothesis.

When Pragyan treaded over the dusty lunar terrain, it didn’t register the anorthosite as a physical rock per se. Instead, it observed remnants of the rock, as fine powder.

Meteorites beat down rocks to fine powder, as they slam into the moon from space with regular impunity. On earth, the ground is saved by the presence of an atmosphere. But the moon virtually has no atmosphere. Nor does it have water to wear down the rocks. The surface is extremely hot during the lunar day – in fact, when Chandrayaan-3 landed on the moon, the surface temperature was some 50 degrees centigrade. Just a few months ago, Pragyan revealed possible signs of rock degradation from the rims of a crater.

Moon dust opens doors to the past

The fact the moon doesn’t (and can’t) sustain an atmosphere helps it make an attractive destination to learn more about our planet and the satellite’s shared origins. There’s no chemistry to remove traces of the moon’s early evolution from the lunar dust. As such, the dust opens doors to the past.

Space explorations missions soft-landing on the surface study this dust – or sample and shuttle them to earth for scientists to study them in detail.

In fact, Pragyan revealed a crater that’s amongst the oldest ever discovered on the moon. The findings were published in the journal, Icarus, in September. Hidden in plain sight, the rover’s navigation camera, NavCam, spotted subtle stretch marks on the surface, that were confirmed later with the Chandrayaan-2 orbiter (which has been orbiting the moon since 2019). In fact, this crater was found buried under nearby craters, most notably the South Pole-Aitkin basin located 350 km away. The basin is the largest impact crater in the entire solar system (some 2,500 km wide and 8 km deep) touted to have formed millions of years ago.

And this became subject to an earlier paper that PRL scientists authored, and was published in August. Pragyan identified material thought to have emerged from the moon’s interior. The APXS instrument picked up unusually high magnesium content in the vicinity. The authors speculate the meteorite that created the basin probably dug up magnesium from deep inside the moon’s upper mantle, and spewed them into Pragyan’s vicinity. 

But some experts believe in an alternate explanation. They believe the magnesium might have come from surface rocks in the vicinity, and not from the upper mantle. In fact, the authors acknowledged this amongst other possible alternatives. Nonetheless, the Chandrayaan-3’s findings doesn’t dispute the lunar magma ocean hypothesis either, if not backing it outright. Saying that, the theory lives on to fight another day.

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Space & Physics

A Vision for the Cosmos: Insights from Indian Space Research Organisation chief S Somanath

The ISRO Chairman underscored India’s commitment to developing reusable rockets, an initiative that promises to reduce costs and increase the frequency of missions

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S Somanath. Image credit:PIB

On October 26, 2024, the prestigious Sardar Patel Memorial Lecture at Rang Bhawan in New Delhi, India’s capital, brought together students, scientists, and space enthusiasts to explore the future of India’s space ambitions. The event, hosted by Akashvani, Indian state-owned public radio broadcaster, featured a compelling lecture by Dr. S. Somanath, Chairman of India’s space agency ISRO and the Space Commission. His address, titled “Indian Space Odyssey: In Search of New Frontiers,” was not just a presentation of current achievements, but a bold declaration of India’s aspirations in the vast expanse of space.

India’s Space Vision 2047

Dr. Somanath captivated the audience with a glimpse into India’s Space Vision 2047, particularly the ambition to achieve a human landing on the Moon. He introduced the innovative concept of a The Bharatiya Antariksha Station (Indian Space Station), envisioned as a launchpad for lunar missions. This ambitious plan reflects a paradigm shift in India’s approach to space exploration, emphasizing not just technology but also strategic vision.

A highlight of Dr. Somanath’s lecture was his discussion on the advancements in lander technology. He underscored ISRO’s commitment to developing reusable rockets, an initiative that promises to reduce costs and increase the frequency of missions. This technological evolution is crucial for India’s future missions, including a proposed exploration of Venus—where scientists aim to study its mysterious surface and atmosphere.

Dr. Somanath articulated a compelling narrative about harnessing space technology for national development

A Drive for National Development

Dr. Somanath articulated a compelling narrative about harnessing space technology for national development. Underlining ISRO’s mission, he emphasized the organization’s focus on addressing India’s needs in natural resource management, satellite communication, and navigation. Moreover, he expressed a profound commitment to inspiring the next generation of scientists and engineers, which is vital for sustaining India’s growth in the space sector.

The Chairman highlighted that ISRO’s achievements are not merely technological milestones but also reflections of India’s indomitable spirit. He conveyed a vision where space technology serves to enhance the quality of life on Earth, addressing global challenges and fostering international cooperation.

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Space & Physics

India’s space economy soars: A $130 million VC fund to ignite innovation

The $130 million Venture Capital Fund is more than just a financial investment; it’s a catalyst for growth, innovation, and self-reliance in India’s space sector

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Image credit: Pixabay

In a dynamic leap toward becoming a global leader in space technology, India is set to launch a $130 million Venture Capital (VC) Fund dedicated to its burgeoning space sector. Announced by Prime Minister Narendra Modi, this initiative, spearheaded by the Indian National Space Promotion and Authorization Centre (IN-SPACe), aims to ignite innovation and support the country’s growing number of space startups.

A New Era for Space Startups

For many aspiring entrepreneurs in India’s space industry, access to funding has often been a significant barrier. Traditional lenders are typically hesitant to invest in the high-risk, high-reward arena of space technology. This new VC Fund is designed to fill that gap, providing essential capital to startups looking to take off.

“The fund is a game-changer,” says Dr. Anjali Rao, a space technology analyst. “It signals to investors that the government believes in the potential of our space industry. We’re going to see a surge in innovative solutions coming from Indian startups.”

Bridging the Funding Gap

The $130 million crore initiative is not just about money; it’s about fostering a supportive ecosystem. Over the next five years, the fund will allocate capital strategically, with plans to invest between $18.3 million and $30.5 million annually. This structured investment approach is designed to cater to both early-stage startups and more established firms, ensuring that companies at various levels of maturity can benefit.

For startups in their infancy, funding will range from $1.22 million to $ 3.66 million. More established companies with proven track records could receive up to $7.32 million. This tiered approach allows us to support a diverse range of companies and their unique needs.

Talent Retention and Economic Growth

One of the critical goals of the VC Fund is to prevent brain drain. Many skilled professionals have moved abroad for better opportunities, but this fund aims to retain talent by creating a thriving domestic ecosystem. “We’re not just creating jobs; we’re building a community of innovators who want to stay and grow in India,” says Dr. Meera Gupta, a startup consultant based in Mumbai, India.

Currently, India’s space economy is valued at approximately USD 8.4 billion, capturing about 2% of the global market. The government aims to quintuple this figure to USD 44 billion by 2033

The anticipated impact on employment is significant. The fund is expected to generate thousands of jobs across various sectors, from engineering to data analysis. As companies expand, indirect job creation in logistics and support services will also flourish.

Global Ambitions

Currently, India’s space economy is valued at approximately USD 8.4 billion, capturing about 2% of the global market. The government aims to quintuple this figure to USD 44 billion by 2033, with a strong focus on increasing exports. This vision positions India as a formidable player in the international space arena.

For startups in their infancy, funding will range from $1.22 million to $ 3.66 million. More established companies with proven track records could receive up to $7.32 million

As countries around the world recognize the strategic importance of their space sectors, India’s initiative aligns with global trends. Countries like the UK, Italy, and Japan have established similar funds to stimulate innovation and private sector participation. “India is taking a bold step in this direction, and the potential is immense,” remarks Dr. Rao.

Looking Ahead

As the launch of the VC Fund approaches, excitement is building within the Indian space community. Startups are already gearing up to apply for funding, eager to leverage the support that will help them bring their visions to life. “This is just the beginning,” says Dr. Gupta. “With the right backing, we can achieve remarkable things.”

The $130 million Venture Capital Fund is more than just a financial investment; it’s a catalyst for growth, innovation, and self-reliance in India’s space sector. As India looks to the stars, the world will be watching to see how this initiative transforms the landscape of space technology.

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