Towards an Energy Efficient Future - Solar Decathlon India - Indo-U.S. Science & Technology Forum - IUSSTF
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Indo-U.S. Science & Technology Forum Newsletter of IUSSTF Volume 12 (3) | January 2021 Solar Decathlon India Towards an Energy Efficient Future Indo-US Science and Technology Forum
CONTENTS From the Editor-in-Chief 05 06 Collaborate, Compete, and Indo-U.S. MoU for Combat Climate Change Solar Decathlon India Solar Decathlon India Looking back at 2020 2020 will go down in history as the year the world critical role in catalyzing partnerships between 10 13 14 faced a public health challenge not seen since Indian and U.S. researchers and entrepreneurs the influenza pandemic of 1918. The economic through calls for proposals for COVID-19 Virtual Distributed Deep Learning Framework and social impact of the COVID-19 pandemic, Networks and COVID-19 Ignition Grants. GaN based High Power Center for Nanomagnetics for LNA for 5G Applications for Classification the toll on the healthcare systems, and the What will the post-COVID landscape resemble Energy Efficient Computing, Speeding Up Communications and Data Storage Handling Big Data disruption of lives and livelihoods have been and what can we learn from the pandemic about the Internet Magnetic Influence devastating. While the future is fraught with the planet we call home? Many experts agree uncertainty and countries facing the daunting that renewable energy could be a key driver of task of rebuilding their economies, there are a post-COVID economy. In March, IUSSTF and 17 18 many reasons to be hopeful as we usher in the New Year. the U.S. Department of Energy signed an MOU to bring the Solar Decathlon competition to India in Virtual Interactive B-ACER Virtual Conclave As we have seen over these past few months, partnership with the Indian Institute for Human WISTEMM Workshop Bioenergy Awards Science and Technology have played a Settlements (IIHS) and the Alliance for an Energy critical role in finding solutions to COVID-19 Efficient Economy (AEEE). This issue of CONNECT challenges. From sequencing the genome of provides an overview of Solar Decathlon India, the COVID-19 virus, developing diagnostic tests a competition for student teams from Indian 21 for rapid detection of the virus, identifying new institutions to address Climate Change by therapeutics for treating COVID-19, designing developing solutions for net-zero-energy, net- Student Speak low-cost ventilators, to the development of new zero-water, net-zero-waste and climate resilient Giving Wings vaccines in record time, the global scientific buildings. Solar Decathlon India will help train to Talent community has been working tirelessly. There and develop the next generation of engineers are several vaccines that have already received and architects, preparing them for careers in authorization and several more in the pipeline. clean energy. The speed of vaccine development, while truly Editor-in-Chief Editorial Consultant Opinions remarkable, was facilitated by decades of research Nandini Kannan Manoj Dabas Opinions expressed in Connect do not necessarily reflect 2021 - The road ahead Executive Director, IUSSTF the opinion of IUSSTF or other organizations associated with publication of Connect. in immunology and genetics, innovations in From leveraging the power of Artificial Layout Design / DTP Editor Pramod Jha Comments and Suggestions technology, billions of dollars in funding, and Intelligence and machine learning to gain insights Nishritha Bopana Principal Science Officer, IUSSTF Please email the Connect Team at connect@indousstf.org last but not the least, global collaborations and from massive, heterogeneous data, using Natural Design, Production and Circulation Associate Editor Creative Edge Media and Services Pvt. Ltd. Published and Printed by partnerships. IUSSTF has played a small albeit Language Processing to extract information from Aravali House, 431/D-22, Chhatarpur Hills Pushpa Iyer New Delhi-110074, India Indo-U.S. S&T Forum, Fulbright House, 12 Hailey Road Program Officer, IUSSTF New Delhi - 110 001 Cover Image : Solar Decathlon India (indicative collage) ; Image credit: Sreejith Jayaram, Indian Institute for Human Settlements (IIHS) Connect - January 2021 | 3
Editorial Indo-U.S. MoU for scientific reports, to exploiting deep learning barriers to adoption of AI, identify opportunities to facilitate the development of new vaccines, for R&D collaboration, and recommend modes therapeutics, and drug repurposing, technology and mechanisms for catalyzing partnerships to Solar Decathlon India has played a critical role in developing solutions realize the true potential of these transformative for COVID-19 challenges. and crosscutting technologies. IUSSTF will The promise and potential of Artificial Intelligence organize a series of activities to engage key (AI) to disrupt and transform society will continue stakeholders including government agencies, D to drive the post-COVID economy. AI has academic institutions, industries that are creating/ r. Nandini Kannan enabled the development of intelligent systems adopting AI tools and technologies, think tanks, (Executive Director, that can mimic human behavior, performing professional societies, and foundations. Activities IUSSTF) and Mr. Daniel an array of tasks including reasoning, problem include Roundtables to gather input from different R. Simmons (Assistant stakeholder communities, Workshops, and an AI solving, perception, and decision-making. From Secretary for Energy automated diagnoses using images, robot- Workforce Summit. We are looking forward to Efficiency and Renewable assisted surgery, precision agriculture and launching this new initiative in early 2021! Energy, U.S. Department personalized learning, virtual assistants like Siri John Dewey, the American philosopher and of Energy) signed and Alexa, and autonomous vehicles, AI tools and educator, noted “Every great advance in science a Memorandum of technologies impact every aspect of our daily has issued from a new audacity of imagination.” Understanding (MoU) for lives and are poised to transform the economies IUSSTF is developing a new strategic plan that “Solar Decathlon India” of the world. lays out a vision for the next twenty years. We on March 5, 2020. The United States and India are making important will continue to advance science by proactively engaging the Science and Technology The Alliance for an strides in advancing artificial intelligence, prioritizing public and private research and communities, identifying “leading edge areas” Energy Efficient Economy development (R&D) investments, addressing that are high-priority for both nations, and (AEEE) and the Indian the critical challenge of developing a diverse catalyzing collaborations. Institute for Human AI workforce, and highlighting the importance On behalf of the Indo-U.S. Science and Technology Settlements (IIHS) would of partnerships. IUSSTF’s U.S. – India Artificial Forum, I would like to thank all of you for your be the lead implementing Intelligence Partnership (USI-AI) will provide a continued support of this organization over these organizations for this unique opportunity for the world’s two largest years. While this past year has been challenging, activity. The MoU allows democracies to strengthen their strategic we hope the new year is filled with optimism and DOE to collaborate with partnership by focusing on AI cooperation hope. IUSSTF and its partners in critical areas at the interface of Science, I would like to take this opportunity to wish all on the framework for the technologies for fostering innovation Technology, and Society. our readers a very happy, healthy, and prosperous 2021 competition. “India is joining an towards sustainable economic USI-AI will serve as a platform for experts from 2021. international family of Solar Decathlons development, while encouraging the use both countries to discuss key challenges and that is preparing students all over the world of renewable energy sources, and towards to design and build homes integrated promoting the design of buildings that are with advanced energy technologies while energy efficient and self-reliant in energy Dr. Nandini Kannan ensuring affordability and comfort”, said usage. The intention is to integrate unique Executive Director, IUSSTF Mr. Daniel R. Simmons in his remarks on the local and regional characteristics while occasion. keeping in mind the generic philosophy Solar Decathlon India aims to provide a and principles used in Solar Decathlon platform to collaborate on science and competitions.l 4 | Connect - January 2021 Connect - January 2021 | 5
Cover Story Solar Decathlon India Collaborate, Compete, and Combat Climate Change Solar Decathlon India In the Solar Decathlon India 2020-21 challenge, 75 teams have registered from 102 academic institutions and will be working towards innovative designs for net-zero energy, net-zero water, and climate-resilient buildings. These multi- disciplinary teams, each with 5-15 students, will develop affordable and industry-ready solutions for real projects with the help of the education and mentoring provided to them during this year-long challenge. Close to 1,000 students are participating in this year’s challenge, demonstrating that amidst a pandemic, students and their faculty advisors are working towards Alliance for an Energy Efficient innovations that help address climate change. Economy (AEEE), is one of This year the teams have partnered with private sector India’s leading organisations developers, NGOs, corporate building owners, and that works on creating government agencies for building projects. They are also collaborating with industry partners to apply promising awareness about energy technologies and learn from their expertise. efficiency as a resource. AEEE is With 75 teams, Solar Decathlon India 2021 is a strong a not-for-profit policy advocacy platform for collaboration among academic institutions, and energy efficiency market real estate, design construction, and manufacturing industries. This initiative creates a unique opportunity enabler that advocates for for students to learn, innovate, and become stewards of a data-driven and evidence- sustainable future. based energy efficiency Over five years, this initiative aims to: policies and research. 1. Create a network of 4500+ new professionals: They will have the ability to innovate for net-zero resilient and resource-efficient buildings and 300 faculty members across India are supporting fully implement India’s energy code. With their I this initiative. They can incorporate open-source n March 2020, Indo-US Science and Technology Forum development, while encouraging the use of renewable know-how of performance, constructability, and knowledge from Solar Decathlon India in their (IUSSTF) signed an MoU with the US Department of energy sources, promoting the design of buildings that are affordability, these young professionals will help curriculum, resulting in a sustained capacity to Energy (DoE) to organize Solar Decathlon India, a energy efficient and self-reliant in energy usage. The MoU catalyze the change needed in India’s residential, educate and train professionals that the industry is competition for students to design net-zero-energy-water names the Alliance for an Energy Efficient Economy (AEEE) commercial, and institutional building stock. thirsty for. buildings that could help create sustainable communities. and the Indian Institute for Human Settlements (IIHS) as the 2. Create a network of faculty members to mentor This platform provides an opportunity for collaboration on implementation partners for Solar Decathlon India. 3. Create 300+ net-zero-energy-water performance students on high-performance buildings: Over science and technology, to innovate towards sustainable building projects: Over 300 real building projects 6 | Connect - January 2021 Connect - January 2021 | 7
Cover Story Solar Decathlon India TESTIMONIALS FROM PAST PARTICIPANTS AND PARTNERS IIHS is a national educational institution committed to the equitable, sustainable and efficient transformation of Indian settlements. IIHS works on cutting edge interdisciplinary issues in its teaching, research and practice for a new generation of Ashok. B. Lall Industry Partner, CEPT 2019 Sunita Purushottam applied practitioners and thought leaders. Head of Sustainability, Mahindra Lifespaces “ When I saw the final presentations, I was just “Can I get Solar Decathlon teams floored. It was a transformational experience for me as well as the team.” to work on our projects?” owners-developers, academia, and equipment start their own businesses in the clean energy field. manufacturers: These partnerships will be related In the past, close to 100 students from India have to efficient appliances, renewables, energy storage, participated in Solar Decathlons in the USA, Europe, smart meters, energy management, IoT, home and China. Now, Solar Decathlon India will enable automation, building materials, lighting, HVAC, etc., larger nationwide participation and address the needs and will help promote innovation. in the Indian context to create a larger, stronger real- 6. Increase public awareness and demand for low- world impact. The competition addresses 10 out of 17 carbon resilient buildings and zero-carbon centric Sustainable Development Goals (SDG), and paves the way Namrata Dhamankar P Pradeep business models. for a low-carbon future. Faculty Advisor, BNCA Teams 2018-2019 IIT-B 2017 As a hands-on, practical, innovation-based innovation “We see a change in the students. I see that they “My team members learnt before graduating Why a Solar Decathlon India? activity, Solar Decathlon India touches on multiple issues are more confident because they have worked on what I learnt over my 6 years of industry Climate change is increasing the frequency of extreme that are of concern to businesses, governments, and civil a real-life situation and real projects.” experience. ” weather events in India, rendering vulnerability to its societies in India, uniquely creating multiple sweet spots. ever-growing population. Climate-responsive buildings Solar Decathlon India supports 5 of the 8 National are the need of the hour. Delaying their development can Missions set up under India’s National Action Plan on result in huge repercussions for the country on not one Climate Change. The 2020-21 edition of the program is but various fronts. To contribute to the 1.5°C pathway and supported by the Department of Science and Technology India’s Nationally Determined Contributions (NDCs), a (DST, Government of India) and the Ministry of New and 50% reduction in building energy demand is essential by Renewable Energy. 2050. Net-zero-energy buildings are super-efficient, and generate clean renewable energy. India’s population is This building design competition will provide much- Vardan Soi needed innovation for affordable and energy-efficient vulnerable to climate change impacts and there is a need Aishwarya Musale CEPT University 2019 construction for the Pradhan Mantri Aawas Yojana, moving to develop climate resilient buildings. BNCA 2019 “ This is the only competition which pushed me forward the goal of Affordable Thermal Comfort for “Competing at an international level gives you to extend my architectural concept design until The Solar Decathlon, first started in the USA in 2002, has All. Resilient building designs will further demonstrate a wide exposure and we get to know ourselves, life cycle cost assessment and basing design now made its way to Europe, China and the UAE (Middle solutions for the State and National Disaster Management in a much more professional way.” decisions on metrics like return on investment East) because of the immense value it adds to the skills Authorities. and payback period.” and knowledge of students pursuing courses in the built environment. The Solar Decathlons are international Over the coming years, this competition will enable collegiate competitions that challenge student teams to government agencies, civil society, and the private design super-efficient, zero energy buildings powered by sector to make better decisions and devise policies get affordable design solutions for mitigation country supported by various government agencies renewable energy. The competition has been named so that ensure a clean and energy-efficient future. It will and adaptation, including net-zero-energy- and NGOs. because of the 10 crucial areas of evaluation that it covers. also help in exploring the approaches identified in the water performance from this initiative. These Intergovernmental Panel on Climate Change (IPCC) 4. Reduce over 15 million tons of CO2 over the life of Solar Decathlons held in other countries have produced projects range from residential to institutional Report that are compatible with the 1.5ºC pathway. The these buildings. remarkable results. Over 75% of the Decathletes work in to commercial buildings. The 2020-21 challenge competition aims for market-ready solutions and will test has 13 Community Resilience Shelters across the 5. Build partnerships between the real estate clean energy after their studies, which is about 5 times that the feasibility of accelerating these pathways.l of non-Decathletes. And, close to 16 per cent decathletes 8 | Connect - January 2021 Connect - January 2021 | 9
Features US-India Science and Technology Endowment Fund GaN based High Power LNA for 5G Applications SPEEDING UP THE INTERNET Amitava Das Manish Shah 5G will bring improvement in quality of life for people from (LNA) and RF switches. To enable massive MIMO, IC’s will Yogesh S. Chauhan IIT Kanpur Tagore Technology, Illinois Tagore Technology, Illinois cities to villages by providing access to information and have space constraint leading to a compact and integrated services, such as telemedicine. While 5G hardware rollout RF front end consisting of PA, LNA and RF switch. Figure 1 has already began, the full extent of 5G implementation shows a traditional RF frontend and an all GaN frontend. Mobile phones and wireless communication devices have become lifeline of will require multiple years and significant advancement in Tagore has developed RF switches using GaN and is hardware as well as software will be needed. This project developing GaN PA. LNA’s are typically done using GaAs billions of people across the world especially in the time of a global pandemic. focuses on the hardware aspect of 5G system. (Gallium Arsenide). The goal of this project is to develop Current mobile systems are based on 4G system. 5G technology will not only One feature of 5G is called massive MIMO (Multiple GaN LNA which will then make all the three components increase the data rate significantly but will also make mobile communication Input and Multiple Output), which in simple term means of RF front end in GaN and will lead an integrated compact RF front end needed for efficient implementation of ubiquitous from factory floor to roadside traffic signal. there will be multiple antennas, and multiple tunnels massive MIMO. for data communication between a base station and a mobile receiver. In 4G, G allium Nitride (GaN) is a new material, which is Technology Endowment Fund (USISTEF)-funded project the communication revolutionizing the semiconductor industry and is is a collaboration between Indian Institute of Technology tunnels were typically displacing traditional Silicon (Si), which has been Kanpur, India and Tagore Technology, IL, USA to develop 4R4T, i.e. there are 4 the backbone of electronics industry for decades. GaN low noise amplifier (LNA) using GaN technology. LNA is a receive and 4 transmit is being used for radio frequency communication, such building block of radio frequency communication system, tunnels. In 5G there as 5G as well as for power electronics conversion, such such as 5G. could be as high as as in electric vehicles (EV). This U.S.-India Science and 256R256T system. The extensive use of MIMO in 5G translates to Project Team many folds increase in the number of transmit Neha Bajpai, Ahtisham Pampori, Mohammad Zaid, Yogesh S. Chauhan INDIA Indian Institute of Technology Kanpur, Kanpur, U.P. and receive integrated circuits (IC), such as Paramita Maity, Tracy Ei, Ashish Shinde, Artur Kawalec, Manish Shah, Amitava Das power amplifiers (PA), Tagore Technology, Arlington Heights, IL USA Existing front end is based on GaAs. The ultimate goal is to develop a complete GaN based low noise amplifiers Figure 1 front end as shown above. The current project aims to develop GaN LNA. 10 | Connect - January 2021 Connect - January 2021 | 11
Features Indo-U.S. Virtual Networked Center design aspect of IC, which can Center for Nanomagnetics for Energy Efficient Computing, be done in the computer. In the current project, participants Communications and Data Storage MAGNETIC INFLUENCE from IIT-Kanpur worked hand in hand with experienced engineers from Tagore and worked on all aspects of an LNA development. This will create a work force who can work in the indigenous semiconductor There is a worldwide effort to implement company in India. computing machinery with nanomagnets This project was divided into two because of the advantages they offer. Less development phases. First, GaAs appreciated is the fact that nanomagnets LNA is developed followed by can be harnessed for other applications development of GaN LNA. The project started a little over a year as well, where their performance can Anjan Barman Supriyo Bandyopadhyay ago and now despite the Covid-19 S. N. Bose National Center for Virginia Commonwealth University, easily eclipse that of traditional electronic Basic Sciences, Kolkata Richmond Received signals are typically very weak because of situation, we are happy to report counterparts. that we have successfully developed best in class GaAs the distance between a transmitter (for example, a N LNA with 0.5dB noise figure and can compete with LNA’s cellphone tower) and the receiver (for example, a mobile ovel nanomagnetic devices have the developed by large companies, such as Qorvo or Skyworks. phone). LNA amplifies the weak incoming signal to a potential to replace traditional electronic Figure 2 shows various project team members working from high value (Gain of 15-20dB is typical) without adding devices in many applications by virtue home or lab depending on their work responsibilities. Figure of the fact that they are non-volatile and noise or distortion. GaAs (Gallium Arsenide) technology 3 shows measured and simulated results of GaAs LNA’s often energy-frugal. These attributes lend is extensively used in LNA since GaAs provides very low developed in this project. We are now beginning our work themselves to superior computing and signal noise figure. However, GaAs has a low breakdown voltage, on GaN LNA which is to be completed in the remaining 18 processing architectures. One such application hence GaAs LNA requires a limiter to protect it from high months of the project.l is in extreme sub-wavelength electromagnetic interfering signal which antennas which emit electromagnetic can destroy the GaAs LNA waves under acoustic excitation instead of or subsequent systems electromagnetic excitation. The Indo-U.S. after GaAs LNA. GaN LNA, partnership aims to study ultrafast magneto- on the other hand, can dynamics in patterned nanoscale magnets with withstand high interfering applications to computing, data storage and signal and a limiter is not access, extremely miniaturized antennas for necessary when GaN LNA embedded applications and unconventional is used as shown in Fig 1. circuit topologies. the square of the electromagnetic wavelength. Such miniscule antennas would theoretically have negligible Several of the participants This non-traditional excitation mechanism can overcome radiation efficiencies on the order of 10-9. However, the of this project consist many limitations suffered by traditional antennas. use of acoustic excitation allowed the team to exceed the of students of IIT- The Indo-U.S. team has already demonstrated such an theoretical limit on the radiation efficiency by more than Kanpur. One important antenna, comprising an array of nanomagnets delineated five orders of magnitude. Currently, this is a world record. goal of the project was on a piezoelectric substrate and excited by a surface The team is also engaged in studying resonant spin wave to provide first hand acoustic wave of very high frequency (VHF). The antenna modes in both single and ensembles of nanomagnets training of the students area was roughly nine orders of magnitude smaller than fabricated with electron beam lithography. l in the development of an integrated circuit from Project Team start to finish. While there are several semiconductor Anjan Barman*, Atindra Nath Pal*, Venimadhav Addyam# INDIA *S. N. Bose National Center for Basic Sciences, Kolkata #Indian Institute of Technology, Kharagpur companies operating in Bangalore, but most Supriyo Bandyopadhyay*, Jayasimha Atulasimha*, Sanjay Banerjee# of them are focused on Figure 3 Shows the developed chip in little over a year of the project and the measured results despite the Covid-19 *Virginia Commonwealth University, Richmond, #University of Texas, Austin USA situation. The developed GaAs chip is state of the art. The team is now transitioning to GaN LNA development. 12 | Connect - January 2021 Connect - January 2021 | 13
Feature Indo-U.S. Virtual Networked Center Distributed Deep Learning Framework for Classification HANDLING BIG DATA Technological advancements in the fields of communication, automation and assistive learning, fields such as IOT and other methods have increased the volume of raw data readily available for analysis several fold in the past decade. This surplus of data requires Ashish Ghosh Lance Fiondella huge models and high-performance Indian Statistical Institute University of Massachusetts algorithms for their processing and analysis. D ata has always been a huge part of human life. We have attempted to devise one method that involves Reports suggest that just in the past decade implementing parameters (weights and biases) averaging humans have produced more data than the amount to improve the performance and reduce the execution produced in the past 100 years. This staggering thought time requirements in pattern classification applications. is considered as the baseline of many studies in parallel We have empirically analysed the speed up achieved by and distributed computing as well as distributed learning training an autoencoder using conventional single network methodologies. Distributed computing is the need of the architecture and compared this approach with a scenario without incurring the cost of learning on its own. We update parameters. Nonetheless, simple averaging is not era and combining this with smart learning methods such where the data is distributed across multiple processing are implementing a knowledge sharing method into the the best with respect to performance. We have therefore as deep learning (neural nets) is the pinnacle of this field of nodes and each node has one trainable deep network on proposed distributed multi-agent system, where each expanded our search to other methods that will preserve research. This joint project focuses on one such method to it. We are still experimenting with practical solutions to of the agents learns on its own locally and exchanges the capabilities of simple averaging, while simultaneously train neural nets using distributed methods and to explore improve training times. information in order to enhance their global knowledge providing a performance boost. In our approach, an ways to parallelize/ distribute deep neural networks. as well as improve the overall performance of learning. autoencoder was chosen as the model of parallelization Conventional approaches are highly demanding in terms Social learning systems Once the agents have collectively learned the underlying as it requires heavy processing to efficiently preserve the of resources (both hardware and software) and time- Keeping the cost and complexity of deep neural networks structure of the data, they will need to map this learned necessary features of an image. consuming which force us to migrate to a more distributed in mind, a social learning mechanism seems most suitable structure to the class information of the data residing We have focused on data parallelization architecture. approach that can perform the same task with a smarter for this scenario. Social learning is a mechanism that locally. As the name suggests, in data parallelisation, instead of resource trade-off. allows an individual to acquire knowledge from others We have studied and analysed synchronous weight update having parts of the single network in a distributed fashion, algorithms and developed a method to train the final we partition the whole dataset and train different models network by training the other networks in a distributed on different portions of the dataset. In this technique manner. So far, serial processing has demonstrated near the same model architecture is replicated over several Project Team perfect results. However, the main aim of this project working nodes or computational machines. Ashish Ghosh1, Susmita Ghosh2, Badri N Subudhi3 is to show that distributed computing can reduce the INDIA In this case, there is a parameter server, which contains all 1 Indian Statistical Institute, Kolkata, 2Jadavpur University, Kolkata, 3Indian Institute of Technology, Jammu workload and the resource demand on the system while of the constraints (or weights) to compute the final model. exhibiting results similar to the serial computation. Lance Fiondella1, Yu Shrike Zhang2, Emmett J Ientilucci3 Once a training epoch completes at each of the auxiliary 1 University of Massachusetts, Dartmouth, 2Harvard Medical School, 3Rochester Institute of Technology USA Averaging the weights is a simple and faster method to or the worker nodes, the parameter server receives the 14 | Connect - January 2021 Connect - January 2021 | 15
Feature In other News Virtual Interactive WISTEMM Workshop Second Batch | Monday, 9th November 2020 T he Indo U.S. Science & Technology Forum (IUSSTF) organized a Virtual Interactive Workshop on November 9, 2020 to highlight the accomplishments of the 2nd A distinguished Panel of Experts shared their insights with the WISTEMM awardees highlighting the values of critical thinking, increasing innovation through multi-disciplinary Cohort of Awardees under the Indo-U.S. Fellowship for research, the role of international collaborations, and weights from worker nodes and updates the weights of multiple models for distributed processing. The entire Women in STEMM (WISTEMM) program supported by the the need to develop networks at the institutional/ the final model with the aggregate values. The weights of dataset was randomly distributed to each node to ensure Department of Science & Technology (DST). organisational level to encourage and empower women the final model are then sent back to the worker nodes, the experiments were representative of some real- researchers. so that each of the worker nodes is identical after each world scenario. So far, we have achieved the following The Workshop provided an opportunity for nineteen epoch. accuracies with the various methods using the MNIST data Awardees to present a brief overview of their overall IUSSTF congratulates all the WISTEMM awardees for their on a standard model architecture of 784:256:128:100:10. experience during their WISTEMM fellowships including outstanding achievements and wishes them the very best We have trained the models using stochastic gradient research highlights and tangible outcomes of the in their research careers. Read more at: https://www.iusstf. Non-linear aggregations descent. In this scenario, increasing the entire data was collaborative work, challenges faced during the COVID-19 org/program/indo-us-fellowship-for-women-in-stemm As we have already discussed, simple averaging does not pandemic, best practices learnt and how they plan to partitioned into each of the models unequally. Our results achieve better performance. Therefore, we have tried to leverage these skills in their career, and future plans. suggest that the distributed weighted average was robust, devise alternative aggregation techniques to sustain but performance degraded gradually as the number of superior performance. Our argument is that each neural nodes increased. On the other hand, the double average network is a non-linear entity where the loss oscillates consistently demonstrated good performance and was with respect to the weights. In this case, we are dealing also robust to failures. with multiple neural networks, forming a dynamic non- linear system. For such a system, we cannot approach the We are currently experimenting with situations where the aggregation through simple averaging techniques. We have data distribution between any two nodes can have 10%- explored some non-linear aggregation methods and have 50% duplications. We aspire to ensure robustness in such obtained enhanced results over simple averaging. We are distributed scenarios. now extending our technique to address class imbalance Through this joint platform, we were able to combine our issues which may arise in a distributed setting. We are, academic strengths. The proposed design consists of a however, striving to realise a fault tolerant distributed number of components and hence must be fault tolerant system, where nodes can continue to operate, even if one and scalable to fulfil the requirements of a classification node fails. In this scenario, too little data in one node will and reasoning system. The next phase of the project will result in an overfit model and a disconnected node or a concentrate on evaluating the system for robustness gradient vanishing/ exploding model will prove to be fatal to node and link failures. System validation will employ for all the other nodes as well. This undesirable behaviour classification as well as parallelism performance measures. has been observed in experiments conducted so far, System throughput, inter-process communication, and motivating strategies that are robust to these scenarios. component failure analysis will also be assessed to ensure For experimental purposes, we have implemented reliability and robustness. l 16 | Connect - January 2021 Connect - January 2021 | 17
In other news First Virtual B-ACER Conclave research highlight(s) and tangible outcomes of the collaborative work. The event saw the participation of Dr. Indo-US Science and Technology Forum Sangita Kasture from the Department of Biotechnology, Govt. of India and U.S. mentors Dr. Rajesh Sani from South Dakota School of Mines and Technology and Dr. Aindrila Mukhopadhyay from The Joint BioEnergy Institute-Lawrence Berkeley National Laboratory who shared their thoughts on the growing collaborations between the U.S. and India, in R ecognizing that clean and efficient energy, The objective of the B-ACER program is to broaden the field of Bioenergy. environmental protection and energy security are intellectual horizons by introducing top Indian students December 21, 2020 to highlight the accomplishments of Distinguished Expert members Professor Purnananda among the biggest challenges facing India and and young faculty to scientific and innovation ecosystems the batches of Awardees under the Bioenergy Awards Guptasarma (Indian Institutes of Science Education and the United States; the Department of Biotechnology, of leading U.S. institutions. It was envisaged that such for Cutting Edge Research (B-ACER) program supported Research IISER – Mohali), Professor Vineet Sharma, (IISER- Government of India and the Indo-U.S. Science and an interaction would enable the creation of sustainable by the Department of Biotechnology (DBT), Government Bhopal) and Dr. Vibha Dhawan (The Energy & Resources Technology Forum are committed to tackling these and vibrant linkages between the two nations, as well as of India. The Conclave also provided an opportunity to Institute TERI, New Delhi) shared their insights with issues by building capacity in these frontier areas. To build long-term Indo-American science and technology assess the impact of the B-ACER fellowship and to gain the B-ACER awardees highlighting the values of critical nurture future innovators and thought leaders in the relationships. insights through constructive feedback and suggestions thinking, the role of international collaborations, ways to priority areas of Biofuel and Bioenergy, the Bioenergy- from its stakeholders to improve, expand and strengthen The B-ACER Program has successfully completed four years ignite research in other areas and the need to develop Awards for Cutting Edge Research (B-ACER) - a dynamic the program. of implementation. Thus far, under the program, a total of networks at the institutional/organisational level to and transformative program was developed in 2015-16 37 awardees from the 4 batches from 2016-2019 have The two main aims of the Conclave were: encourage and empower young researchers. The experts to foster contacts between students and scientists from been supported. IUSSTF organized a Virtual Conclave on also briefed on knowledge-sharing, the importance of IP India and the United States. 1) To encourage students/young faculty from all the and scope for commercialization from the joint work. four batches to interact with one another, and to, “not only discuss exciting advances and opportunities IUSSTF congratulates the 37 awardees for their outstanding in their own research fields, but also to learn and achievements and wishes them the very best in their discuss about research at the cutting edge of other research careers.l disciplines.” 2) To allow domain experts and representative from federal agencies who support and sustain the program to learn more about the research undertaken by these awardees during their respective internships/ fellowships in the United States. The Conclave provided an opportunity for the Awardees to present an overview of their overall experience (through oral presentation) during their B-ACER tenure including major Pic 1: Subject Experts, US Host Mentors, DBT and B-ACER Team at IUSSTF 18 | Connect - January 2021 Connect - January 2021 | 19
Student Speak Giving WINGS TO TALENT T o address the need for human resource development and capacity building in science and technology, IUSSTF is committed to nurture contacts between scientists and students from India and the United States. It has been unambiguously demonstrated that providing students and young scientists with an exposure to cutting-edge scientific research experiences at a formative stage not only broadens their intellectual horizons but also leads to increased engagements in scientific and technological research careers. In this section of Connect, we share with you the experiences of some of our bright, young Interns and Fellows in their own words! Connect - January 2021 | 21
Student Speak Student Speak Building Energy Efficiency Higher & Advanced Network Research Internships in Science and Engineering (RISE) (BHAVAN) Fellowships week of my arrival in India, the 21-day national integration to smart building facilities. Overall, lockdown was announced. IUSSTF approved my this internship opened new opportunities for stay in Hyderabad with my family while permitting idea generation and international collaborations remote work with Dr. Mahadevappa’s research in the context of intelligent buildings research. group in IIT Kharagpur. Although I did not get the opportunity to visit the IIT Kharagpur campus, Apart from the research work, I also delivered Dr. Mahadevappa graciously accommodated my guest lectures in International Sustainable project remotely. Development course and Building Energy Modelling course at M.E. Rinker School of Under his guidance, I worked on the analysis, Construction Management, University of Florida. preprocessing, feature extraction, and The internship has helped me to develop research classification of EEG (electroencephalograph) networks and shared research vision between signals using machine learning methods. We SuDesi Lab, IISc and UrbSys Lab, University used randomly generated signals in MATLAB as of Florida. Many Joint projects on energy our data instead of human data due to time and assessment, Sustainable development, Cyber- compliance-related constraints. Working on this physical systems and IoT sensors-controllers Ridhi Deo project broadened my experience in healthcare Tarun Kumar have been envisioned. The collaborations and Purdue University, West Lafayette, IN analytics and introduced me to new processing Indian Institute of Science, Bangalore networks built during the internship would techniques and tools. Furthermore, this being my provide an opportunity for us to improve and first international project, I learned networking, create novel and innovative technological collaboration, and management skills in addition systems (Solutions) in the energy neutrality A s a Ph.D. student at Purdue University, I work with Dr. to gaining technical knowhow. I am thankful to domain. This experience gained would be useful Suranjan Panigrahi in the research areas of healthcare IUSSTF, Dr. Mahadevappa, and Dr. Panigrahi for The BHAVAN Internship at the UrbSys Lab, in the University for capacity building in IoT sensors integration in analytics and biomedical instrumentation. During the their support. I hope to build on our collaboration of Florida under Dr Ravi Srinivasan provided me with the smart buildings.l second year of my Ph.D., I applied to IUSSTF’s RISE program and and work together on future projects. l opportunity to interact with various was selected to participate in industry and academic experts in a short-term research project the field of smart sensors, intelligent in India. I am thankful to buildings, and energy performance. I IUSSTF for giving me a unique got hands-on experience of working opportunity to collaborate with different electronic sensors in with a prestigious university the state-of-the-art labs in the US. This in India. My project was internship inculcated a pragmatic and set to begin in March’20 experimental outlook to the research in IIT Kharagpur, with Dr. undertaken in a multidisciplinary and Manjunatha Mahadevappa cross-functional setup. It provided an and his research group. I am opportunity for the development of grateful to IUSSTF for being hardware systems and operational responsive and supportive research capability to serve Indian amid the challenges due to the building and construction landscape. COVID-19 pandemic. In the I got the know-how of state-of-the-art sensor technologies and its real-time Samples of EEG signal processing work conducted (synthetic data) Research Internships in Science and Engineering (RISE) BHAVAN Program Webpage: https://iusstf.org/program/internships-in-science--engineering Webpage: https://www.iusstf.org/program/building-energy-efficiency-higher--advanced-network-fellowship E-mail: internship@indousstf.org E-mail: energy.fellowship@indousstf.org 22 | Connect - January 2021 Connect - January 2021 | 23
Indo-US Indo-US Science Science & Technology & Technology IUSSTF rum Indo-US S&T Forum Forum Forum The Indo-US Science andTheTechnology Indo-US Science Forum and Technology (IUSSTF), Forumunder established (IUSSTF), an established under an agreement between the Governments agreement between the Governments of India and the United States of of India and the United States of America, is an autonomous, not for profit society America, is an autonomous, not for profit society in India, co-funded and in India, co-funded and re Who we are co-governed by both the governments. co-governed by both the governments. IUSSTF promotes and catalyzes Indo-US collaborations Indo-US collaborations in science, IUSSTF in science, technology, technology, engineering, promotes biomedicalengineering, research and catalyzes biomedical research and innovation throughand innovation substantive through substantive interaction interaction among government, among government, academia academia and industry. and industry. Foster excellence Foster excellence by capitalizing by capitalizing on the scientific on the scientific and technological and technological synergy synergy Disseminate informationDisseminate and create information and create awareness through awareness scientific through scientific exchanges exchanges Build linkages throughBuild linkages networking through between networking academia andbetween industry academia and industry do What we do Explore Pave way new to frontiers sustainable by nurturing contact Explore new frontiers by nurturing contact between young and mid-career interactions and betweenscientists establish Pave way to sustainable interactions and establish long term relationships young and mid-career scientists long term relationships Encourage Encourage public-private public-private partnership to inculcatepartnership elements oftoinnovation inculcate elements and of innovation and entrepreneurship entrepreneurship Excitingcollaborative Exciting and innovative and innovative collaborative programs cuttingprograms across cutting across disciplines and institutions disciplines and institutions ort We support Academia-Industry Connect Advance Schools & Training Programs Academia-Industry Programs Advance Programs Connect on InnovationPrograms Programs Public-Private Schools & Training ProgramsNetworked and Entrepreneurship on Innovation and Entrepreneurship R&D Joint Centres Public-Private Networked R&D Joint Centres Bilateral Workshops & Symposia Bilateral Workshops &Research Symposia Fellowships for Faculty Fellowships for Faculty Research Flagship Events Flagship Events Special Initiatives for Strategic Special Partnerships Initiatives for Strategic Partnerships Knowledge R&D Networked Joint Centers Knowledge StudentJoint R&D Networked Internships Centers& Visiting StudentProfessorships Internships & Visiting Professorships Proposals which Proposals are peer reviewed both which are inreviewed peer India andboth USA for awards in India and USA for awards Bilateral Indo-US Workshop/Symposia & Indo-US Bilateral Indo-US Training/Advanced Workshop/Symposia Schools & Indo-US Training/Advanced Schools e We invite 15 February 15 August 1 March 15 February Deadlines Award Announcements Award Announcements Submission Deadlines Submission Deadlines 30 June 31 December 31 July 30 June 15 31 August August 31 December 31 January Indo-US Public-Private Networked Centres & Indo-US Knowledge R&D Networked CentresR&D Networked Centres Indo-US Public-Private Networked Centres & Indo-US Knowledge Submission Deadline Submission Deadline Deadline Award Announcement Award Announcement 15 August 15 August 31 August 31 December 31 December January Indo-US Science and Technology Forum Fulbright House How to For program details visit: For program details visit: http://www.indousstf.org 12 Hailey Road, s? contact us? http://www.indousstf.org New Delhi - 110 001 For program details visit: www.iusstf.org Indo-US Science and Technology Forum:and Technology Forum: Indo-US Science IUSSTF: Catalysing Indo-US Catalysing Science & Indo-US Technology Science, Technology Cooperation andCooperation Innovation Collaborations over a decade. Catalysing Indo-US Science & Technology over a decade. for 20 Years!
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