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With the increasing demand for energy worldwide, it has become imperative to explore and adopt sustainable energy practices. In this regard, predicting household electricity consumption accurately is essential, as it can help optimize energy usage and reduce waste. This paper focuses on using Long Short-Term Memory (LSTM) shows the neural networks to prevent household electricity consumption in India. The LSTM model was implemented using the Keras library in Python. The model was trained using the training set and tested using the testing set. The study demonstrated that LSTM neural networks are a promising approach to predicting household electricity consumption in India. Further research can be conducted to recover the accuracy of the perfect by including more variables such as household size, income, and appliance usage. [ABSTRACT FROM AUTHOR]

Indian Consumer traditionally been known for the reusing product through generations to fullest of its life. Globalization has changed Consumer needs, purchasing power & social status which has sparked the changes in consumption pattern. Products are getting manufactured for single use instead of durable. This has been generating the lots of waste in day today life. Increasing population, its demand & consumption pattern has triggered a sharp rise in the input material demand & price. India's limited natural resources makes it difficult to suffice need of population. Circular Economy (CE) is the solution for the imbalance in supply vs. demand. It will bring societal changes towards circularity of product and material. Circularity helps to optimize the manufacturing cost and bring down product cost. CE enables the reduction in the waste generation in manufacturing industry as well as at customer end. CE is one of the biggest contributing factors towards United Nations Sustainable Goal (SDG12) of Sustainable Consumption & Production. CE Model serve the need of different economic layers of society. CE will help India in achieving economic prosperity and environmental goals. This Paper summarize the Circular Economy application areas and benefits in Indian Manufacturing Industry. [ABSTRACT FROM AUTHOR]

A lot of electrical and mechanical energy is wasted in the public toilets of government and private institutes, universities, and offices, in which exhaust fans run continuously during the daytime, throughout the year in India. Not only, a huge cost is involved just to exhaust foul air, but also, put on adverse effects on the environment. This event creates an undue burden on ecology and the economy. This study uncovers a solution to this research gap in the paper "Solar-assisted eco-innovation induces eco-ventilation." The system is an eco-friendly technology in which the eco-innovation system of heliostats focuses solar radiation on a hollow hot air bulb, creating a pressure difference to ensure air exchange, remove foul air, and enhance ventilation. Instead of depending on an electrical or mechanical exhaust system, this eco-innovation can be a business model that saves working costs as well as the environment, ensuring economical and ecological sustainability and also contributing to the development process. [ABSTRACT FROM AUTHOR]

The construction materials industry has been acclaimed as an enormous economy and is expected to continue to rise in future. Over the past few years, India's urban built environment has been expanding rapidly to accommodate the increasing urban population and to meet the rising aspirations of upscaling standards of living. In addition to new projects, redevelopment works are also prominent amongst the construction activities being undertaken all across our urban areas. The large-scale construction and demolition waste (C&D waste) is generated inadvertently from on-going construction activities with no major sustainable interventions or practices in place ever since. The state of art overview of C&D waste management practices and related legislation in India and select countries abroad provides sufficient opportunity for introducing and promoting circular economy (CE) in C&D waste management. This can be done through direct reuse or by recycling/ repair /refurbishment in different stages of construction projects. Reports on key infrastructure projects suggest project delays and cost over-run due to shortage of fresh stocks of primary construction materials. Promoting design of products or components remanufactured using dismantled or recycled C&D waste would no longer let the C&D waste remain as a threat to sustainable environment. Instead, the industry would get geared up to produce high-quality secondary raw materials that can be fed back into production processes. This will not just reduce the reliance on primary resources for construction materials like stone, sand, etc. but also promote the new business models which will focus on waste prevention and 'turning waste into resources' by effectively and efficiently utilizing C&D waste in a sustainable manner. This will embed circular economy in the system and also make the process more sustainable. Present models for sustainability assessment are primarily based on statistical records of C&D waste quantities and they rarely include all three aspects of sustainability (economic, environmental and social). This paper proposes a conceptual model of efficient C&D waste management strategies considering all the three aspects of sustainability. A conceptual model has been developed using the barriers and motivating factors obtained from literature review for implementation of effective C&D waste management for circular economy. Using existing knowledge of the components of C&D waste management system and the positive or negative relationships between them the proposed conceptual model focuses on strategies, institutional arrangement and economic circularity for managing the C&D waste. The paper highlights the need for an institutional framework and suitable strategies for efficient handling of C&D Waste. The paper concludes with possible future directions and potential policy recommendations for optimizing C&D waste management in India. [ABSTRACT FROM AUTHOR]

The construction materials industry has been acclaimed as an enormous economy and is expected to continue to rise in future. Over the past few years, India's urban built environment has been expanding rapidly to accommodate the increasing urban population and to meet the rising aspirations of upscaling standards of living. In addition to new projects, redevelopment works are also prominent amongst the construction activities being undertaken all across our urban areas. The large-scale construction and demolition waste (C&D waste) is generated inadvertently from on-going construction activities with no major sustainable interventions or practices in place ever since. The state of art overview of C&D waste management practices and related legislation in India and select countries abroad provides sufficient opportunity for introducing and promoting circular economy (CE) in C&D waste management. This can be done through direct reuse or by recycling/ repair /refurbishment in different stages of construction projects. Reports on key infrastructure projects suggest project delays and cost over-run due to shortage of fresh stocks of primary construction materials. Promoting design of products or components remanufactured using dismantled or recycled C&D waste would no longer let the C&D waste remain as a threat to sustainable environment. Instead, the industry would get geared up to produce high-quality secondary raw materials that can be fed back into production processes. This will not just reduce the reliance on primary resources for construction materials like stone, sand, etc. but also promote the new business models which will focus on waste prevention and 'turning waste into resources' by effectively and efficiently utilizing C&D waste in a sustainable manner. This will embed circular economy in the system and also make the process more sustainable. Present models for sustainability assessment are primarily based on statistical records of C&D waste quantities and they rarely include all three aspects of sustainability (economic, environmental and social). This paper proposes a conceptual model of efficient C&D waste management strategies considering all the three aspects of sustainability. A conceptual model has been developed using the barriers and motivating factors obtained from literature review for implementation of effective C&D waste management for circular economy. Using existing knowledge of the components of C&D waste management system and the positive or negative relationships between them the proposed conceptual model focuses on strategies, institutional arrangement and economic circularity for managing the C&D waste. The paper highlights the need for an institutional framework and suitable strategies for efficient handling of C&D Waste. The paper concludes with possible future directions and potential policy recommendations for optimizing C&D waste management in India. [ABSTRACT FROM AUTHOR]

The ecosystem has been affected adversely in the 20thcentury. Global warming is a threat to mankind. To meet patients' needs healthcare facilities consume resources intensively and contribute to the carbon footprint. Adoption of sustainable measures will reduce their carbon footprint and aid to reduce the negative impact on the environment. HCO employing sustainable measures can gradually reduce its negative impacts. This paper discusses how the current HCO shifted from being resource-intensive to an environmentally friendly setup. The transition from conventional healthcare setups to green healthcare will benefit in multiple areas. Overall, such green healthcare setups will have multiple benefits. Such initiatives will increase overall efficiency, significant financial benefits, and a healthy environment for the staff, patients, and society. This study can assist hospital and care system leaders in determining their organization's route to sustainability. [ABSTRACT FROM AUTHOR]

Reliable and sustainable energy supply is fundamental to the economic and social fabric of nations, and to the well-being and quality of life for their citizens. Major power generation in India is carried out by conventional energy sources, coal and mineral oil-based power plants which contribute heavily to greenhouse gases emission. India has a vast supply of renewable energy resources, and it has one of the largest programs in the world for deploying renewable energy products and systems. Rene wable energy is a clean and sustainable source of energy derived from nature and it has potential to provide solutions to the venerable energy problems being faced by the developing countries like India. To overcome energy shortage in India the renewable energy sources like wind energy, solar energy, geothermal energy, ocean energy, biomass energy and fuel cell technology can be used. Indeed, it is the only country in the world to have an exclusive ministry for renewable energy development, the Ministry of Non-Conventional Energy Sources (MNES).This paper reviews the renewable energy scenario of India. It begins by describing the importance of renewable energy and its advantages over fossil fuels. It gives an overview of the renewable energies in India while evaluating the current status and the deployment of each of these technologies to date in India. [ABSTRACT FROM AUTHOR]