Volume 12 | Issue 5 |

 Abstract

This research paper presents the "User-Driven Generative AI Architectural Design" project, a pioneering endeavor aimed at reshaping architectural design methodologies that makes use of artificial intelligence (AI), notably Text-to-Image Generative Adversarial Networks (T2GAN), Stable Diffusion techniques, and Google Gemini for caption production. By combining user-driven inputs with AI-generated layouts, the "User-Driven Generative AI Architectural Design" initiative seeks to democratise architectural design. The collection of curated architectural layouts from real estate companies, architects, and the internet is used as the training dataset for the model. To increase diversity, rule-based techniques are added to the collection. This extensive dataset makes it easier to create a strong generative model that can generate architectural designs that are visually appealing. Through the integration of spoken language and the production of visual materials, this innovative method signifies a revolutionary development in the domains of architecture and interior design. The framework develops to create customised and contextually relevant architectural compositions through iterative refinement and user feedback mechanisms, representing a major step towards a more imaginative and user-centered architectural design approach.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Generative AI, architectural design, GAN frameworks, Stable diffusion, user-driven design, linguistic expression, dataset curation, rule-based algorithms, visual content generation.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

In the canon of English Literature, especially in children's literature, the story of "The Selfish Giant" is immensely popular as it has an important moral message that is: Punishment for selfishness and Reward for kindness. It is the title which should be responsible to reflect that moral message of the story to its global readers in a complete sense. But here the title, "The Selfish Giant" semantically reflects only the selfishness of the Giant whereas it is seen in the story that the Giant becomes kind from almost the mid-portion of the story and remains kind still the end. So, this paper simply tries to uphold the fact that, to the global secular readers the title of this story is a little bit incomplete in the general sense as the story not only talks about selfishness but also talks about kindness. The complete title could have been "The Selfish Turned Kind Giant."

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Title, Incompleteness, Morality, Message, Children's Literature, Digital Literature, Online Study, Reader.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The goal of this research study is to change the way traditional library operations are carried out by recommending the implementation of an RFID-enabled smart library system. The suggested solution addresses the common inefficiencies and human errors present in current library systems by automating the procedures of discovering and issuing books, improving user experience, and strengthening overall administration. The technology promises to improve resource accessibility and streamline operations through this novel method, opening the door to a more effective and efficient library environment. Libraries may now fulfil the changing needs of their patrons in the digital age by integrating RFID technology, which provides a contemporary answer to long-standing issues.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Automation, Library Management and RFID technology.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The emitted radiation (fluorescence intensity) is directly proportional to the concentration of the substance present which can be measured by fluorimeter. Molecules such as quinine sulphate having conjugated double bonds especially pi bonds are particularly suitable for fluorescence. Quinine sulphate in 0.05 N sulphuric acid gives blue fluorescence and the fluorescence intensity can be measured by fluorimeter with the excitation wave length of 360 nm using primary filter and with the emission wave length of 475 nm using secondary filter

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

qunine sulphate ,flurometric

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Fake accounts are one of the significant problems on Instagram, which is used to spam users with unsolicited messages, advertisements, or links to malicious websites. It may be involved in various scams and fraudulent schemes, such as fake giveaways, investment scams, or online dating scams. And it may also be used to harass, intimidate, or bully individuals online. Such accounts directly affect the user's trust and enable a variety of harmful activities, including misinformation and fraud. Our research overcame all these problems and introduced a unique combination of web scraping and Selenium automation, as well as a fraud score generator. Users can input Instagram usernames, and the application gives profile data, including profile pictures, post counts, follower counts, and following counts. The algorithm initialized rate user function to assign the weights to these parameters and display the rating and comment variables. Based on the fraud score, it will categorize a given account into fake, real, and warning. This project serves as a valuable tool for users seeking to assess the credibility of Instagram accounts, providing a strong structure for authentication, analysis, and evaluation.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Instagram, fake account, Selenium automation, web scraping, real-time identification, fraud score generator, comment variable, parameter weightage.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The design and construction of a multipurpose agricultural device that integrates a solar panel system is the main objective of this project. The idea is to combine many agricultural chores into one adaptable machine that is fueled by renewable energy sources, thereby providing small-scale farmers with an efficient and sustainable alternative. The multifunctional agricultural machinery integrates functions including seeding, harvesting, plowing, and spraying, all managed via an easy-to-use interface. The multipurpose agricultural machine is built and assembled during the fabrication phase of the project, which also includes the integration of the electrical and solar panel systems. Strict validation and testing protocols guarantee that the device satisfies safety requirements and performance benchmarks. The finished result is a creative approach to sustainable agriculture, providing small-scale farmers with a cost-effective and environmentally responsible substitute for conventional farming practices.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Multipurpose, agriculture machine, solar, cost-effective, sustainable

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This paper introduces a pioneering method for music generation employing Variational Autoencoder (VAE) architecture, a powerful to Autoencoder of deep learning. Leveraging the VAE's capacity to learn latent representations of intricate data distributions, our approach encodes symbolic music representations into continuous latent spaces, enabling the generation of diverse and coherent musical sequences. Through training on a dataset of musical compositions, the VAE captures underlying structural nuances and stylistic elements, facilitating the generation of novel musical pieces by sampling latent vectors and decoding them into symbolic notation. We evaluate the efficacy of our methodology through quantitative metrics assessing diversity, coherence, and stylistic fidelity, alongside qualitative human evaluations of the generated music. Our findings illustrate that the VAE-based approach yields music compositions exhibiting both diversity and coherence, while maintaining fidelity to the stylistic attributes of the training data, suggesting the potential of VAEs as a compelling tool for creative music composition. This research contributes to the evolving landscape of deep learning in music generation, underscoring the promise of Variational Autoencoders in capturing and generating intricate musical structures.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Variational Autoencoder, Music Generation, Deep Learning

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

ABSTRACT A Simple, Precise, Accurate and Economical UV spectrophotometric method was developed and validated for estimation of Colchicine in bulk and pharmaceutical dosage form. The drug was highly soluble in distilled water, so it was selected as the solvent system. The detection wavelength of Colchicine was found to be 246 nm. The linearity of Colchicine was found to be in range of 2-20 ?g/ml with correlation coefficient value 0.995.The linear regression equation obtained by least square regression method, were y = 0.0176x-0.0112. The absorbance was found to increases linearly with increasing concentration of Colchicine. The correlation coefficient of Colchicine was found to be 0.995. The LOD and LOQ were found to be 2.94 ?g/ml and 8.92 ?g/ml respectively. Mean recovery of Colchicine was found to be in the range of 98.06% to 100.77% signifies the accuracy of method. The methods was also found to be precise as % RSD was less than 2. This method was validated as per ICH Q2 (R1) guidelines. The proposed methods were found to be accurate, specific and reproducible which can be effectively applied to pharmaceutical dosage form. Robustness obtained % RSD Was found to be 0.827 and % Purity obtained by assay was 98.60%. KEYWORDS: Colchicine , ICH Guidline , Distilled water , Method Development, Validation. ACKNOWLEDGEMENT: Authors are very much thankful to Miss. Shweta C. Pote Assistant Professor of MAHADEVRAO WANDRE INSTITUTE OF TECHNOLOGY TURKEWADI KOLHAPUR, MAHARASHTRA.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Colchicine , ICH Guidline , Distilled water , Method Development, Validation.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

License Plate Recognition (LPR) systems have some common framework of steps for processing, such as, number plate detection, plate characters segmentation and recognition of each character. License Plate Recognition (LPR) systems have some common framework of steps for processing, such as: number plate detection, segmentation of plate characters and finally character recognition. The detection of the number plate is a challenging process because there is a large the diversity in the format of the number plate and the other reason is that environmental conditions becomes a problem in the image acquisition stage. The efficient plate detection plays a major role in accurate character segmentation and recognition. This paper provides a detailed study and analysis on the techniques which are in the forefront of license or number plate detection and recognition.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

number plate detection; character segmentation; character recognition

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Nestled in the picturesque landscapes of northeastern India, Manipur stands as a hidden gem, blessed with breathtaking natural beauty and a vibrant tapestry of indigenous cultures. This paper delves into the untapped potential of ecotourism as a catalyst for sustainable economic growth in Manipur. Through qualitative research methods, including literature review and realworld case studies, this study sheds light on the ecological, sociocultural, and economic aspects of ecotourism in the region. It underscores the significance of community participation, infrastructural development, conservation efforts, and effective marketing strategies in realizing the benefits of ecotourism. Moreover, it emphasizes the need for collaborative efforts between government bodies, local communities, and private enterprises to ensure the success and longevity of ecotourism initiatives. By adopting a holistic and inclusive approach, Manipur can harness the transformative power of ecotourism to safeguard its biodiversity, preserve indigenous heritage, create sustainable livelihoods, and uplift the wellbeing of its people.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Ecotourism, Manipur, Sustainable Development, Biodiversity Conservation, Community Participation, Indigenous Culture, Economic Growth, Infrastructural Development, Collaborative Partnerships.

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Creative Commons Attribution 4.0 and The Open Definition