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Leveraging machine learning and open accessed remote sensing data for precise rainfall forecasting Cahyono, Bambang Kun; Ummah, Muhammad Hidayatul; Andaru, Ruli; Andika, Neil; Pamungkas, Adjie; Handayani, Hepi Hapsari; Atmodiwirjo, Paramita; Nathan, Rory
Communications in Science and Technology Vol 10 No 1 (2025)
Publisher : Komunitas Ilmuwan dan Profesional Muslim Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21924/cst.10.1.2025.1638

Abstract

Rainfall forecasts are essential for human activities enabling communities to anticipate any impacts. Rainfall events correlate with other natural and hydro-meteorological phenomena, which can be used in modeling and prediction. This study used daily CHIRPS for the Gajahwong watershed in Yogyakarta, Indonesia as the precipitation data. It also used Sea Surface Temperature, Land Surface Temperature (Day and Night), Minimum and Maximum Temperatures, Solar Radiation, Wind Speed (U and V components), Cloud Pressure (Top and Base), and Cloud Height (Top and Base) as the parameters. Further, data processing was performed by means of the Google Earth Engine (GEE) platform. Machine learning methods, including Support Vector Regression, Gradient Boosting Regression, Random Forest, and Deep Neural Networks, were applied. The correlation analysis revealed that only the Wind Speed V-component showed significant correlation with rainfall, other seven parameters showed moderate and four showed weak ones. Meanwhile, accuracy assessments indicated that Support Vector Regression had the most accurate predictions accompanied by Root Mean Square Error (RMSE), Mean Absolute Error (MAE), Mean Squared Error (MSE), R2, and Coefficient Correlation (CC) at 1.366, 0.947, 1.866, 0.948 and 0.982 respectively. This study demonstrated that utilizing openly accessible atmospheric datasets processed through the GEE could yield reliable rainfall predictions, facilitating informed decisions on a wide scale. The methodology is adaptable and can be reproduced for any comparable research or operational purposes.
Spatial Generation, Degeneration, and Regeneration Aerotaxis Mechanisms Toward Bio-Integrated Design Mathilda, Gita Rahma; Andikabina, Ariko; Suryantini, Rini; Atmodiwirjo, Paramita
Jurnal Linears Vol. 8 No. 2 (2025): Jurnal LINEARS
Publisher : Universitas Muhammadiyah Makassar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26618/d7synp84

Abstract

This study aims to explore spatial mechanism developed within bio-integrated design through exploring the complex natural processes of "aerotaxis". The investigation of aerotaxis employs the Azospirillum brasilense by observing its behavior and interaction within its habitat and to identify possible spatial mechanisms. Azospirillum brasilense, a microorganism known for aiding plant growth and nitrogen fixation, demonstrates a symbiotic relationship with its host, inspiring innovative architectural approaches. By tracing its movement, living pattern and traces show distinct mechanisms such as the generation, degeneration, and regeneration of space. This framework redefines architectural spatial and material concepts that are arguably crucial for a bio-integrated design. The study shows that the aerotaxis mechanism generates spaces as a dynamic continuum where materials are synthesized, consumed, and renewed in balance. Understanding the biological processes offers an alternative framework in designing space structures that align with nature's complex systems. Such an approach provides a pathway to foster a deeper intertwining between architecture and biological processes. As a result, the study highlights the potential of bio-based design mechanisms as a regenerative practice.
Active Materiality sebagai Basis Perancangan Arsitektur dalam Merespons Polusi Purnasasmita, Ruth Kartika; Yatmo, Yandi Andri; Atmodiwirjo, Paramita
EMARA: Indonesian Journal of Architecture Vol. 8 No. 1 (2022): Vol. 8 No. 1 (2022): EIJA August-October edition
Publisher : Universitas Islam Negeri Sunan Ampel Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29080/eija.v8i1.1589

Abstract

This paper describes the architectural design process based on an understanding of living materials’ properties and their growth process in response to pollution. The development of the design method was based on the existence of living materials and their potential to be the active unit of architecture. Living materials could actively grow and adapt through their reactions to external factors, in this case, pollution, allowing the material to be in a passive phase temporarily due to the forces. This paper focuses on the development of design methods based on the understanding of algae, fungi, and lichen as the living materials that will detect and detoxify air and soil pollution around Daan Mogot, West Jakarta. By conducting research through design, this paper then proposes architectural design by injecting the active-passive growth process of living materials (algae, fungi, and lichen) into the context using split and absorb mechanisms. In response to pollution, the active and passive schemes of living materials become the foundation of architectural design. This paper then proposes the term "active materiality," considering the existence and capability of the living materials as the active unit. The development of an architectural design method in this study demonstrates the possibility of design ideas to enhance dialogue between humans, other living things, and the environment and to develop programming to respond to environmental issues.
READING THE LAYERS AND TRACES OF WAVES INTERVAL: DESIGN INFORMED BY THE DYNAMIC PATTERN OF NATURE Aditya, Yovita; Paramita, Kristanti Dewi; Atmodiwirjo, Paramita
Vitruvian : Jurnal Arsitektur, Bangunan dan Lingkungan Vol 14, No 2 (2024)
Publisher : Universitas Mercu Buana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22441/vitruvian.2024.v14i2.03

Abstract

Tulisan ini bertujuan untuk mengeksplorasi gagasan interval di alam sebagai dasar metode perancangan arsitektur. Tulisan ini berfokus pada pola interval alami yang diciptakan oleh pergerakan gelombang laut. Pembahasan interval gelombang dalam penelitian ini merupakan bagian dari penyelidikan mengenai wacana arsitektur yang saling berhubungan dengan dinamika alam. Pembahasan pola alam saat ini berfokus pada pola yang terdapat pada fisik makhluk hidup. Makalah ini menyelidiki enam studi kasus gelombang laut di alam dan menjelaskan mekanisme jejak dan penyerapan yang terjadi di berbagai lapisan aliran air sebagai respons terhadap arah angin, hambatan fisik di sekitarnya, dan permukaan topografi bawah air. Lapisan jejak dan penyerapan hadir sebagai mekanisme yang menginformasikan pemrograman arsitektur yang didorong oleh interaksi berbagai konteks pola alam yang dinamis. Penelitian tersebut memanfaatkan pola pergerakan gelombang sebagai cara untuk menghasilkan listrik, menyaring air dan merawat makhluk hidup di sekitar pantai, khususnya berbagai organisme tiram di laut dalam. Interkoneksi antara sistem-sistem ini menghasilkan berbagai kemungkinan komposisi ruang arsitektural yang bertujuan untuk memanfaatkan dinamika alam, sekaligus mendorong pertumbuhan makhluk hidup. Kajian ini menunjukkan bagaimana pola-pola alam tidak hanya ada dalam bentuk makhluk hidup yang statis, namun juga muncul secara dinamis melalui berbagai kekuatan yang ada dalam lingkungan.
Context-Driven Creative Workshop: Celebrating Locality in Disaster-Affected Communities Purnasasmita, Ruth Kartika; Paramita, Kristanti Dewi; Atmodiwirjo, Paramita
ASEAN Journal of Community Engagement Vol. 8, No. 1
Publisher : UI Scholars Hub

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Abstract

This paper explores the idea of context as the basis for developing creative workshops for children in disaster-stricken communities. We argue that creative learning should not be seen merely in terms of artistic expression and abstract thinking. Instead, it should become a platform for celebrating local contexts and cultures through the learning process. This study was based on reflecting on two creative workshop activities that were held in post-disaster schools in Cianjur, West Java. The school is part of the Sekolah Indonesia Cepat Tanggap (SICT) program—a fast-track school construction initiative for communities affected by disasters throughout Indonesia. The creative workshops were conducted to engage and familiarize students with their new school environments and build their sense of ownership of their new schools based on the idea that creative workshops for communities can be informed by the richness of local food, agriculture, local events, and experiences in context. This contextual information was embedded in the workshops, enabling the children to produce creative works that highlighted individual and collective layers of locality. The relationship between the creative media used in the workshops and the context allowed the students to produce works that freely expressed their identities, reflecting their belongingness and roles within society. The students’ work was later exhibited in the schools, enabling them to interactively engage with the school spaces. This article outlines context-based learning strategies that can be used in creative workshops to enable communities to situate and express aspects of their everyday localities.
Editorial: Multiple Perspectives on Interiority Atmodiwirjo, Paramita
Interiority Vol. 1, No. 1
Publisher : UI Scholars Hub

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Abstract

This journal challenges the emergence of various perspectives in defining and developing further design research agenda and promotes multidisciplinary dialogue in exploring the idea of interiority. It also hopefully becomes the trigger for extending the practice of design - architecture, interior design, spatial design and other relevant design fields - to address more appropriately the social, cultural and behavioural aspects of the space inhabitation.
Editorial: Interiority as Relations Atmodiwirjo, Paramita; Yatmo, Yandi Andri
Interiority Vol. 1, No. 2
Publisher : UI Scholars Hub

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Abstract

Understanding the relations between human being and its environment is critical in our attempt to create an appropriate built environment. Interior as a discipline has a privilege to be in the intersection between subjective experience of human users and the physical manifestation of environment occupied by the human. Looking at interiority as a relational construct that occurs between the users and environment should be an essential basis for design practice. This issue of Interiority intends to explore various forms of relational construct that emerge in the interaction between space and the users and to identify possible challenges posed by such relations for spatial design practice.
Interiority in Everyday Space: A Dialogue between Materiality and Occupation Atmodiwirjo, Paramita; Yatmo, Yandi Andri
Interiority Vol. 2, No. 1
Publisher : UI Scholars Hub

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Abstract

Everyday space is a setting where ordinary acts, activities and events take place. It is interesting to examine closely how interiority is defined, understood and manifested in everyday space as a way to understand the inhabitation of the interior. The interiority of everyday space is defined not only by occupation but also through materiality. This issue of Interiority presents articles that address the relationships between interior materiality and different perceptual constructs and experiences of architectural space as inherent in the occupation of the everyday space.
Interiority: At the Threshold Atmodiwirjo, Paramita; Yatmo, Yandi Andri
Interiority Vol. 2, No. 2
Publisher : UI Scholars Hub

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Abstract

Being at the threshold offers an ambiguous spatial experience. The idea of threshold is relevant to the discourse of interiority, as it expands our understanding of the opposing condition of inside-outside, or interior-exterior, which have become the recurring themes in many discussions on interiority. This issue of Interiority attempts to address what actually occurs at the threshold – the occupation and the experience of the threshold. The contributors in this issue address the emergence of spatial ideas that define the new relationship between inside and outside, between interior and architecture.
Reading Between the Lines: Revealing Interiority Atmodiwirjo, Paramita; Yatmo, Yandi Andri
Interiority Vol. 3, No. 1
Publisher : UI Scholars Hub

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Abstract

Words, texts and narratives have the potential to reveal the complexity of interiority; they can tell stories beyond the physical materiality of space to reveal spatial occupation, address social and cultural issues embedded in space and capture the trajectories of inhabitation over time. This issue of Interiority addresses writing and reading as a form of inquiry towards the idea of interiority being embedded within the represented forms of architecture and interior. The articles in this issue demonstrate various forms of inquiry concerning the idea of interiority through various media of ‘writing,’ then explore how their reading becomes a way of revealing interiority.