AI Sampling Singapore Hana Nui: Hoʻolālā Hale Noho na Immanuel Koh

ʻO AI Sampling Singapore Hana Nui: Hoʻolālā Hale Noho na Immanuel Koh he mea lanakila hanohano loa o ka 2025 A' Design Award Hao ma ka Māhele Hoʻokūkū Hoʻolālā Hoʻohua, ʻAlakaiʻo, Hōʻailona a me AI Kōkua.

HaoHoʻohua· 2025

AI Sampling Singapore Hana Nui: Hoʻolālā Hale Noho

na Immanuel Koh

Mea Kūʻai: Immanuel Koh

Mea Lanakila A' Design Award Hao ma ka Māhele Hoʻohua

60,008

Mea Lanakila i Hōʻoia ʻIa

Hōʻoia i ke Kūlana Makana no #170593

Kipa i ka Pūnaewele Nānā ma A' Design Award Hoʻolaha Nūhou Hōʻailona Makana

Nā Waihoʻoluʻu

Ka Hoʻolālā

E Pili Ana iā AI Sampling Singapore Hana Nui: Hoʻolālā Hale Noho

Kikokikona Puke: He kūlanakauhale hana lima ʻo Singapore. Ua aʻo ʻia me kahi waihona ʻikepili nui o nā kumu hoʻohālike kikohoʻe 3D o nā hale kiʻekiʻe i loaʻa ma Singapore, ke hana nei ke kumu hoʻohālike AI i hoʻolālā kūikawā ʻia, ʻaʻole wale i nā hoʻonohonoho kūpono ma ke ʻano a me ka ʻano like ʻole ma ka manaʻo, akā hoʻomaka ʻo ia e noʻonoʻo i nā ʻano hoʻolālā hou a kupanaha, e hoʻokomo a hoʻonui ana ma waena o nā ʻano hale noho kiʻekiʻe maʻamau e like me ka papa, ke kiko, a me nā paʻa puʻu.

Ka Hoʻomaikai

E Pili Ana i ka A' Design Award Hao

Ua lanakila ka hoʻolālā AI Sampling Singapore Hana Nui: Hoʻolālā Hale Noho i ka A' Design Award Hao, he ʻike hoʻohanohano i hāʻawi ʻia i nā hoʻolālā maikaʻi e hoʻokō ana i nā koi ʻoihana a ʻoihana hana i manaʻo ʻia mai nā mea hoʻokumu i hana maikaʻi ʻia. Hōʻike nā lanakila Hao i ka mākau nui, ka loea kiʻekiʻe, ka ʻike akamai a me ka hiki hana noʻeau o ka poʻe i hana iā lākou. Manaʻo ʻia ʻo ka hoʻolālā AI Sampling Singapore Hana Nui: Hoʻolālā Hale Noho he mea hoʻokumu i mahalo nui ʻia, hoʻohiwahiwa ʻia a aloha ʻia e pono a hou. ʻO kēia hoʻolālā i lanakila i ka A' Design Award Hao e hoʻohui ana i nā hana maikaʻi loa o ka ʻoihana a loaʻa nā ʻano ʻenehana mākaukau i hui pū ʻia me ka ʻike hana a me ka makakoho. Mahalo ʻia ka hoʻolālā AI Sampling Singapore Hana Nui: Hoʻolālā Hale Noho no kona nānā pono a ua hoʻolālā ʻia e hāʻawi i nā hoʻomaikaʻi ola e kōkua ai i ka hana ʻana i ka honua i wahi maikaʻi aku.

Ma Hope o ka Hoʻolālā

ʻEke Nūhou

Nā hōʻoia, nā lālā hui a me nā kikoʻī ʻenehana i hāʻawi ʻia e ka mea hoʻolālā.

Nā ʻAno Kūʻokoʻa: Is it possible to sample at scale and at high-resolution every single building ever built in a country? If so, can such a dataset be used to train an AI model in generating new yet locally compliant buildings without any explicit regulatory control inputs? The project explores the design agency of deep generative neural networks in learning three-dimensional exteriority and interiority with a redesigned 3D generative adversarial network (3D-GAN) AI model. Winner of WAFX2024, IDA2024 and BLT2024.
Nā Ana a me ka Hoʻopili: This is a digital AI x Architecture project. Each generated output is a new high-rise high-density residential public housing of up to 30 floors.
Nā Lepili: AI
ʻEnehana Hana: A custom generative AI model was trained from scratch using proprietary code base and dataset. Specifically, a 3D generative adversarial network (3D-GAN) AI model was trained to learn semantic and spatial configuration of high-rise high-density residential public housing in Singapore.
Pilikia Hoʻolālā: The non-existence of 3D models and their corresponding floor plans was the first challenge. New workflow and tools had to be developed to not only collect (i.e., digitally and physically), but create (annotate) and curate (i.e., exploratory data analysis) such high quality dataset to train an AI model from scratch. Technically difficult due to the scalability of similar CAD representation which was overcome via a novel AI latent representation of 3D.
Noiʻi: A custom generative AI model was trained from scratch using proprietary code base and dataset. Specifically, a 3D generative adversarial network (3D-GAN) AI model was trained to learn semantic and spatial configuration of high-rise high-density residential public housing in Singapore.
Hoʻoulu Manaʻo: Singapore is an artificial city! Trained with a large dataset of 3D digital models of high-rise buildings found in Singapore, the custom-designed AI model generates not only formally plausible and semantically coherent configurations, but begins to also imagine novel and uncanny architectural forms, interpolating and extrapolating among standard high-rise housing typologies such as the slab, point, and cluster blocks. Project exhibited at Venice Architecture Biennale and Singapore's Arts House.
Ka Lōʻihi o ka Papahana: This is an on-going and longer-term AI x Architecture research being conducted at the university design lab since 2021. It was however only published much later as an official architectural design award entry from 2024 onwards.
Kaʻina Hana: This is a digital AI x Architecture generative research project, while the dataset was digitally collected from existing physical buildings in Singapore.
Nā Palapala Kuleana: Currently no patent.
Nā Lālā Hui: Artificial-Architecture
Nā Kuleana Kiʻi: All credits: Artificial-Architecture