https://hehanz.com 2025-07-30T04:30:07+00:00 always 0.5 https://hehanz.com/home-old 2025-07-29T14:25:29+00:00 always 0.5 https://hehanz.com/research-1 2025-07-29T13:59:17+00:00 always 0.5 https://hehanz.com/research-home 2025-07-30T06:37:23+00:00 always 0.5 https://freight.cargo.site/t/original/i/L2464446494397462302975412405979/shmike.png <a href="r01-multi-scale-ml-for-water-disaster-1" rel="history">A multi-input CNN model that integrates terrain and blue-green spatial features to rapidly generate compound flood depth maps at the block scale, enhancing prediction accuracy and resilience evaluation</a> https://freight.cargo.site/t/original/i/Z2464450075002720730367928829659/Fig1-cover.png <a href="r01-multi-scale-ml-for-water-disaster-1" rel="history">A multi-input CNN model that integrates terrain and blue-green spatial features to rapidly generate compound flood depth maps at the block scale, enhancing prediction accuracy and resilience evaluation</a> https://freight.cargo.site/t/original/i/W2464468843439564341340415461083/R03-Cover.mp4 <a href="r03-learning-from-great-streets-a-pix2pix-based-approach-for-street-plan-generation" rel="history">Using Pix2Pix, this study generates street plans inspired by Great Streets, translating road inputs into walkable, green, and legible layouts with early signs of design logic</a> https://freight.cargo.site/t/original/i/T2464479363267221440497220585179/Cover-R04.png <a href="r04-rebuiltech-reviving-the-past,-building-the-future" rel="history">By combining Stable Diffusion and LoRA, this study explores AI-driven methods for post-war building restoration, bridging memory, resilience, and digital repair futures</a> https://freight.cargo.site/t/original/i/R2464501532195314343162161661659/Cover-P05.mp4 <a href="r05-urban-form-flow-reciprocal-generative-design" rel="history">Using heat and wind as core flows, this project trains a generative model to explore reciprocal dynamics between urban form and flow, guiding responsive spatial design </a> https://freight.cargo.site/t/original/i/O2464581699162514514554147571419/Cover-08.png <a href="r08-theoretical-research-on-resilient-cities" rel="history">This study synthesizes resilience theory, morphological metrics, and AI techniques to build a conceptual foundation for integrated design-evaluation models like UPF-GAN </a> https://freight.cargo.site/t/original/i/V2466123399338384940433265657563/Cover-R072.png <a href="r07-applying-upf-gan-to-weiyuan-1" rel="history">Applying UPF-GAN to Weiyuan Island, this study maps flood resilience under P50/P100 scenarios and reveals form-risk relationships for real-time urban design evaluation </a> https://freight.cargo.site/t/original/i/V2466164885309490206192758425307/COVERR02.png <a href="r02-upf-gan-for-block-pluvial-risk" rel="history">UPF-GAN generates high-accuracy flood depth maps from urban form images, running 640× faster than hydrodynamic models. It enables fast, interpretable resilience testing in dense urban blocks</a> https://freight.cargo.site/t/original/i/I2477201636907735121129170536155/Cover-R066.png <a href="r06-how-form-shapes-resilience" rel="history">Linking MIKE21 simulations with SHAP analysis, this study uncovers how urban form drives flood resilience, offering interpretable insights for adaptive spatial design</a> https://hehanz.com/r01-multi-scale-ml-for-water-disaster-1 2025-07-30T05:07:12+00:00 always 0.5 https://freight.cargo.site/t/original/i/L2464590807814249974930254071515/Fig1-cover-2.png https://freight.cargo.site/t/original/i/P2464640308268465968983799236315/Fig11.png https://freight.cargo.site/t/original/i/S2474610436676546171990672934619/2.png https://freight.cargo.site/t/original/i/D2474610436658099427916963383003/1.png https://freight.cargo.site/t/original/i/X2474612451245466461810804917979/7.png https://freight.cargo.site/t/original/i/Y2474612451208572973663385814747/5.png 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https://freight.cargo.site/t/original/i/U2475464765863026734945920091867/DG-senario4.png https://freight.cargo.site/t/original/i/D2475470573322336252408088495835/7-11.png https://freight.cargo.site/t/original/i/S2475470573359229740555507599067/7-12.png https://hehanz.com/r08-theoretical-research-on-resilient-cities 2025-07-30T05:11:02+00:00 always 0.5 https://freight.cargo.site/t/original/i/L2466150203914816822234818283227/Cover-08-2.png https://freight.cargo.site/t/original/i/B2475492624099033362963351471835/2-7.png https://freight.cargo.site/t/original/i/V2475492624117480107037061023451/2-8.png https://hehanz.com/projects 2025-07-29T13:59:17+00:00 always 0.5 https://hehanz.com/projects-home 2025-07-30T08:29:57+00:00 always 0.5 https://freight.cargo.site/t/original/i/Q2464534752733802501882861848283/6_202415012_X-TOKYO_Vig1.jpg <a href="p03-x-tokyo" rel="history">LoremA future vision for Tsukiji, Tokyo, integrating resilience, culture, economy, and connectivity into a hybrid waterfront district for both everyday life and global events</a> https://freight.cargo.site/t/original/i/Q2464539586168131439333285824219/Cove-P03.png D<a href="p04-behavioral-trigger" rel="history">rawing from Bow-Wow’s behaviorology, the project designs “behavior generators” for Yulin’s voids, supporting shared rituals like tea talks, games, and mourning</a> https://freight.cargo.site/t/original/i/A2464553193187536482299520747227/Cover-P05.png Real Project: Urban Design for Pazhou East District, Guangzhou. Integrating green corridors, mixed-use clusters, and digital innovation to drive regional regeneration https://freight.cargo.site/t/original/i/Z2464555597370138352939092412123/Cover-P04.png <a href="p05-latency" rel="history">Designed for the YAC × WWF competition, this extinction museum embeds narrative space into the Astroni crater, where loss and renewal unfold through descent</a> https://freight.cargo.site/t/original/i/U2474193835961787837688263739099/Yulincover1.png <a href="p01-yulin-space-reproduction" rel="history"> Using “play” as strategy, this project reclaims 11 marginal sites in Yulin. Selected for the 1993–2022 Responding to Yulin urban renewal exhibition </a> https://freight.cargo.site/t/original/i/J2474202754261571201455507113691/Cover-P01.png <a class="caption" href="p01-yulin-space-reproduction" rel="history" style="color: rgba(0, 0, 0, 0.85);">A field survey of 36 marginal sites in Yulin, Chengdu, documenting behavioral traces like chairs, wires, and graffiti to uncover hidden logics of informal urban life</a> https://freight.cargo.site/t/original/i/N2474568500051483185506834187995/Cover07.png A landmark sports complex integrating landscape, structure, and circulation to support both daily use and major events, redefining public athletic life in South Shanghai https://hehanz.com/p01-yulin-space-reproduction 2025-07-30T05:03:14+00:00 always 0.5 https://freight.cargo.site/t/original/i/F2466249136164467367994957498075/0413__08.png https://freight.cargo.site/t/original/i/N2466249136182914112068667049691/0413__09.png 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