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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain. Cities</journal-id>
<journal-title>Frontiers in Sustainable Cities</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain. Cities</abbrev-journal-title>
<issn pub-type="epub">2624-9634</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frsc.2025.1538006</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sustainable Cities</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Urban metabolism: a dual-perspective case study and its implications in the urban political economy of developing nations for an effective SDG framework</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zorba</surname> <given-names>R.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2885105/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Malarvizhi</surname> <given-names>Ganapathi</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3027204/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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<aff id="aff1"><sup>1</sup><institution>School of Architecture and Planning, Anna University</institution>, <addr-line>Chennai, Tamil Nadu</addr-line>, <country>India</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Civil Engineering, Anna University</institution>, <addr-line>Chennai, Tamil Nadu</addr-line>, <country>India</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002"><p>Edited by: Pachaivannan Partheeban, Chennai Institute of Technology, India</p></fn>
<fn fn-type="edited-by" id="fn0003"><p>Reviewed by: K. Yogeswari, B. S. Abdur Rahman Crescent Institute of Science and Technology, India</p><p>Rani Hemamalini, St Peter&#x2019;s Institute of Higher Education and Research, India</p></fn>
<corresp id="c001">&#x002A;Correspondence: R. Zorba, <email>zorba.aura@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>04</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>7</volume>
<elocation-id>1538006</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>12</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Zorba and Malarvizhi.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zorba and Malarvizhi</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Urban Metabolism is derived from a biological-based mechanism wherein a city is metaphorically analyzed from a biological perspective, which tracks the transformation of resources and addresses key questions related to self-sufficiency and consumer behavior. This research, for the first time, explores Urban Metabolism as a tool to evaluate sustainability-related framework and standards for urban regions on both global and local scales to address regional disparity and better means to devolve powers to local planning institutions. In the first half of the study, an adaptive approach was used to categorize the concept and find its connection with SDGs, wherein it was inferred that a new section under economic ecology has evolved, which requires policy interventions as its application at regional context creates lacunae in terms of UPE (Urban Political Economy). Furthermore, the study explores case studies and identifies the characteristics of urban metabolic systems to comprehend the trend in the idea and the necessity of using the UM lens at two different scales with two different narratives to solve entirely different challenges under the same component. The second part of the article looks at how the concept is used within current research. The results of the &#x201C;perspective methods&#x201D; were compared to gathered standard guidelines, and their shortcomings were noted to help close the implementation gap between researchers and practitioners. This suggests that policies, frameworks, guidelines, and other documents should adopt the discussed integrated approach to devolve power to local planning areas.</p>
</abstract>
<kwd-group>
<kwd>urban metabolism</kwd>
<kwd>urban political economy</kwd>
<kwd>inclusive governance</kwd>
<kwd>self-sufficiency</kwd>
<kwd>regenerative cities</kwd>
<kwd>regional economic consciousness</kwd>
</kwd-group>
<counts>
<fig-count count="14"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="93"/>
<page-count count="16"/>
<word-count count="8816"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Urban Economics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Cities are hubs for socioeconomic activities and wealth accumulation, accounting for 55% of the global population. The ongoing trend of haphazard urbanization has led to various problems related to climate change, such as increased Greenhouse Gas (GHG) emissions, drought, loss of species, health risks, poverty, etc. By 2050, the urban population is expected to increase to 68% of the global population (<xref ref-type="bibr" rid="ref71">United Nations Environment Programme, 2020</xref>). Some of the scientific findings by the International Resource Panel on the impact of urbanization include the following: (a) increased resource mining, production and processing that has resulted in a 90% loss in biodiversity and water stress and 50% of GHG emissions; and (b) the material footprint of consumption per capita of developed nations is 60% higher than that of developing nations and 13 times that of underdeveloped nations (<xref ref-type="bibr" rid="ref10">C40 Cities, 2019</xref>). Besides, the IPCC (International Panel on Climate Change) in 2018 released its &#x2018;Special Report on Global Warming of 1.5&#x00B0;C&#x2019; and revealed that an increase of 1.5&#x00B0;C leads to a comparatively congenial global living condition of the ecosystem (<xref ref-type="bibr" rid="ref31">IPCC, 2022</xref>). Instead of 2&#x00B0;C, limiting global warming to 1.5&#x00B0;C might prevent 420 million people from regularly experiencing extreme heat and 65 million from experiencing exceptional heat. This reflects that biodiversity loss and resource stresses greatly depend on economic-based urbanization on a global level (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>A summary of critical risks that cities and their residents will encounter due to climate change. Source: Based on data from <xref ref-type="bibr" rid="ref10">C40 Cities (2019)</xref>.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g001.tif"/>
</fig>
<p>Approximately 80% of anthropogenic-based emissions are produced in urban areas (<xref ref-type="bibr" rid="ref13">Chen et al., 2020</xref>; <xref ref-type="bibr" rid="ref41">Li et al., 2021</xref>), and one-third is primarily from Land Use and Cover Change. Given the inevitability of urbanization, the dire need to account for, model, and strategize mitigation measures to reduce consumption and exploitation and create sustainable urban development has become a common goal for urban decision-makers (<xref ref-type="bibr" rid="ref76">Wang and Deng, 2015</xref>).</p>
<p>UM is the study of interactions involving energy flows, people, and the information they carry in an urban landscape that leads to complex socioeconomic, sociotechnical, and socioecological processes from a global to local scale (<xref ref-type="bibr" rid="ref12">Cartiaux et al., 2018</xref>; <xref ref-type="bibr" rid="ref15">Curie and Musango, 2016</xref>; <xref ref-type="bibr" rid="ref67">Teixeira et al., 2021</xref>; <xref ref-type="bibr" rid="ref60">Schmidt et al., 2022</xref>; <xref ref-type="bibr" rid="ref43">Lu et al., 2024</xref>). <xref ref-type="bibr" rid="ref9003">Wolman (1965)</xref> developed the UM concept for the first time by comparing a city to an organism. Metabolism of a city includes various dimensions such as urban form/spatial pattern, its urban governing body, and socioeconomic and sociocultural aspects, thereby identifying gaps in sustainability and urban issues with the transformation of its materials and energy (<xref ref-type="bibr" rid="ref4">Bahers et al., 2019</xref>; <xref ref-type="bibr" rid="ref56">Rosado et al., 2017</xref>). It defines a broad and assimilated system of interest and provides essential insights for sustainable urban planning and management (<xref ref-type="bibr" rid="ref55">Restrepo et al., 2018</xref>; <xref ref-type="bibr" rid="ref67">Teixeira et al., 2021</xref>). Urban Metabolism is the study of interactions that includes energy flows, people, and the information they carry in an urban landscape that leads to complex socioeconomic, sociotechnical, and socioecological processes from a global to local scale (<xref ref-type="bibr" rid="ref12">Cartiaux et al., 2018</xref>; <xref ref-type="bibr" rid="ref60">Schmidt et al., 2022</xref>). It can assist in defining a broad and assimilated nexus system of interest, and important insights for sustainable urban planning along with management can be brought by this integration (<xref ref-type="bibr" rid="ref67">Teixeira et al., 2021</xref>; <xref ref-type="bibr" rid="ref55">Restrepo et al., 2018</xref>). Hence, there has been a remarkable evolution in the quantification of resource flow to build resource-efficient cities. In recent years, the UM idea has been employed progressively in an extensive range of sectors as a method to examine and formulate city strategies. Hence, this approach identifies the dynamic urban pattern of a city along with the nature of economic-socio-environmental urban diaspora. As the distinctive nature of a city is its linear form of resource flows, the challenge of the current era is the shift toward a cyclical network approach for self-sustainability (<xref ref-type="bibr" rid="ref49">Musango et al., 2017</xref>; <xref ref-type="bibr" rid="ref22">Gal&#x00E1;n-Cano et al., 2025</xref>) (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Outline of a circular economy. Source: Based on data from <xref ref-type="bibr" rid="ref03">Ellen MacArthur Foundation (2015)</xref>.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g002.tif"/>
</fig>
<p>In earlier UM studies, the designed framework was used to analyze the city&#x2019;s input&#x2013;output relationship with its surrounding environment and to achieve balanced, regularized, and functioning urban systems (<xref ref-type="bibr" rid="ref16">Decker et al., 2000</xref>; <xref ref-type="bibr" rid="ref81">White, 1994</xref>). UM researchers realized the complexity of socioeconomic systems and dissected the study to quantify the flow of a single resource, such as water (<xref ref-type="bibr" rid="ref63">Serrao-Neumann et al., 2019</xref>; <xref ref-type="bibr" rid="ref62">Serrao-Neumann et al., 2017</xref>), energy (<xref ref-type="bibr" rid="ref39">Kuznecova et al., 2014</xref>; <xref ref-type="bibr" rid="ref7">Barrera et al., 2018</xref>; <xref ref-type="bibr" rid="ref11">Carre&#x00F3;n and Worrell, 2018</xref>), nitrogen (<xref ref-type="bibr" rid="ref20">Forkes, 2007</xref>; <xref ref-type="bibr" rid="ref51">Pan et al., 2020</xref>), food (<xref ref-type="bibr" rid="ref70">Tseng and Chiueh, 2015</xref>; <xref ref-type="bibr" rid="ref73">Villarroel Walker et al., 2014</xref>), etc.</p>
<p>In future, studies are further expected to embark on this trend of dividing the components into finer fractals (<xref ref-type="bibr" rid="ref79">Wang et al., 2023</xref>). UM concept further aided in assessing the climate change impact and quantifying carbon emission flows to measure emissions due to socioeconomic activities related to infrastructure such as transport and energy use (<xref ref-type="bibr" rid="ref33">Kennedy et al., 2011</xref>; <xref ref-type="bibr" rid="ref34">Kennedy et al., 2010</xref>). UM studies provide cross-disciplinary interventions across different urban systems that contribute to urban sustainability (<xref ref-type="bibr" rid="ref74">Wang, 2023</xref>; <xref ref-type="bibr" rid="ref43">Lu et al., 2024</xref>). Hence, to achieve enhanced resource management, urban management systems must take combined resource efficacy initiatives despite the challenges of engendering robust cities. Although there are studies that provide the metabolic profile for a region, the influence of urban socioeconomic activities becomes the passive actor in defining the metabolic types and their interrelations (<xref ref-type="bibr" rid="ref56">Rosado et al., 2017</xref>; <xref ref-type="bibr" rid="ref74">Wang, 2023</xref>). Yet, there has been no study on the nature of urban systems and their practical implications in developing nations, creating a research gap and the need to use it as a tool to evaluate frameworks such as SDGs that influence global and national policies (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Urban metabolism framework. Source: Based on data from <xref ref-type="bibr" rid="ref9001">Ferr&#x00E3;o and Fern&#x00E1;ndez (2013)</xref>.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g003.tif"/>
</fig>
<p>The first half of the article tries to delve into case studies and identify the nature of urban metabolic systems via the method used by <xref ref-type="bibr" rid="ref74">Wang (2023)</xref>, wherein an adaptive approach of technical cases was collected and manually reviewed to understand the trend in the concept and the need for UM lens to identify the lacunae in the application of SDGs at the regional context for the implication of effective policy landscape. Hence, the article addresses factors influencing UM at two different scales, with two distinct narratives to address completely different issues under the same component. The second half of the article explores the application of the concept in current studies, wherein the findings from the &#x2018;perspective methods&#x2019; were aligned to standard guidelines that were collected, and its limitations were identified to help reduce the gap in effective implementation between researchers and practitioners, inferring the need to take an integrated approach in policies, framework, guidelines, etc. Hence, UM is suggested as an effective tool to address regional disparity and a better means to devolve powers to local planning institutions.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<p>It is to be noted that this study does not encompass all studies done so far in this field of research, as the goal is to identify the innate nature of Urban Metabolic Systems and to use it as a tool to find the wide differences in approaches under the same component due to the sociopolitical-economy framework of the region, especially in a developing nation. To perform this research, rather than repeating comprehensive reviews done so far, cases from two critical pieces of literature were assembled up to 2023, and an adaptive approach was adopted similar to <xref ref-type="bibr" rid="ref74">Wang (2023)</xref>. The data cases from two pieces of literature were used for this approach as there was not much research made recently within the scope of this study, and the technical aspect of the literature review was already covered. The collected data are critical to explain what UM methods should be used in various research contexts. Both the literature works review the empirical methods applied and act as a guide to methodological approaches. This study identifies itself as an extension of the following research works, as mentioned in <xref ref-type="fig" rid="fig4">Figure 4</xref>.</p>
<list list-type="roman-lower">
<list-item><p>The first study by <xref ref-type="bibr" rid="ref79">Wang et al. (2023)</xref> gives a comprehensive description of recent interventions of UM studies in industrial ecology (as it is the new core of the concept) from the &#x2018;Perspective of Methods&#x2019; approach compared to earlier studies on specific components. This study procured data from Elsevier&#x2019;s Scopus database, dated till April 2023, and gathered literature of 482 articles suitable for the study. The results from this study address the extent to which UM prediction analysis is done and further identify works done globally on the urban metabolic network that effectively reveals the multi-scale linkage of the urban systems. Consequently, this research served as the foundation for this study to explore the interconnections among various metabolic systems and to classify the characteristics of these systems further.</p></list-item>
<list-item><p>The second study by <xref ref-type="bibr" rid="ref80">Wang et al. (2021)</xref> provides a systematic review of the current trends and multi-disciplinary perspectives on various metabolic flows and methods derived from 1,084 publications related to UM studies by structuring the evolution of the concept, thereby drawing insights toward the analysis of urban systems for effective identification of Urban Political Economic (UPE)-based complexities and the need for an evolved SDGs framework.</p></list-item>
</list>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Methodology of adaptive approach.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g004.tif"/>
</fig>
<p>Furthermore, the collected materials were manually reviewed for their titles based on the topic&#x2019;s relevance to the study, and irrelevant publications were eliminated. A total of 518 publications (<xref rid="SM1" ref-type="supplementary-material">Supplementary Material 1</xref>) were used as the base data for the study. From the collected cases exclusive to this study, research on UM became active between 2010 and 2019 and contributed close to 69% of the total publications (<xref rid="SM1" ref-type="supplementary-material">Supplementary Material 2</xref>). During this period, studies on resource consumption as a metabolic system increased 10 times from the previous decade, yet escalation in research is expected as this is the crux of the concept. &#x2018;Economic Ecology&#x2019; had an unexpected increase in publications (~7 times), as these studies identified synergistic opportunities for mutual relationships between neighboring industries with regional discrepancies. Initially, two metabolic systems (Urban Systems &#x2013; 31.8%&#x202F;+&#x202F;Resource Consumption Pattern &#x2013; 43.8%) contributed to most of the research, as they were core sections of the concept, and slowly shifted toward &#x2018;Industrial Ecology&#x2019;. Furthermore, the nature of these components helped in the identification of gaps in the national framework, influencing effective policy-making.</p>
</sec>
<sec id="sec3">
<label>3</label>
<title>Findings and discussions</title>
<sec id="sec4">
<label>3.1</label>
<title>Factors influencing the nature of UM systems</title>
<p>Identifying factors that impact the flows within a city is integral to UM studies. Sociodemographic factors (e.g., income inequality due to accessibility of education, culture, etc.) reflect consumption preferences and patterns and their influence on accessibility, accountability, and inclusivity (<xref ref-type="bibr" rid="ref45">Lyons et al., 2018</xref>). The dynamic transformation in culture, economy, infrastructure, technology, environment, and climate is closely related to these trends (<xref ref-type="bibr" rid="ref18">Dijst et al., 2018</xref>; <xref ref-type="bibr" rid="ref25">Geremicca and Bilec, 2024</xref>), indicating the dire need to adopt it as a tool. The following section is viewed at two levels&#x2014;the global (international context) and national (Indian context)/regional&#x2014;and touches upon subjects rarely represented in UM studies at each level and addresses two tangents within the same category. The upcoming subsections have some overlapping concepts that are categorized for ease of understanding. Within the same subsection, different issues are addressed based on the current urban political economy, which gives an overview of how gaps occur when establishing strategies. For example, there is a significant focus on industrial integration and increasing infrastructure in the Indian context (developing nation) to achieve self-sufficiency and generate a better revenue stream, whereas, at the global scale, this level of infrastructure is already attained and moving toward resolving advanced challenges for integrating Information and Communication Technology (ICT) and governance. These inferences reflect the need to use such tools to identify the problem at micro-scale to provide policies that aid in devolving its power to the local planning authority.</p>
<sec id="sec5">
<label>3.1.1</label>
<title>Urban systems: patterns, real estate dynamics, and statutory provisions</title>
<p>Understanding the characteristics and influences of material flows in an urban environment is crucial, as local factors have the greatest impact on achieving sustainability. When urban systems are viewed from a systems perspective, efficient land use of cities is an integral factor in reducing the negative entropy and regulating the sustainable metabolic flow of material and energy. UM research focuses on creating categorization systems, determining the metabolic profiles of urban areas, and examining trends and transitions in different stages of city expansion, which will give insights into land management policies (<xref ref-type="fig" rid="fig5">Figure 5</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Concept visualization for urban system.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g005.tif"/>
</fig>
<p>UM of materials and the influence of urban patterns have been studied using spatially explicit models and overlaid with material flow analysis (<xref ref-type="bibr" rid="ref4">Bahers et al., 2019</xref>; <xref ref-type="bibr" rid="ref87">Zhang et al., 2016</xref>). These models range from material impact assessment (<xref ref-type="bibr" rid="ref5">Bahers and Rosado, 2023</xref>; <xref ref-type="bibr" rid="ref17">Delivandani et al., 2021</xref>; <xref ref-type="bibr" rid="ref56">Rosado et al., 2017</xref>) to carbon metabolism within a region (<xref ref-type="bibr" rid="ref41">Li et al., 2021</xref>; <xref ref-type="bibr" rid="ref83">Xia et al., 2017</xref>; <xref ref-type="bibr" rid="ref85">Zhang et al., 2018a</xref>), including network analysis (<xref ref-type="bibr" rid="ref42">Li et al., 2019</xref>; <xref ref-type="bibr" rid="ref82">Xia et al., 2018</xref>). In developing countries, urban patterns and systems are also determined by income disparities and correlating real estate dynamics.</p>
<p>A global study indicated that the automobile urban fabric model demanded more basic raw material (BRM) (288 tons/person) than the transit urban fabric (189 tons/person) and also found that walking urban fabric (147 tons/person) required 10 times more additional materials for low-density dwellings with its supporting infrastructure (<xref ref-type="bibr" rid="ref68">Thomson and Newman, 2018</xref>). However, the amount of food, fuel, water, and land consumed by individuals yearly did not change as there was no &#x201C;Technology Plus Construction Innovation,&#x201D; despite the change in occupancy level (<xref ref-type="bibr" rid="ref68">Thomson and Newman, 2018</xref>). This proves that studies using temporal land use matrices are insufficient to achieve regenerative goals. At a global scale, discussions on Green sustainability stewardship with social equity and wellbeing are part of SDG 11, wherein the goal is to make cities and settlements inclusive, secure, resilient, and sustainable. This again becomes challenging when the urban political economy is integrated, considering the requirement of the multi-faceted approach.</p>
<p>At the national level, the Indian real estate market by 2030 is expected to reach $1 trillion in value and begin to contribute 13% of the country&#x2019;s Gross Domestic Product (GDP). The Economic Survey 2018&#x2013;2019 predicts that by 2031, there will be 600 million people worldwide. It will not be possible to accommodate the 223 million additional urban residents by 2031 if the rental housing market is not developed (<xref ref-type="bibr" rid="ref89">Zia, 2019</xref>). An inadequate supply of affordable housing with appropriate infrastructure under SDG 11.1 is a major factor in the growth of slums and informal settlements, which house nearly half the population in many cities. The affordability of the real estate market will determine that the urban sprawl as properties in peri-urban areas are more budget-friendly than those in the urban core and require SDGs to address the integration of Real Estate Regulatory Authority (RERA) with policies. Another aspect is that in the case of Delhi, its low &#x2018;Rental Yield&#x2019; is mainly due to the high property prices relative to the rental income with other factors such as limited rental housing stock, cultural preferences for home ownership, and most importantly, based on the political situation, the tenant&#x2013;landlord regulation of the metro cities with low interest rates on fixed deposits.</p>
<p>Hence, UM studies highlight the need to focus on resource distribution and other infrastructure services to determine material consumption. Addressing it wholistically provides a better scope for developing a framework for more efficient, inclusive, regenerative cities (<xref ref-type="fig" rid="fig6">Figure 6</xref>).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Rental yields across selected two BHK properties in major Indian cities. Source: Reproduced from <xref ref-type="bibr" rid="ref89">Zia (2019)</xref>, with permission.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g006.tif"/>
</fig>
</sec>
<sec id="sec6">
<label>3.1.2</label>
<title>Transport and logistic systems</title>
<p>UM studies on transportation and logistics have examined sustainability measures (<xref ref-type="bibr" rid="ref47">Meng et al., 2016</xref>) via interspatial analysis to quantify energy consumption and GHG emissions from the transport sector (<xref ref-type="bibr" rid="ref35">Khalil et al., 2021</xref>; <xref ref-type="bibr" rid="ref37">Kissinger and Stossel, 2021</xref>; <xref ref-type="bibr" rid="ref36">Kissinger and Stossel, 2019</xref>). They also cover the interdependency of a region (<xref ref-type="bibr" rid="ref35">Khalil et al., 2021</xref>; <xref ref-type="bibr" rid="ref53">Pianegonda et al., 2022</xref>) with metabolic location value based on the spatial distribution of assets with travel time and cost (<xref ref-type="bibr" rid="ref9">Braham and Lee, 2020</xref>). A global study found that, despite a railway station located within the district, results showed that very few users (0.7%) in Zamalek relied on the subway, except for some commercial users (6.8%), reflecting the overall community preference. A similar perspective was used to understand the location value of land parcels in the greater Philadelphia area by reinforcing urban connectedness via energy analysis (<xref ref-type="bibr" rid="ref9">Braham and Lee, 2020</xref>). The CBD area had a lower life cycle of the urban neighborhood (0.25&#x2013;0.5) than the adjacent neighborhood region (0.6&#x2013;0.97), identifying pockets suitable for regeneration (<xref ref-type="bibr" rid="ref9">Braham and Lee, 2020</xref>). This approach can also be applied to create sustainable cities. Global studies are keenly working toward achieving SDG 11.2, which fosters pedestrian-friendly environment, as they have already achieved sustainable industrial practices (<xref ref-type="fig" rid="fig7">Figure 7</xref>).</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Concept visualization for transport and logistic systems.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g007.tif"/>
</fig>
<p>Meanwhile, in the urban political economy front of the Indian context, The Export Preparedness Index Report 2021 revealed that states such as Gujarat, Chandigarh, and Punjab scored highly in the LEADS<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> index score (based on SDG 9) and performed poorly under Pillar 2: Business Ecosystem. Karnataka and Delhi scored higher as they had well-established air cargo facilities, multi-modal logistic hubs, and inland container depots. Establishing sustainable logistics infrastructure is a better investment when social costs are considered; however, for developing nations, it is possible to procure such money only when they are economically robust, wherein their competitive positioning of exports is checked based on the value chain carbon footprint for economic development.</p>
</sec>
<sec id="sec7">
<label>3.1.3</label>
<title>Economic ecology: industry, connectivity, and industrial linkages</title>
<p>The current industrial economy is undergoing significant changes via industrial convergence and agglomeration, each possessing distinct attributes. This creates a sustainable stream via agglomeration economies of scale and cost-cutting in transportation, transactions, and technology with cost innovations. Metabolic studies related to industrial metabolism have been specific to a particular industry, e.g., construction industry (<xref ref-type="bibr" rid="ref75">Wang et al., 2018</xref>; <xref ref-type="bibr" rid="ref86">Zhang et al., 2018b</xref>), or focused on the traditional and advanced method of network analysis (<xref ref-type="bibr" rid="ref19">Fan et al., 2017</xref>; <xref ref-type="bibr" rid="ref24">Gan et al., 2023</xref>; <xref ref-type="bibr" rid="ref69">Tian et al., 2022</xref>) and calculation of industrial waste (<xref ref-type="bibr" rid="ref23">Gambarotto et al., 2022</xref>; <xref ref-type="bibr" rid="ref30">Hua et al., 2023</xref>) (<xref ref-type="fig" rid="fig8">Figure 8</xref>).</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p>Concept visualization for economic ecology.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g008.tif"/>
</fig>
<p>Quantitative and qualitative economic linkage approaches at the global level reveal mutualism and synergism between industries, creating more resource and energy-efficient systems. The mutual relationship of integral flows between the system compartments reveals the system&#x2019;s synergistic opportunity to make it more holistic and robust (<xref ref-type="bibr" rid="ref19">Fan et al., 2017</xref>; <xref ref-type="bibr" rid="ref24">Gan et al., 2023</xref>). It was found that Tiajin, a structured city in China, accounted for 54 and 62% of the exploitative relationship between common industrial solid waste (CSIW) and hazardous waste generation, respectively, from industrial sectors such as chemical, metal-based, and production and supply of heat industries. A socioeconomic metabolism approach (<xref ref-type="bibr" rid="ref30">Hua et al., 2023</xref>) identifies the type of synergistic relationships, such as a mutual relationship, wherein there is a positive correlation between two industries, leading to the reduction of resource consumption or waste generation, one after another. In the case of an exploitative relationship, there is a negative association, i.e., reducing waste in one industry alters the intersectoral supply chain of another, generating more waste. In a competitive relationship, the industrial output is mutually inhibited, which is an ideal state for achieving sustainability. Such an approach can help in accounting for resource input&#x2013;output based on the type of relationship and identification of management hotspots that could be integrated as a part of SDG 9.4 to retrofit industries and overall industrial master plan for increased resource use efficiency, which requires flexible regulations and seamless operation.</p>
<p>Industrial estimates, in Urban Political Economy context, suggest that India&#x2019;s logistics and supply chain costs represent 13 to 14% of GDP, compared to 8 to 10% in developed countries; thus, the nation is targeting to reduce it to 10%. Cost reduction is the vital focal point, with the expected export competitive growth of 1 trillion dollars by 2028 from 422 billion in 2022 (<xref ref-type="bibr" rid="ref23">Gambarotto et al., 2022</xref>). The International Plant Protection Convention and the Joint FAO/WHO Codex Alimentarius Commission have set global standards for exporting agricultural products, although individual nations may establish their standards. Globally, approximately 500,000 tons of food are treated annually; however, only one facility in India has been approved by the U.S. Furthermore, India&#x2019;s resource demands are primarily domestic; hence, the export business is relatively smaller with added disadvantages such as infrastructure and logistics. NLP (National Logistics Policy) must be integrated with the surrounding testing facilities in its master plan via SDG 9 to develop an agglomerated industrial setup for a viable investment. Hence, this proves that the approach required for effective implementation differs from theoretical methods.</p>
</sec>
<sec id="sec8">
<label>3.1.4</label>
<title>Economic infrastructure, inequality, and accessibility</title>
<p>The urban infrastructure carrying capacity of functional infrastructure (e.g., water, gas, or transportation-based infrastructure) has been evaluated by integrated approaches of mean&#x2013;variance analysis and coupling coordination degree (<xref ref-type="bibr" rid="ref78">Wang et al., 2020</xref>; <xref ref-type="bibr" rid="ref88">Zhou and Jiang, 2019</xref>), which aided in identifying cities that are fluctuating due to the dynamic nature of load and carrier indicators. In the case of the urban nexus of resources, identifying gaps in the interdependencies with their climatic, geopolitical, and socioeconomic drivers can help policymakers and stakeholders design policy via cost&#x2013;benefit&#x2013;risk trade-offs (<xref ref-type="bibr" rid="ref72">Valencia et al., 2022</xref>) (<xref ref-type="fig" rid="fig9">Figure 9</xref>).</p>
<fig position="float" id="fig9">
<label>Figure 9</label>
<caption>
<p>Conceptual visualization for economic infrastructure, inequality, and accessibility.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g009.tif"/>
</fig>
<p>Investments in global economic infrastructure, an important aspect of urban political economy (e.g., Industrial parks, Special Economic Zones, and Tourism facilities), can positively impact urban infrastructure carrying capacity performance as it stimulates urban economic growth. A study that surveyed 35 cities in China (<xref ref-type="bibr" rid="ref78">Wang et al., 2020</xref>) found that the performance increased &#x03BC;1 0.1435 in 2008 to 0.1832 in 2017 due to investment in infrastructure delivery with the latest technology and reinforcing urban infrastructure carriers to benefit urban resilience. However, embracing uncertainty for various possible futuristic scenarios, where the risk could be a cooperative and close scenario in the case of physical connectivity or a global&#x2013;local scenario in the case of digital connectivity (<xref ref-type="bibr" rid="ref45">Lyons et al., 2018</xref>; <xref ref-type="bibr" rid="ref25">Geremicca and Bilec, 2024</xref>), based on the lifestyle expressions of the people, &#x201C;whole system&#x201D; thinking is ideal for encouraging physical accessibility, spatial relatedness, and digital connectedness. The centripetal and centrifugal forces are not just affected by regulatory or market incentives to invest in urban ICT infrastructure; initiatives by policymakers to develop more collaborative consumption of resources can also lead to more socially resilient and environmentally sustainable solutions. UM studies have transitioned from the first intradisciplinary wave to the second wave focusing on integration; a third wave focusing on inclusivity and codesigning with communities is now emerging. Thus, adapting to the upcoming third wave of UM assessment as part of SDG 11 is similar to Amsterdam&#x2019;s Circular Strategy by Municipality of Amsterdam where there is active involvement of locals, as there is no tailor-made approach to analyze informal settlements.</p>
<p>The basic key infrastructure implementation agency and other regulatory guidelines must be seamlessly coordinated in developing nations. This means that physical accessibility and spatial relatedness must be achieved first. Indian cities typically grow horizontally compared to other cities. The SDG 11 indicators refer to the accessibility and affordability of housing and transport systems, with indicator 11.3 broadly focusing on sustainable urbanization. However, the &#x201C;sustainable urbanization&#x201D; scope in an urbanized area should also focus on the regeneration model (<xref ref-type="fig" rid="fig10">Figure 10</xref>).</p>
<fig position="float" id="fig10">
<label>Figure 10</label>
<caption>
<p>Built-form clusters are used to characterize urban growth patterns. Source: Reproduced from <xref ref-type="bibr" rid="ref9002">Mahendra and Seto (2019)</xref> under <ext-link xlink:href="https://creativecommons.org/licenses/by/4.0/" ext-link-type="uri">CC BY 4.0</ext-link> license.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g010.tif"/>
</fig>
<p>For example, the Metro rail system in India linked land value capture of the transport infrastructure finance framework with the Transit - Oriented Development (TOD) policy, thereby establishing sustainable urban growth centers integrated with robust transit systems. To attain comprehensive development, the policy allows for an increased Floor Area Ratio (FAR), consequently enabling vertical development. Other than Mumbai, the guideline value (reference value for land value) is not linked to property tax or development charges (an aspect of UPE, as regulations vary in different metro cities) to maintain nominal values (<xref ref-type="bibr" rid="ref3">Asian Development Bank, 2022</xref>) (<xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Taxes and charges linked to market value of land: Indian cities.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">City</th>
<th align="center" valign="top" rowspan="2">Development charge</th>
<th align="center" valign="top" rowspan="2">Property tax</th>
<th align="center" valign="top" colspan="3">Taxes or charges linked to market value of property</th>
</tr>
<tr>
<th align="center" valign="top">Additional FAR</th>
<th align="center" valign="top">Betterment levy</th>
<th align="center" valign="top">Stamp duty</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Ahmedabad</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle">Bengaluru</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle">Chennai</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle">Delhi</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle">Hyderabad</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle">Kochi</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">No</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle">Mumbai</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
<td align="center" valign="middle">Yes</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Source: Reproduced from <xref ref-type="bibr" rid="ref3">Asian Development Bank (2022)</xref> under <ext-link xlink:href="https://creativecommons.org/licenses/by/3.0/igo/" ext-link-type="uri">CC BY 3.0 IGO</ext-link> license.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec9">
<label>3.1.5</label>
<title>Resource consumption, governance, and health</title>
<p>Integrated analysis, such as material footprint with multi-regional input&#x2013;output, effectively accounts for the externalization of UM and required intervention in urban circular economic policies. When considering a degrowth perspective (<xref ref-type="bibr" rid="ref5">Bahers and Rosado, 2023</xref>), initiatives by Amsterdam&#x2019;s Circular Strategy, Municipality of Amsterdam, that focused on the regional value chain of food, construction, and textiles deal only with the resource stock, not with its downscaling (<xref ref-type="bibr" rid="ref14">Cui, 2022</xref>; <xref ref-type="bibr" rid="ref29">Henrysson et al., 2022</xref>; <xref ref-type="bibr" rid="ref44">Lucertini and Musco, 2020</xref>; <xref ref-type="bibr" rid="ref59">Savini, 2023</xref>; <xref ref-type="bibr" rid="ref77">Wang et al., 2022</xref>) (<xref ref-type="fig" rid="fig11">Figure 11</xref>).</p>
<fig position="float" id="fig11">
<label>Figure 11</label>
<caption>
<p>Conceptual visualization for resource consumption, governance, and health.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g011.tif"/>
</fig>
<p>In resource consumption from a global socioecological perspective, <xref ref-type="bibr" rid="ref21">Fr&#x00F3;es and Lasthein (2020)</xref> described that a healthy city recognizes and deals with the intricate interdependence of its various actors, allocating resources to maintain a constant, robust flow of its metabolism. The policy determines urban political economy from its recommended budgets for all planned urban development projects, which require urban prototypes and design spaces such as city labs to educate individuals about their resource needs and the implications of the general flow of commodities and transportation in cities.</p>
<p>Meanwhile, in the Indian UPE context, it is estimated that by 2025, the government wants to spend nearly 2.5% of the nation&#x2019;s GDP on public health. India&#x2019;s Foreign Direct Investment (FDI) regime in the pharmaceutical industry has undergone significant liberalization; under the automatic route, FDI is now permitted up to 100% in greenfield projects and 74% in brownfield projects. Currently, China is the source of up to 80% of India&#x2019;s Active Pharmaceutical Ingredients (APIs) imports. India&#x2019;s healthcare sector comprises hospitals supported by clinical trials, medical equipment and health insurance, medical tourism, and telemedicine. These market segments are expected to diversify with an aging population and penetrate more to the vulnerable sects of society. The policies via Aatmanirbhar Bharat Abhiyaan packages and SDGs for India include several short- and long-term health system advancements, such as Production-Linked Incentive schemes to increase domestic production of pharmaceuticals and medical equipment. A general policy framework only touches upon resource consumption; in contrast, it is necessary to focus on whether the resource use is inclusive and reaches the vulnerable sectors of society by considering the purchase disparity and accessibility of resources (<xref ref-type="fig" rid="fig12">Figures 12</xref>&#x2013;<xref ref-type="fig" rid="fig14">14</xref>).</p>
<fig position="float" id="fig12">
<label>Figure 12</label>
<caption>
<p>Literature on national-level urban metabolism infrastructure&#x2014;Indian context.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g012.tif"/>
</fig>
<fig position="float" id="fig13">
<label>Figure 13</label>
<caption>
<p>International standards on urban metabolism.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g013.tif"/>
</fig>
<fig position="float" id="fig14">
<label>Figure 14</label>
<caption>
<p>Literature on urban metabolism infrastructure.</p>
</caption>
<graphic xlink:href="frsc-07-1538006-g014.tif"/>
</fig>
</sec>
</sec>
<sec id="sec10">
<label>3.2</label>
<title>International urban metabolism standards</title>
<p>This section identifies literature on the assessment of metabolic status via city strategies, quality of city services, smartness, and sustainability, which are integral aspects of UM studies. It was found that although city assessment tools or standards related to smartness address social and economic aspects of sustainability, they rarely are related to environmental sustainability. Additionally, there is a dire need for framing assessment tools, especially for developing nations. Each study is examined to check if it addresses the following aspects that were found to be the limitations in the current policy framework and became the key targets to achieve sustainability, especially for developing nations: accessibility, social inequality, local scale, geographical inequality, diversity, green building, low-carbon city, sustainable development, and politicized production. Each factor assesses the decentralization of various sectors and the extent to which power is devolved to local planning authorities for a more sustainable and effective governance.</p>
<p><xref ref-type="bibr" rid="ref32">Janik et al. (2019)</xref> identified the following as the most comprehensive frameworks: (i) City Protocol is a comprehensive system that embraces city-centered concepts to efficiently deliver services and enhance the quality of life for its residents. (ii) CITYkeys&#x2014;developed as part of the EU project, the framework was designed for the H2020 program to foster smart cities, encompassing the monitoring and implementation of smart city initiatives. (iii) ITU-T Y.4903/L.1603&#x2014;city&#x2019;s performance assessment to achieve smart, sustainable goals (<xref ref-type="bibr" rid="ref32">Janik et al., 2019</xref>). While these standards acknowledge the diversity of its citizens, it is crucial to enhance the city&#x2019;s resilience by considering the diversity of its infrastructure, facilities, revenue generation, and investments. The following illustration exhibits the limitations of the current assessment tools (<xref ref-type="bibr" rid="ref1">Ahvenniemi and Huovila, 2021</xref>; <xref ref-type="bibr" rid="ref28">Hajduk and Jelonek, 2021</xref>; <xref ref-type="bibr" rid="ref32">Janik et al., 2019</xref>; <xref ref-type="bibr" rid="ref38">Ko and Chiu, 2020</xref>; <xref ref-type="bibr" rid="ref50">Ness and Xing, 2020</xref>; <xref ref-type="bibr" rid="ref64">Shmelev and Shmeleva, 2019</xref>).</p>
</sec>
<sec id="sec11">
<label>3.3</label>
<title>Urban metabolism infrastructure&#x2013;global context</title>
<p>This section reviews literature that addresses urban metabolic infrastructure systems. Studies have solely focused on resource demand for current and future scenarios, for example <xref ref-type="bibr" rid="ref54">Renouf et al. (2018)</xref> quantified the water performance of urban areas by overlaying land use data over hydrological flow partition factors. Ideally, to develop more resilient strategies, it is important to address the diversity of infrastructure availability and understand the geopolitical nature of resource distribution for decentralized governance (<xref ref-type="bibr" rid="ref6">Barrag&#x00E1;n-Escand&#x00F3;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref8">Baynes and Musango, 2018</xref>; <xref ref-type="bibr" rid="ref54">Renouf et al., 2018</xref>; <xref ref-type="bibr" rid="ref62">Serrao-Neumann et al., 2017</xref>; <xref ref-type="bibr" rid="ref84">Zasada et al., 2019</xref>; <xref ref-type="bibr" rid="ref57">Rusca et al., 2022</xref>; <xref ref-type="bibr" rid="ref66">Szmelter-Jarosz et al., 2020</xref>).</p>
</sec>
<sec id="sec12">
<label>3.4</label>
<title>Urban metabolism infrastructure&#x2013;Indian context</title>
<p>This section highlights literature on specific urban metabolic infrastructure systems in the Indian context, as a case study for developing nations. The studies analyze the geographic characteristics using multiple systems networks or networks in periurban areas. For example, <xref ref-type="bibr" rid="ref52">Paul (2020)</xref> identified geographic factors that influence the livability potential of the Kolkata Metropolitan area for an advanced, resilient approach, identifying the need to quantify system redundancy and robustness (<xref ref-type="bibr" rid="ref26">Ghosh et al., 2021</xref>; <xref ref-type="bibr" rid="ref65">Sukhwani et al., 2020</xref>; <xref ref-type="bibr" rid="ref52">Paul, 2020</xref>; <xref ref-type="bibr" rid="ref48">Mourya et al., 2021</xref>; <xref ref-type="bibr" rid="ref58">Sahana et al., 2018</xref>; <xref ref-type="bibr" rid="ref2">Allen et al., 2017</xref>; <xref ref-type="bibr" rid="ref27">Ghosh et al., 2019</xref>; <xref ref-type="bibr" rid="ref40">Lehmann, 2018</xref>; <xref ref-type="bibr" rid="ref46">McFarlane et al., 2017</xref>; <xref ref-type="bibr" rid="ref61">Sen et al., 2019</xref>). Hence, when the policy framework is designed, the regional-level institutional unit, along with SPV, is required to be considered to avoid issues regarding implementation-based regional disparity.</p>
<p>The gap found in the study has a wholesome approach to addressing the nine parameters that have not been considered for an efficient and sustainable implication for urban political economy-based policy framework from a bottom-up approach perspective. This can be largely found in the smartest city program, e.g., Pedestrian-friendly projects in Pune, Bengaluru, Chennai, Cochin, etc.</p>
</sec>
<sec id="sec13">
<label>3.5</label>
<title>Limitations</title>
<p>This study is limited to the Indian context as it adheres to the current on-ground practical implications for implementation as cities are dynamic, and with time, the same factors considered would become irrelevant for the study. Furthermore, exploration regarding the practical implementation of the devolution of power to local planning institutions is required. There are some advanced methods to review the urban metabolic profile using geospatial tools, such as GIS with a system dynamic approach, that can be integrated with the urban political economy of the study region for effective development of policy framework. More studies related to niched aspects of Urban Political Economy based Urban Metabolism studies are required to bring practical solutions.</p>
</sec>
</sec>
<sec id="sec14">
<label>4</label>
<title>Discussions and conclusion</title>
<p>UM studies provide a holistic view of the complex relationships and patterns of resource flows in addition to taking an accounting-based approach and are found to be an effective tool to take a deeper lens to address disparity at the regional level. In future, research scholars, urban planners, and other decision-makers need to work on finer spatial units and achieve multi-level metabolic networks wherein a multi-scale associative coupling is necessary for more integrated and efficient control of metabolism. For a sustainable transition, it is essential to find the potential of an emerging economy, as the global transition from agro- to industrial-based economies has affected material flow patterns. Additionally, enhancing the quality of life necessitates strategies targeting resource consumption, waste reduction, and management. Hence, the real challenge in developing a policy framework for sustainable urbanization is a seamless amalgamation between different stakeholders for practical implications, as the study is not limited to just the identification of metabolic infrastructure services but should also consider the underlying factors that influence them.</p>
<p>This article examines case studies that apply to planning practices and how a more sustainable approach can be taken to create resilient systems. It is noted that the same urban-based concerns at various scales have different impacts, entailing both resource-based and service-oriented analyses. Over time, new urban challenges can only be addressed by an advanced and multi-faceted approach to UM as a lens, where the goal is to achieve an ameliorated version of sustainable systems and find a center between sustainability and regional economic consciousness.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec15">
<title>Author contributions</title>
<p>RZ: Conceptualization, Formal analysis, Investigation, Methodology, Software, Visualization, Writing &#x2013; original draft. GM: Supervision, Validation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec16">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<ack>
<p>The researcher is awarded a scholarship by the AICTE Doctoral Fellowship with Reference no.: 22256191101/Ph.D/AR13 of Anna University, India, which is gratefully acknowledged.</p>
</ack>
<sec sec-type="COI-statement" id="sec17">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec18">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec19">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec20">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/frsc.2025.1538006/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/frsc.2025.1538006/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_1.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn id="fn0001"><p><sup>1</sup>LEADS evaluates international trade logistics across Indian states and UTs based on user and stakeholder perceptions. Additionally, it offers indicator-level evaluations of the performance on particular dimensions.</p></fn>
</fn-group>
<ref-list>
<title>References</title>
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