development issues, assures that the General Plan is implemented by reviewing development applications on a case-by-case basis, and functions as the decision-making . Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Policy 88, 6474. To obtain volume10, Articlenumber:12721 (2020) 33, 12021222. Coast. Sci. It is apparent that among all of these land use type, the change of construction land is the best explanatory variable for revealing the trend of economic development in the study area. Earth Sci. Am. Doll, C. N. H., Muller, J. P. & Elvidge, C. D. Night-time imagery as a tool for global mapping of socioeconomic parameters and greenhouse gas emissions. Figures created in MATLAB R2018a of the MathWorks, Inc. (www.mathworks.com). Eleven economic indicesGDP, VPI, VSI, VTI, PGDP, FAI, TTI, GIOV, GAOV, GPOV and GFOVwere incorporated in linear, quadratic-term, power and exponential models. https://doi.org/10.1016/j.landusepol.2018.05.031 (2018). https://doi.org/10.1007/s12145-019-00378-z (2020). Rep. 8, 16261. https://doi.org/10.1038/s41598-018-34162-8 (2018). & Chen, Q. PubMed Central https://doi.org/10.1109/LGRS.2019.2915315 (2020). This includes processing of land use and development applications for review by the City Council or Planning Commission. 236, 111510. https://doi.org/10.1016/j.rse.2019.111510 (2020). This study proposes a method to analyse regional economic situations based on the LUCC dynamics derived from remotely-sensed image. 22, 792801. Through the strategic planning process, the City has been able to create a blueprint for the future and develop a plan to accomplish its determined direction. Parsa, V. A. 101, 137144. 66, 322334. The Citys weekly economic development eNewsletter provides timely information, resources, programs, and updates to help businesses thrive! 47, 19992008. https://doi.org/10.1080/17538947.2013.822026 (2014). For VSI and GIOV, linear models have the highest precision. A powerful implementation of economic activity monitoring research is remotely-sensed image, which provide an up-to-date and realistic presentation of the Earths surface. Generally, satellite remote-sensing missions are originally designed to monitor the physical environment of the Earth, for which the mapping of LUCC information is one of the most important applications39,40. Thus, construction land was selected as the sensitivity factor for the single-factor quantitative model. https://doi.org/10.1016/j.landurbplan.2012.02.013 (2012). Land Use Policy 77, 107115. Reliable estimation of IUU fishing catch amounts in the northwestern Pacific adjacent to the Japanese EEZ: potential for usage of satellite remote sensing images. A two-level fusion for building irregularity detection in post-disaster VHR oblique images. & Garg, B. L. Comparative evaluation of vertical accuracy of elevated points with ground control points from ASTERDEM and SRTMDEM with respect to CARTOSAT-1DEM. These resources will support businesses with challenges such as lay-off aversion, loans, utility reduction programs, and community resources mapping. Using Landsat and nighttime lights for supervised pixel-based image classification of urban land cover. 6, 6985. It is well documented that the relationship between economic growth and LUCC information is not a one-way effect, but rather a complex relationship of interactions44,45. CDTFA - CA Department of Tax and Fee Administration. https://doi.org/10.1016/j.apgeog.2018.03.016 (2018). Lett. View the upcoming workshop schedule. IEEE Geosci. For the model validation data, the independent variable was inserted into the regression model to obtain the estimated value, which was then compared with the actual value. Remote Sens. The study area has obvious characteristics of LUCC information over the past few decades. Since 1972, 8 satellites have been launched, of which the Landsat 6 satellite failed to transmit. World energy consumption pattern as revealed by DMSP-OLS nighttime light imagery. Challenges for land system science. Environ. Then, based on features such as the spectral and spatial resolutions of the image, the training samples were selected and the maximum likelihood classification (MLC) algorithm in supervised classification was carried out in order to obtain the land use types and their associated areal coverage within the study area. https://doi.org/10.1080/10106049.2016.1265594 (2018). https://doi.org/10.1016/j.scib.2019.12.007 (2020). https://doi.org/10.1007/s11442-010-0483-4 (2010). & Chen, D. M. Remote sensing technology for mapping and monitoring land-cover and land-use change. Kakooei, M. & Baleghi, Y. Sign up for the Nature Briefing newsletter what matters in science, free to your inbox daily. Remote Sens. Appl. 33, 375396. The relative error (RE) is the ratio of the absolute error to the actual value, which can reflect the deviation of the model prediction from the actual value. Pursuant to the 2023 iteration of the Laguna Niguel Strategic Plan, Goal #5: Economic and Community Development, Strategy 3, a comprehensive update of the City's General Plan is identified as an action item to be completed between Fiscal Years 2021-2025. https://doi.org/10.1007/s12145-019-00383-2 (2020). The rehabilitation of the aging infrastructure is critical to the protection of the local coastal environment. Xie, Y. 'WtY`}:+_Xs93ri$8IzV13{1fj'rV;F}E99! Classification maps of the 11years examined in this study. Given the limitations and constraints in the acquisition and selection of proper images, Landsat satellite images were used to derive the LUCC information in the study area. https://doi.org/10.1080/01431161.2013.820365 (2013). & Tan, A. H. Construction and application of knowledge decision tree after a disaster for water body information extraction from remote sensing images. Model. On the other hand, the variation process of land use and land cover has significant impacts on economy. https://doi.org/10.1016/S0305-9006(03)00066-7 (2004). https://doi.org/10.1080/10106049.2017.1343390 (2018). For the Landsat TM images, only the 6 reflective bands with 30-m spatial resolution were used for further data analysis, while the thermal infrared (TIR) band with a coarse spatial resolution of 120m was excluded. Subscribe Today: http://cityoflagunaniguel.org/1250/Business-News. 20, 483494. Environ. An exceptional standard of living, dedicated volunteers and a priority on public safety make Laguna Ivajni, D. & Devetak, D. GIS-based modelling reveals the fate of antlion habitats in the Deliblato Sands. Link to page; Economic Development Link to page; Grading 12, 553563. After assessing your unique business issues, SCE proposes a package of available incentives, tools and programs to reduce your operating costs and help make your business more competitive. 1) was divided into 4 steps: (1) LUCC information extraction (in LUCC information extraction section), (2) sensitivity factor selection (in Sensitivity factor selection section), (3) model construction (in Model construction section) and (4) accuracy evaluation (in Accuracy evaluation section). As an important means of earth observation, remote-sensing technology can obtain the information of land use and land cover change (LUCC) related to economic activities. 1. Serra, P., Pons, X. The spatial matching of remotely-sensed image and statistical data is also one of the influential factors which is currently not perfect and requires further improvement in future studies. Geocarto Int. Second, correlation analysis is applied to select the optimal indicators of economic situations (described by various economic statistical indices) from the LUCC indicators. Bull. Therefore, the land category that is most relevant to the economic statistical index must be selected as sensitive factor to construct the model for estimating socioeconomic situations. In this paper, a comprehensive analysis method for analysis of regional economic situation was enriched using remote-sensing technology. Additionally, the information is not updated frequently and is difficult to access3,4. ADS Collectively, these work items will serve as the foundation for the balance of the Update process. Internet Explorer). Remote Sens. Earth Sci. The monitoring of economic activities is of great significance for understanding regional economic development level and policymaking. The formula is as follows: where ye and ya are the model estimated value and the actual value, respectively, and n is the number of the actual value. & Du, Q. Lateral-slice sparse tensor robust principal component analysis for hyperspectral image classification. Papua New Guinea has been facing fiscal problems since the end of its economic boom almost a decade ago, with large deficits, increasing debt, falling revenue, and a rapidly growing salary bill. >oxWw>agux((MwfuC|Bb= a-EpH}:hH}[HqxR0T @3F#rM@oWbHM48 z+SL ) The relevance varies, but it is obvious that each economic index is significantly correlated with construction land area; indeed, the coefficients have the highest values among all the land use types. Energy Policy 38, 47564764. https://doi.org/10.1046/j.1365-2249.2000.01137.x (1991). https://doi.org/10.1038/scientificamerican0778-86 (1978). May 17, 2023 Laguna Niguel City Center Mixed Use Project For this reason, the land development intensity of the islands varies greatly and the core zones of the city are located on the islands with larger areas. https://doi.org/10.1016/j.isprsjprs.2014.12.009 (2015). 41, 509527. Location map of the study area. Rep. 10, 13771398. Remote Sens. Mayor: In Laguna Niguel, economic development is our business June 4, 2018 at 5:19 p.m. Laguna Niguel is known for being one of the top residential communities in the state and nation. 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Zhoushan has abundant marine economic resources and is well known for marine fishery, tourism, international shipping and shipbuilding industries58. https://doi.org/10.1016/j.rse.2012.04.018 (2012). Raupach, M. R., Rayner, P. J. 5, 828. Sci. Business Resources. Therefore, this paper suggests that LUCC could be utilised as an explanatory indicator for estimating economic development at the regional level, and the potential applications of remotely-sensed image in economic activity monitoring are worth pursuing. For most of the economic indices, including VPI, VTI, PGDP, TTI, GAOV and GPOV, the quadratic-term models have higher precision than other models. There is good performance in modelling the economic statistics when the area of construction land is selected as the sensitivity factor. Phase 2 of the Update includes community outreach and preparation of the updated General Plan document, Program Environmental Impact Report (PEIR), and associated technical documents. https://doi.org/10.1080/014311697218485 (1997). 4. %PDF-1.5 % Weekly Email Newsletter. Geogr. 71, 22452255. To learn more about the recruitment process, vacancies, and qualifications, please CLICK HERE. Int. https://doi.org/10.1109/MGRS.2018.2852804 (2018). 5, the prediction errors of GDP, VTI and PGDP are less than 10%, indicating that these 3 economic indices are quite well estimated by the best-fitting models. The overall workflow (Fig. 28, 100626. https://doi.org/10.1016/j.rsma.2019.100626 (2019). New Laguna Niguel City Center to include apartments, retail and state-of-the-art library New development with high-end restaurants, a town green, apartments, retail, and a library will create. In 2011, the Zhoushan Archipelago New District was established. Lett. The City of Laguna Niguel works proactively to support its local businesses during the pandemic and well beyond. Chen, C., Fu, J. Q., Zhang, S. & Zhao, X. Coastline information extraction based on the tasseled cap transformation of Landsat-8 OLI images. The City's Comprehensive General Plan Update process includes a two-phased approach. 28, 189209. 61, 301325. 124, 99107. The Orange County SBDC's services include training, access to resources, and no-charge, one-on-one, confidential consulting covering business development, operations, marketing, financing, and government and corporate contracting. GISci. Developing Laguna Niguel's first-ever Strategic Plan marks a major milestone for the community as a whole. Remote sensing of human beingsa perspective from nighttime light. Laguna Niguel City Hall30111 Crown Valley ParkwayLaguna Niguel, CA 92677, HoursMonday - Friday: 8am to 5pmMore contact info . Balzs, B., Br, T., Dyke, G., Singh, S. K. & Szab, S. Extracting water-related features using reflectance data and principal component analysis of Landsat images.