Submitted:
27 August 2025
Posted:
28 August 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. The Critical Role of Local Regulation in the Renewables Energy Transition
2.1.1. Local Options for Regulating the Renewable Energy Transition
2.1.2. Land Use Approaches to Wind Development
2.2. Wind-Specific Regulation Characteristics
2.2.1. Spatial Context
2.2.2. Technical Specifications
2.3. Factors Driving Local Wind Regulation
2.3.1. Federal and State Policy Contexts
2.3.2. Biophysical Factors
2.3.3. Infrastructure Connectivity Factors
2.3.4. Community Socio-Economic Characteristics
2.3.5. Local Political Context
2.3.6. Planning Capacity
2.4. Conceptual Framework and Research Questions
2.5. Research Design and Methodology
2.5.1. Why Kansas
2.5.2. Primary Data Collection on County Wind Regulations
2.5.3. Creating the Kansas Energy Transition Atlas
2.5.4. Descriptive and Inferential Statistical Methods
3. Findings
3.1. Presence of Wind Installation Regulations
3.2. Characteristics of Wind Installation Regulations
3.3. Explaining Factors Shaping Wind Installation Regulations
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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| Category | Planning Standards | Frequency | |
| Technical | Structural Limitation | Height Limits | 8 |
| Minimum Blade Clearance | 15 | ||
| Nuisance* | Shadow Flicker Conditions | 21 | |
| Maximum Sound/Noise level | 20 | ||
| Spatial | Project Size Limitation | Property Line Setback | 27 |
| Road Setback | 34 | ||
| Structure Setback | 32 | ||
| Transmission Line Setback | 9 | ||
| Tower Density | 5 | ||
| Location Limitation | Minimum Lot Size in Acres | 1 | |
| Minimum Distance from Settlement in Miles | 6 | ||
| Environmental Consideration | 41 | ||
| Variable | estimate | std. error | t-statistic | p.value |
| (Intercept) | -13.3121 | 19.1215 | -0.6962 | 0.4863 |
| Population | 0.0003 | 0.0002 | 1.8896 | 0.0588 |
| Median Household Income | 0.0002 | 0.0001 | 2.8449 | 0.0044 |
| Population 25 and Over with a College Degree | -0.2107 | 0.1173 | -1.7963 | 0.0724 |
| Republican Voters Percentage | -0.0585 | 0.1061 | -0.5516 | 0.5812 |
| Oil Production | -0.0005 | 0.003 | -1.6879 | 0.0914 |
| Gas Production | -0.0055 | 0.0042 | -1.3048 | 0.1920 |
| Transmission Line Capacity | 0.1162 | 0.0487 | 2.3846 | 0.0171 |
| Wind Energy Potential | 1.6685 | 2.0290 | 0.8223 | 0.4109 |
| Planners Present | -1.9766 | 0.9054 | -2.1831 | 0.0290 |
| Urban-Rural Designation | -1.9214 | 1.7778 | -1.0808 | 0.2798 |
| Average Income Per Farm | -0.0340 | 0.0133 | -2.5509 | 0.0107 |
| Variable | estimate | std. error | t-statistic | p.value |
| (Intercept) | 4.8100 | 20.0700 | 0.2400 | 0.8106 |
| Population | -0.0171 | 0.0088 | -1.9480 | 0.0514 |
| Median Household Income | 0.2690 | 0.1119 | 2.4040 | 0.0162 |
| Population 25 and Over with a College Degree | -0.5132 | 0.2685 | -1.9110 | 0.0560 |
| Republican Voters Percentage | 0.1749 | 0.1049 | 1.6680 | 0.0954 |
| Oil Production | 0.0052 | 0.0027 | 1.8890 | 0.0589 |
| Gas Production | 0.0012 | 0.0053 | 0.2250 | 0.8218 |
| Transmission Line Capacity | 0.0750 | 0.0640 | 1.1720 | 0.2411 |
| Wind Energy Potential | -1.2460 | 2.5250 | -0.4930 | 0.6217 |
| Valuable Ecosystem | -0.0082 | 0.0030 | -2.7620 | 0.0058 |
| Planners Present | -4.6990 | 8.9810 | -0.5230 | 0.6001 |
| Urban-Rural Designation | -3.6740 | 1.6780 | -2.1900 | 0.0286 |
| Average Income Per Farm | -0.0001 | 0.0001 | -2.3690 | 0.0178 |
| b. Relationship without the environmental sensitive areas in Kansas replaced with ey environmental areas for each county | ||||
| Variable | estimate | std. error | t-statistic | p.value |
| (Intercept) | 0.2011 | 13.7000 | 0.0150 | 0.9883 |
| Population | -0.0037 | 0.0049 | -0.7480 | 0.4544 |
| Median Household Income | 0.0794 | 0.0400 | 1.9880 | 0.0468 |
| Population 25 and Over with a College Degree | -0.1473 | 0.1120 | -1.3150 | 0.1883 |
| Republican Voters Percentage | 0.0616 | 0.0504 | 1.2220 | 0.2217 |
| Oil Production | 0.0029 | 0.0024 | 1.2260 | 0.2201 |
| Gas Production | 0.0060 | 0.0037 | 1.6040 | 0.1088 |
| Transmission Line Capacity | -0.0059 | 0.0308 | -0.1910 | 0.8484 |
| Wind Energy Potential | -0.2520 | 1.8460 | -0.1370 | 0.8914 |
| Key Environmental Areas | 0.0001 | 0.0001 | -2.5660 | 0.0103 |
| Planners Present | -1.0130 | 1.2690 | -0.7980 | 0.4246 |
| Urban-Rural Designation | -1.2940 | 0.9669 | -1.3390 | 0.1807 |
| Average Income Per Farm | 0.0000 | 0.0001 | -1.2400 | 0.2149 |
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