کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
987791 1481007 2016 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
How effective are heuristic solutions for electricity planning in developing countries
ترجمه فارسی عنوان
راه حل های ابتکاری برای برنامه ریزی برق در کشورهای در حال توسعه چگونه موثر هست
کلمات کلیدی
برق؛ الگوریتم؛ برنامه ریزی عدد صحیح مختلط؛ شبکه/خارج از شبکه. شبیه سازی مونت کارلو. پارشال و همکاران الگوریتم
موضوعات مرتبط
علوم انسانی و اجتماعی مدیریت، کسب و کار و حسابداری استراتژی و مدیریت استراتژیک
چکیده انگلیسی


• Heuristic algorithms have been proposed for universal electricity planning.
• By definition, there is no measure of their cost effectiveness.
• We introduce a globally optimal MINLP model to test heuristic solutions.
• We find that heuristic solutions are largely cost effective.
• The MINLP model introduced can be used for sub-regional electricity planning.

Heuristic algorithms have been widely used to provide computationally feasible means of exploring the cost effective balance between grid versus off grid sources for universal electrification in developing countries. By definition in such algorithms however, global optimality is not guaranteed. We present a computationally intensive but globally optimal mixed integer non-linear programming (MINLP) model for electricity planning and use it in a Monte Carlo simulation procedure to test the relative performance of a widely used heuristic algorithm due to [28]. We show that the overall difference in cost is typically small suggesting that the heuristic algorithm is generally cost effective in many situations. However we find that the relative performance of the heuristic algorithm deteriorates with increasing degree of spatial dispersion of unelectrified settlements, as well as increasing spatial remoteness of the settlements from the grid network, suggesting that the effectiveness of the heuristic algorithm is context specific. Further, we find that allocation of off grid sources in the heuristic algorithm solution is often significantly greater than in the MINLP model suggesting that heuristic methods can overstate the role of off-grid solutions in certain situations.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Socio-Economic Planning Sciences - Volume 55, September 2016, Pages 14–24
نویسندگان
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