Laboratoire des Sciences du Climat et de l'Environnement (LSCE), IPSL, CEA/CNRS/UVSQ, Université Paris-Saclay, Gif-sur-Yvette, France; ATOS, River Ouest, Bezons, Cedex, 95877, France.
Laboratoire des Sciences du Climat et de l'Environnement (LSCE), IPSL, CEA/CNRS/UVSQ, Université Paris-Saclay, Gif-sur-Yvette, France; Earth System Division, National Institute for Environmental Studies (NIES), Tsukuba, Japan.
J Environ Manage. 2023 Nov 1;345:118799. doi: 10.1016/j.jenvman.2023.118799. Epub 2023 Sep 9.
The impact of climate change on power demand in Japan and its related CO emissions is a matter of concern for the Japanese authorities and power companies as it may have consequences on the power grid, but is also of global importance as Japan is a significant contributor to global greenhouse gas emissions. In this study, we trained random forest models against daily power data in ten Japanese regions and for different types of power generation to project changes in future power production and its carbon intensity. We used climate variables, heat stress indices, and one variable for the level of human activities. We then used the models trained from the present-day period to estimate the future power demand, carbon intensity, and pertaining CO emissions over the period 2020-2100 under three Shared Socioeconomic Pathways (SSPs) scenarios (SSP126, SSP370, and SSP585). The impact of climate change on CO emissions via power generation shows seasonal and regional disparities. In cold regions, a decrease in power demand during winter under future warming leads to an overall decrease in power demand over the year. In contrast, the decrease in winter power demand in hot regions can be overcompensated by an increase in summer power demand due to more frequent hot days, resulting in an overall annual increase. From our regional models, power demand is projected to increase the most in most Japanese regions in May, June, September, and October rather than in the middle of summer, as found in previous studies. This increase could result in regular power outages during those months as the power grid could become particularly tense. Overall, we observed that power demand in regions with extreme climates is more sensitive to global warming than in temperate regions. The impact of climate change on power demand induces a net annual decrease in CO emissions in all regions except for Okinawa, in which power demand strongly increases during the summer, resulting in a net annual increase in CO emissions. However, climate change's impact on carbon intensity may reverse the trend in some regions (Shikoku, Tohoku). Additionally, we assessed the relative impacts of socioeconomic factors such as population, GDP, and environmental policies on CO emissions. When combined with these factors, we found that the climate change effect is more important than when considered individually and significantly impacts total CO emissions under SSP585. The contrasting results observed in the warm and cold regions of Japan can offer valuable insight into the potential future variations in energy demand and resulting CO emissions on a global scale.
气候变化对日本电力需求及其相关 CO2 排放的影响是日本当局和电力公司关注的问题,因为这可能对电网产生影响,但也具有全球重要性,因为日本是全球温室气体排放的重要贡献者。在这项研究中,我们针对日本十个地区的不同类型的电力生成,针对每日电力数据训练了随机森林模型,以预测未来电力生产及其碳强度的变化。我们使用了气候变量、热应激指数和一个人类活动水平变量。然后,我们使用当前时期训练的模型来估计 2020-2100 年期间在三种共享社会经济路径(SSP)情景(SSP126、SSP370 和 SSP585)下未来电力需求、碳强度和相关 CO2 排放。气候变化对发电 CO2 排放的影响存在季节性和区域性差异。在寒冷地区,未来变暖期间冬季电力需求的下降导致全年电力需求的总体下降。相比之下,炎热地区冬季电力需求的下降可能会因更多炎热天气导致夏季电力需求的增加而得到补偿,从而导致全年电力需求的总体增加。从我们的区域模型中可以看出,在日本大多数地区,5 月、6 月、9 月和 10 月的电力需求预计会增加最多,而不是像以前的研究那样在夏季中期增加。由于电网可能会变得特别紧张,因此这些月份可能会导致定期停电。总的来说,我们观察到,极端气候地区的电力需求对全球变暖的敏感性高于温带地区。气候变化对电力需求的影响导致除冲绳以外所有地区的 CO2 排放净年减少,在冲绳,夏季电力需求强劲增加,导致 CO2 排放净年增加。然而,气候变化对碳强度的影响可能会使一些地区(四国、东北地区)的趋势发生逆转。此外,我们评估了人口、国内生产总值和环境政策等社会经济因素对 CO2 排放的相对影响。当与这些因素结合使用时,我们发现气候变化的影响比单独考虑时更为重要,并且在 SSP585 下对总 CO2 排放有重大影响。在日本温暖和寒冷地区观察到的相反结果可以为全球范围内能源需求的潜在未来变化及其导致的 CO2 排放提供有价值的见解。