Page 80 - A Comprehensive Guide to Solar Energy Systems
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Chapter 4 • Solar Power in the USA—Status and Outlook   75



                 producing, often causing oversupply. Cycling of power plants causes large thermal losses,
                 a slight increase in emissions, and the potential for mechanical failures, reducing plant
                 life. In October 2016, the Federal Energy regulatory Commission approved CAISO’s “flex-
                 ible ramping product” that increases the ramp rate, or speed, of power plants to start and
                 stop production. In this market mechanism, the ISO pays generators to remain off during
                 high periods of solar production to compensate for lost revenue. As such, CAISO shifts
                 costs to those necessitating flexibility [42].
                   Spotlight on Data-Driven Valuation: In addition to NrEl’s suite of modeling software,
                 the valuation of solar and grid modeling requires sophisticated analytical tools. One ex-
                 ample of such tools is Greenlink’s ATHENIA, which can generate hourly and daily gen-
                 eration scenarios of solar in regional service territories, quantify existing generation and
                 assess the potential for future growth. The software is designed for informing state and
                 city policymaking through determining the social, health, and environmental benefits of
                 distributed solar energy generation [43].
                   Other emerging modeling and forecasting techniques incorporate the use of stochastic
                 modeling and Unit Commitment and Economic Dispatch models based on General Alge-
                 braic modeling System (GAmS) [44]. These methodologies are able to incorporate numerous
                 variables to anticipate, among other issues, the financial value of solar to the grid and system
                 upgrade requirements. Ongoing r&D in this area involves system-specific analyses to iden-
                 tify the optimal combination of technology, grid infrastructure, and operational challenges
                 beyond 30% variable rE, the point at which significantly greater investment will be required.

                 4.4.3  System Upgrades

                 As PV comprises an increasing share of US generation, the physical infrastructure of
                 the grid will need to be upgraded. A partnership between the DOE and 13 National
                 laboratories, the Grid modernization laboratory Consortium is working to equip the
                 grid with the technology needed to meet the increase in clean energy and distributed
                 generation [45].
                   Concerns abound that increased renewable penetration will result in system inter-
                 ruptions. The US, however, would benefit from examining the experience of Denmark
                 and Germany, both of which experienced less power outages per recent years than
                 the US and have four and two times the percentage of renewable energy on their grid
                 (Fig. 4.25) [46].
                   Nonetheless the increased penetration of renewable energy will require transmission
                 system upgrades. large “utility-friendly” power plant technologies are being introduced
                 [47] but constraints in small systems remain; these include the need for bidirectional pow-
                 er flow, and inverter electronics that better synchronize with the grid. Bidirectional power
                 flow is required for grid-tie PV systems that export excess energy to the grid. Inverter elec-
                 tronics refer to PV inverter’s short circuit current capacity and ability to harmonize to the
                 frequency and voltage of the grid.
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