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The evolution of smart grid initiatives is ushering a new era of energy generation, transmission, distribution, and customer interaction. It is also presenting a paradigm shift in the way utilities will need to develop and operate the communications infrastructure, which will be a critical foundational element for enabling smart grid functionality. We believe the evolution to tomorrow's smart grid will present a profound transformation in the way utility companies architect their communications infrastructure.
A Changing Power Grid Landscape
The challenge of upgrading aging energy infrastructure combined with the need to balance environmental concerns, peaks in energy demand, and related government mandates has utilities pursuing new energy initiatives, such as smart grid. We define the smart grid as one that uses information and communications infrastructure technology to manage grid information flows to make the power grid observable, controllable, automated, and integrated. Over the next five to ten years utilities are planning to rapidly overhaul grid infrastructure to adopt many smart grid applications. This growth will be driven by the need to meet government-stipulated deadlines (in the UK, Canada, and Australia, for example), and may be supported by the availability of government stimulus funds (as in the case of the United States).
The communications infrastructure component of the smart grid is critical, and the environment will be very different from what utilities have been used to for decades. Based on our experiences in working with utilities on smart grid designs and implementations, we see at least four trends emerging in the way the smart grid will be built, operated, and controlled. These trends include:
Shift from centralized to peer-to-peer control.
Utility communications infrastructure traditionally has been developed as star networks with centralized command and control. Smart grid communications will require more decentralization as command and control are distributed across the grid. This shift will require communications infrastructure that supports dynamic peer-to-peer communications.
Shift from centralized generation to distributed energy resources.
The growth of distributed energy sources, such as rooftop solar panels and wind turbines, is changing the traditional utility model. A mode is emerging where many much smaller energy sources are connected to distribution grids -- on a neighborhood or premise basis. As utilities revitalize their communications infrastructure, they need to incorporate management of large numbers of discrete, distributed energy sources.
Shift from few end points with little intelligence to many end points with large amounts of intelligence.
The penetration of smart end points into the power grid has raised new issues for utility communications infrastructure. In the new smart grid environment, utility telecommunications must reach out to new grid devices, and even into customer premises. Vast new volumes of data can be generated by new intelligent end point devices, presenting the utility with a trade-off decision in terms of bandwidth and latency versus cost. This trade-off must be thought of in the context of how much processing is done at the end points versus how much raw data must be carried by the telecommunications network. The trade-off between distributed intelligence and telecommunication network is just one of many issues for utilities to consider in the design of a smart grid.
Shift from low data volumes, often slow response time requirements to high data volumes, low latency requirements.
Smart grid communications systems must support several different data classes that have different behavioral characteristics. Operational data tends to be constant in volume and timing, and so it is fairly easy to understand in terms of bandwidth and latency requirements. Non-operational or telemetry-type data is similarly easy to understand, although the data volumes for a smart grid are much larger than for a traditional grid, something that is also true for smart grid operational data. A third class of data, asynchronous event messages, is generated by smart grid devices in reaction to grid physical events. As a result, these messages come in unpredictable bursts and floods that need to be transmitted and processed with very low latency. This data class has rather different communication performance requirements that need to be accounted for in the design of the smart grid communication system.
Communications Infrastructure Options
These emerging trends will drive new requirements to make smart grids and smart grid applications a reality. The move toward a smart grid will entail an in-depth evaluation of various deployment options related to communications infrastructure. Options include: 1) building and owning a network, 2) leasing a network from a telecoms carrier and 3) building and sharing a network with other utilities. In some cases, the utility will use a combination of leased, shared, and privately owned infrastructure. A high-level view of smart grid is shown in Figure 1.
Figure 1: High-level view of smart grid
In deciding on whether to build or lease a network, utilities will need to build economic models that detail the associated capital and operational expenditures for each option. In addition, utilities will need to assess the level of effort to operate and manage a network of this magnitude. The utility must also analyze the technologies and standards available to enable this critical layer of the end-to-end smart grid solution. Careful and simultaneous evaluation of these variables is needed to decide the direction the utility may want to take in its deployment strategy.
Building a Network: Building a new network that supports a smart grid is obviously a capital-intensive, complex, and multiyear project. Many utilities, nevertheless, are at a point where they need to refresh their networks or are looking to apply government stimulus money to launch smart grid investments.
A significant benefit of building one's own network is designing to meet one's specific operational and security requirements. Utilities can also manage the deployment so as to meet particular coverage requirements and have complete control over the traffic, especially during emergency situations. In addition, the network can also provide economies of scale by providing connectivity to the utility's mobile workforce, the technicians who are servicing the grid network, and the maintenance staff. The network also potentially can be used to support applications for services other than power, such as home area networks. The downsides of building a proprietary network include the high upfront capital costs and the need for experienced telecom people to run large data networks with extremely high reliability. In addition, the organization will need to keep up with rapid technology changes and provide frequent network upgrades.
Key considerations in building a network will be the current state of the utility's infrastructure, its reusability, and the availability of communications infrastructure assets. Technology decisions will need to be made, including what spectrum to use -- licensed or unlicensed -- and how much is needed. Figuring out an effective spectrum strategy is a good first step in determining a deployment strategy. We believe the degree of reliability, control, and security that a smart grid requires can be best achieved with licensed spectrum. A common view is that because licensed spectrum is owned, is private, and can be used for a single purpose, its users will not face interference, performance, or quality issues. However, not all radio frequency (RF) bands in the available RF spectrum are equal. For example, a band within the 700MHz range has far better coverage than, say, one in the 2GHz range. We believe that due to the associated costs and availability of spectrum, design strategies going forward will likely entail some hybrid combination of licensed and unlicensed spectrum.
After determining the spectrum strategy, a utility will need to analyze the available technologies in these bands. RF mesh in the 900 MHz band to date has been a common technology in the unlicensed space, but licensed spectrum opens several new options. For example, some utilities are considering deploying WiMAX for advanced meter initiatives (AMI); that is, a WiMAX modem is integrated within the smart meter. The network technology strategy will most likely involve a hybrid of technologies that includes multiple local and wide area wireless technologies, fixed line, and even microwave. The strategy may also include existing utility assets, leveraging right-of-way fiber lines a utility already owns, and potentially self-healing networks to support the infrastructure.
Design strategies should be based on careful analyses of cost advantages, technology road maps, and operational requirements including maintenance and support. They should also have at least a five-year perspective that includes enablement of smart grid capabilities at the appropriate time.
Leasing Network Services: While some utilities will build their own networks, others will not want to venture into the business of running large communications networks. These utilities may choose the option of leasing network services from a telecom carrier or a service provider. Many major carriers operate wireless broadband networks in addition to fixed-line networks. Some of these telecom carriers are also deploying "4G" wireless networks and aggressively building fiber coverage to the home. Depending on the carrier and the markets they operate in, some appear to have ample capacity as well as the capability to provide performance and quality-of-service guarantees to support smart grid applications. A utility would likely negotiate customized pricing schedules and service level agreements in this scenario.
The obvious advantages of leasing are bypassing the need to make a large, up-front capital investment, taking advantage of the excess capacity carriers have on their networks, and relying on their experienced operational staff. Telecom providers are also accustomed to adopting new waves of technology -- which change rapidly in the telecom space. In addition, with stiff competition among wireless carriers around the world and customer penetration reaching 90 percent and above in most regions, the carriers are keen on capitalizing new opportunities that can help grow their businesses. Machine-to-machine and smart-grid applications are attracting the attention of carriers. This environment bodes well for utilities as it enables access to new subscription pricing that is much more attractive and customized than pricing for traditional voice and data services.
The drawbacks of leasing from a carrier are around lack of control, perceived limitations on security, and sharing of infrastructure with other users with limited provisions for priority and quality of service. From a technology standpoint, connecting with a public carrier will entail developing integration links between the smart grid and a carrier's network. The utility will also be using a network that is shared by perhaps millions of public subscribers; issues such as priority and scale become critical requirements in this environment. Commercial cellular networks do not prioritize data traffic, which is a requirement for many smart grid use cases. Many utilities prefer direct control over all their communications networks.
In addition, utilities want assurance of general reliability and quality of communication service. In leasing from a carrier, utilities will be in less of a direct position to control and manage the quality of service or predictability and reliability of the network. To respond to these concerns, utilities will need to set up service level agreements (SLAs) with the carriers for prioritization of traffic, quality of service, and security in order to meet operational and regulatory requirements. To manage the risk that the carrier may lose coverage or connectivity, the solution may need redundancy or other measures to ensure minimal impact on the electric utility customer.
Building and Sharing a Network: Under this model, two or more utilities would partner to share a communications infrastructure with a carrier or another organization. This model could be an attractive option for utilities in second-tier cities and potentially for gas and electric providers, specifically for the last mile. Each utility would still be responsible for its customer premise network components such as the meters, but would share communications for the backhaul, the core network where traffic is aggregated, and the network operations center.
The advantages of a shared model are the economics -- spreading costs among two or more utilities and gaining economies of scale as more organizations join the network. Sharing could also be a faster-to-market route. Network management could be structured as a shared services center, enabling scarce or experienced talent to be shared. Building and running this network is a large undertaking that will require partnerships of varying scales. In the case of a greenfield, bottom-up build, the utilities can take a shared approach for scarce skill sets and resources that can spread the efforts and the risks across multiple parties in both the build and run stages.
The disadvantages that may arise include issues around control and priority of service, the handling of proprietary information and the governance and management challenges among multiple parties. In addition, as is the case in the build model, utilities will need to place a heavy emphasis on and commit resources to the maintenance and operations of the network. The learning curve will likely be very steep. In addition to service priority, there is the priority of network operations. In the case of a natural disaster or major outage, resources will have to be managed in the most effective manner possible to ensure an acceptable balance of response time for the sharing parties. Security also is greatly affected because utilities will have critical infrastructure at both the front and back end open to multiple parties.
The build and share option, while likely the most financially viable, will require the greatest level of collaboration on not only technologies but on operations. Utilities may have to make significant changes in operational models and business processes to use this approach.
Network Operations and Management
Regardless of the decision to build, share, or lease the network communications infrastructure in the smart grid, there is the business of operating and managing one's networks' applications and end devices. A utility will likely deploy millions of smart grid devices that will require specific levels of service assurance and telecommunications or service provider availability metrics, such as 99.999 percent availability. Network operation centers will either need to be built from the ground up or existing ones expanded and upgraded to handle the new and large number of devices and applications.
Such network operations centers will include engineering and technical support for all of the utility's sites (e.g., substations) as well as smart meters or any other connected devices. A framework will be needed to enable efficient operational support focused on service assurance for the millions of elements in the field. Frameworks such as the Enhanced Telecom Operations Map (eTOM) or Information Technology Infrastructure Library (ITIL) models used by telecommunications carriers could serve as the foundation for a smart grid service assurance framework. Figure 2 illustrates a model that can be customized for utilities, based on what telecommunications companies are doing today to guarantee service to their customers.
Figure 2. High-level communications layer service assurance framework
Whether the network is built, shared, or leased, the utility will have the responsibility of managing and maintaining its nodes and elements. Key to this process is the network operations center, or NOC. The NOC's primary role is to monitor the performance of various smart grid elements and supporting telecommunication network elements. Through an integrated toolset and processes, NOC staff can have an end-to-end view of the services carried over the network, and can quickly assess the impact of faults on customers, infrastructure, and operations. Besides the service assurance of the communications network solution, the NOC can also support deployment/commissioning activities by ensuring the newly commissioned elements and their status are visible in the network management dashboard applications.
Conclusion
For many utilities, the path to high performance in smart grid development will entail deploying new or revitalizing existing communications infrastructure. Utilities will need to plan their communications system by taking a holistic approach that considers an array of variables, including smart grid functional and performance requirements, network ownership and technology options, and network management approach. As the smart grid concept continues to develop, we advocate creating a comprehensive smart grid road map and requirements definition early on in the planning process with the full end in mind, not just meters. Unfortunately, the transformation to a smart grid in no way allows for a cookie-cutter approach to building the communication core. There will likely never be a shrink-wrapped, out-of-the-box smart grid communication solution because utilities vary greatly in both requirements and constraints, based on internal structure, geography, population demographics, local regulation, and economics. If the eventual goal is a smart grid, the key is to plan holistically today and with the big picture of tomorrow in mind.
For information on purchasing reprints of this article, contact Tim Tobeck ttobeck@energycentral.com. Copyright 2010 CyberTech, Inc.
This a sobering but welcome article on the critical importance of communications in smart grid applications. I say sobering because it is highly likely that all types of smart grid applications discussed in this article and elsewhere on this website are likely to be desired and implemented by most utility companies. The differences will be each application varying in scale and in introduction order between utility companies. The most understated point in the article is that as applications are added over time, they will demand higher bandwidths and lower latencies on a utility company’s smart grid network over time.
Perhaps the most demanding application would be the real-time pricing and the retail market reforms proposed in Len Gould's Independent Market for Every Utility Customer (IMEUC) detailed on this website. Such a futuristic model for electricity marketing and generator compensation would demand real-time internet-like characteristics of a smart grid's communication network.
Even if Len's IMEUC proposals were not implemented, the concept of utility companies communicating with residential customers' in-home devices in addition to the meters poses onerous cost issues in the communications network software and hardware. There are a myriad of consumer device concepts and communications functions that a smart grid could enable, including among others demand response functions, pre-paid billing functions, messaging the customer, targeted customer-specific billing incentive programs to encourage conservation and energy efficiencies, and simply collecting load profile data of individual customers.
Since the customer billing meter and AMI networks are critical elements in a smart grid network, reaching all the outmost points in a grid, it makes sense to define the meters as portals into a customer's in-home devices on a Home Area Network, the latter being a separate network from the smart grid network. It would be totally impractical for a Home Area Network (HAN) to be a part of the same smart grid network, so the meter is a logical interface gateway into a HAN.
Unless the meters have much more communications built into them at the factory, they (will also) have limited communications capabilities to in-home devices. It therefore also makes sense for the meters to communicate with only one standardized in-home device that forms a customer's gateway from their HAN to their meter.
The bigger problem for utility companies is that smart grid applications to communicate with in-home devices and customers will be among the highest costs to implement. Consider the huge volumes of data the smart grid and its computer systems and software will need to handle if all customers are participating in it eventually, and consider the additional customer support the utility company will need to add to handle typical consumers and their problems with new technologies in their homes. Let’s face it, utility companies are not normally providing customer support on the same scales as telephone or CATV companies typically do.
To lower these costs the meters must have standardized software protocols and hardware communication interfaces defined for accessing residential customer HANs. The HANs also need standards established defining a single gateway device that meters can talk to in each residence. Real-time in-home energy display devices would make a logical choice for the customer’s HAN-to-meter gateway device since it can be designed easily to communicate directly with a HAN or the customer directly. The original concept behind in-home energy displays was to serve as a real-time human-to-meter communication interface.
Without these standards established FIRST, smart grid applications for customer communications and in-home devices will be relegated to LAST on a utility company’s priority list unless the utility company has very deep pockets.
Mike Zhou 9.11.09
"The differences will be each application varying in scale and in introduction order between utility companies. The most understated point in the article is that as applications are added over time, they will demand higher bandwidths and lower latencies on a utility company’s smart grid network over time."
I want to point out that the financial industry has been working in this way for the last 20 years. There are mature middleware and integration technology, which could be used out-of-the-box to solve the problem.
Bob Amorosi 9.11.09
Mike,
I agree OTHER industries do a masterful job at keeping up with changes to demands on software and hardware performance. Change to technology is routine in many other industries including financial, and even consumers, but in our utility industry they resist frequent or constant changes. Their preference has always been to build their grid infrastructure and systems to meet their anticipated needs for many years out before changing it. This is because changes often require substantial sums of money to implement it across their entire grid to serve all customers, which in turn requires unpalatable rate increase approvals from regulators to pay for them.
Jeannette Douglas 9.13.09
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Alok Misra 9.16.09
First of all the main purpose of getting smart or making the customer smart is to provide him cheaper electricity and that too on an environmentally friendly regime rather than choking his infant son or daughter or wife with fumes like carbon di oxide sulpher di oxide and Nitrous compounds. The proof of all technology innovation lies in actually improving the operational life of society and I think that will decide whether we will have smart grid the way we have been talking. My perception is that we are midway to getting somewhere but not necessarily lower cost of energy.In fact I have a lurking suspicion that the energy cost may really go up because we have been looking at issues from the viewpoint of computer experts and networking engineers and not from the viewpoint of Energy experts. What exactly constitute the making of an energy expert?Where will you find him beside in It rooms?He is certainly not a part of this smart grid scenario and has been sidelined by big takers on IT etc.Time he is brought in fast. It is he who will control the cost of energy. Not networking or communication. True all this will help but are we funding enough of renewable projects or better projects on coal etc? Time to think!
Bob Amorosi 9.17.09
Alok,
I would be careful not to confuse what IT networking can do. It cannot by itself control energy costs, rather networks exactly like the internet in that they are used for digital communication between people and between machines like your desktop computer.
The REAL problem you are alluding to is that perhaps some people think IT will somehow save consumers from increasing energy costs. It's not IT by itself that will lower energy costs but rather how it is used, hopefully intelligently.
Renewable energy sources tend to be intermittent and branded as less reliable than conventional lower cost generator sources. Integrating more renewables into the grid requires more widespread and precise control of the grid. As more renewables come on line, the more random will the grid's pool of sources become. This will beg for increased automation of the grid to handle them, which is partly what smart grid is meant to handle. Whether it will handle them efficiently or not on a large scale remains to be seen in the future, but to handle them will require lots of electronic communications within the grid.
There are also the supposed customer benefits from some applications of smart grid, namely better education of consumers in handling Time-Of-Use energy billing (soon to be imposed on all of us through smart metering). Demand response is one of those ways to handle it, and automation of demand responses requires more digital communication with the grid.
Len Gould 9.20.09
Excellent discussion. Bob is most consistently on the mark, though others also make good contributions. Real-time markets supported by smart metering / grid systems are not the only tools needed to survive the approaching energy crises, but they are a critical component, as they enable greater proportions of intermittent supply to the grid as well as more efficient use of fuels in systems such as micro-CHP, which is already economical for new home builds and significant renovations IF the energy generated by the CHP systems were priced properly, as a smart real-time-market metering system such as IMEUC can provide.
Joseph Somsel 9.28.09
Let's talk about the potential savings to the customer.
First, of the total retail electric bill, about 75% is fixed for transmission, distribution, and administration. Only about 25 to 35% of retail cost is for generation.
Let's say that a typical swing between normal prices and peak prices is 2 to 1 - peak is twice normal.
That means that the residential customer's bill might vary only about 12% or so if he were particularly vigilant with moving his consumption off-peak. If instead he found that his usage patterns met his needs as-is, he wouldn't see much savings at all. In fact, it should increase as the costs of this new infrastructure was embedded in his bill - as a fixed cost.
Sorry, but I don't see much need for this and little pay-off to the average customer.
Who then, benefits?
Bob Amorosi 9.29.09
Joseph,
Your cost breakdown of total retail electric bill is probably correct for many places in North America but not here in Ontario. The savings would be higher in Ontario because our regulated energy billing rates are about 50% of our total utility bills. TOU rates will have roughly a 2 to 1 peak- to-off-peak ratio so our savings could approach 25% for aggressive load shifting. Also, these savings could go much higher if regulators moved towards much greater peak-to-off-peak ratios to reflect more closely real time rates generators are paid.
Initially Ontario's regulators are setting the ratio at only 2 to 1 because under their planned hourly TOU rate schedules, studies have shown most customers would see no change in their total bills on average if they practiced no load shifting at all i.e. it will initially be roughly revenue neutral for most customers who do nothing. What this will do however is set everyone up for the government to say OK if you now practice load shifting your bills will decrease accordingly, especially if regulators over time gradually increase the ratio so that it is no longer roughly revenue neutral as a means to increase total revenue collected. Many skeptics in the public think the latter is the real goal behind TOU rates in the first place. In other words, TOU rates provide a convenient way for rates to skyrocket where any irate public backlash can be addressed by telling you to simply load shift to mitigate the pain on our pocket books.
Joseph Somsel 9.29.09
Bob,
I've always doubted that most residential customers would see ANY savings from a move to TOU rates.
In fact, traditional families with stay-at-home mothers with children would be hurt with increased bills while singles and DINKs might see a decline.
Bob Amorosi 9.29.09
Joseph,
You're absolutely right in that some segments of the population like stay-at-home mothers will suffer because they cannot that easily load shift under TOU rates. Consider retired seniors too with health problems. Are they going to be able to shut down their air conditioners or shut off their lights and appliances so easily? Likely not. It will be up to governments to redistribute tax revenues to compensate some customers, or there will surely be a huge political backlash coming.
You are also correct in that adding smart meter infrastructure will add costs that will ultimately show up on our utility bills. Ontario and some US states are planning on adding a fixed smart-meter charge to every monthly bill to pay for them. I was once told by a utility executive that in Ontario it might come in at $5.00 to $7.00 added to every bi-monthly bill, or $2.50 to $3.50 per month, depending on your particular utility company's size. The amount must be approved by the regulators, intended to pay back the cost of the meter infrastructure over 15 years. But being electronic meters their field life expectancy on average might only be 10 years, and likely less if they must roll trucks to replace obsolete meter technology as the technology changes over time. So guess what, that added meter charge on our bills will be permanent.
So if you combine all the other looming costs being dumped on our utility companies like smart grid technology, adding lots of renewable source intermittent generators, and the demands imposed by widespread Plug-in-Hybrid-Electric-Vehicles soon, everyone's utility bills are going to increase for many years ahead, probably significantly faster than inflation. Total reduced consumption measures from practicing more conservation and energy efficiency, and practicing more load shifting under TOU rates will be sold to the public as the only ways for individual customers to slow down those increases and make them less painful. The only way to avoid the pain will be implementing your own on-site micro-generator to become more independent of the grid, including selling power back to the grid to recover its initial cost.
Bob Amorosi 9.29.09
Joseph, Some believe, including a few authors on this website such as Elisa Wood and Lisa Cohn, that energy efficiency (EE) upgrades pose the greatest hope for the future, and could become a bigger trend than anything else we have seen or heard yet in the use of electricity. In spite of all the added technology to the grid and adoption of renewable energy sources, forcing greater energy efficiency on consumers will lead to the greatest total reduced consumption.
Witness the forced ban on incandescent light bulbs, plus the Energy Star ratings program foisted on consumer appliances, and soon many other consumer products will be legislated to use less energy. California just last week announced it will be imposing new higher efficiency targets for all large-screen televisions sold in the US within the next few years.
Imposed EE targets are having a profound impact on my industry, for it is in the electronics industry that these efficiency goals are being fervently pursued in design, and in many cases being achieved progressively year after year. Any new design nowadays involves consideration of reducing power consumption in any way possible, as I can attest being a product designer myself.
Joseph Somsel 9.29.09
BTW, I don't own a flat screen TV and my stereo's electronics are primarily tubes. Not much to gain when you're running KT88s or 7591s.
The effort to reduce the consumption at the component level would only mitigate the explosion of new devices. Now, if I can just get my daughter to turn off the WII before she goes to bed!
I've already heard one serious senatorial candidate for California (Chuck DeVore) make the political argument that TOU rates will hurt families disproportionately. I think it has traction. I expect Steve Poisner to be receptive too - he's running for governor.
Bob Amorosi 9.29.09
Joseph,
I would agree with you that more efficient electronic components has in the past tended only to fuel the electronics industry to develop an even greater number of products. For consumer products however the electronics industry thrives today in part on consumers replacing old products with newer more efficient generations i.e. new cell phones, new computers, and new stereos (in spite of those like yourself who hang on to antiques :)). While these sorts of products are pure electronic ones, there is also a continuously growing infiltration of embedded electronics inside other non-electronic consumer products. You would probably be amazed today how many embedded micro-computer chips are found inside hand power tools, all home appliances, electric motors of all kinds, and of course automobiles. One of the growing trends for these sorts of applications of electronics is to use smart embedded software to manage energy used by the product to make it more efficient.
BTW a smart meter is essentially an all electronic product. Besides enabling TOU rates they will make utility companies adopt greater efficiencies too. Among other functions most have the capability to monitor power quality, report power outages and enable locating them faster, and can eliminate truck rolls to customer sites to disconnect service when equipped with optional disconnect (remotely-controlled) switches to cut off delinquent customers behind on their bill payments.
Len Gould 9.30.09
Your contention that eg. stay-at-home mothers would suffer with realtime market rates is based on some projection of present circumstances into the future. eg. if that homemaker family has a PHEV auto, an Icebear A/C unit and a N Gas microgenerator supplying hot water and pool heating, then they're going to benefit from realtime market rates more than their unaware DINK neighbours. At least until the customer demand curve goes completely flat and generating companies use high-efficiency baseload units full-time to supply the market, at which point all customers benefit.
Bob Amorosi 9.30.09
Alternatively even the potential to buy electricity from the generator of one's choice under Len's proposed IMEUC market reform proposals (detailed on this website) would also be of major interest to stay-at-home mothers.
If say one was planning on gong shopping later in the day and had to recharge a PHEV to do so, one could just spend a few minutes or less shopping on-line from a home computer for the lowest priced generator at that moment, or the times of the day when real-time prices were forecast to be lower, and then plug in the car at the appropriate or closest suitable time.