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You can't convert the kWh to W, that's not how it works. The amount of sunlight is highly variable during the day and the way the sunslight gets converted into usable energy differs a lot depending on the installation.
Normally those calculators assume you can connect the solar installation to the grid and use the grid as a buffer. So when there is sun and you're not using it, you deliver the power back to the grid. And when there is no sun, you get your power from the grid. When there is a little sun, or you're using a lot, you use some energy from the solar panels and some from the grid.
It starts getting complicated depending on how your local grid works. Often supplying back energy to the grid means the power provider credits you a certain amount. Depending on your contract, this might be a day price or even hourly. Or it may be a fixed price. This often means you pay a lot more using power from the grid then you get back pushing power back into the grid. So you need to think more in terms of money and using the energy in a way that's cheapest.
If you are thinking about an off grid installation, the amount of power is almost always dependent on your equipment and not so much the solar panels. For example you can charge up a large bank of batteries from the sun during say a week. Then when fully charged, you can draw huge amounts of power from them till the bank is empty. But depending on the batteries used and the inverter used to convert DC into AC, the amount of amps it can push can be limited.
When thinking of something simple like a use case where you directly use the DC from the solar panel, the panel specs always include the Wp value. You can use that to calculate the exact amount depending on your location, time of day and angle of the panel. Weather services these days also include a watt per square meter of solar energy for different locations, which is useful. And keep in mind it only works when it's sunny, with clouds the output drops a lot.
I've seen huge swings in my pv installation year on year. So it isn't a sure thing how much energy you get from the sun.
You all explain how a classic solar panel installation works which is, as stated, not the information I'm looking for.
To convert kWh to watts you divide by time. That is how it works. 1 watt for 3600 seconds is a kWh. 1 kWh collected during 3600 seconds averages out to 1 watt.
The k means 1000, 1 kW is 1000 Watts, 1 kWh is 1000 watt hours. Etc.
This is basic stuff people.
Edit: internet at its finest, downvots the correct information.
You aren't posting correct information, you are making assumptions that are unwarranted and therefor claim stuff that simply isn't true. Most things aren't true or false in an absolute way when it comes to complex systems, they are only true under specific conditions or when taking into account certain assumptions. Often it's easy to generalize and handwave away small details, because they don't matter for the end result we are going for. But you then can't say this is a fact and works in all cases, sometimes the details matter a lot.
When it comes to solar installations, those are very complex things. That's why you only find the resources you found, they are meant to convey a specific understanding of a complex system as it applies to the general audience. For example how many panels should I get, or how much money will I save on my energy bill if I get solar. If you go into the nitty gritty of solar installations it gets complex super fast and small details can matter a whole lot.
For example I have a micro-inverter system where each inverter doesn't take full advantage of the capabilities of my panels. However due to my location and the angle of my panels, the panels don't reach that peak capability for almost all of the year. Maybe in perfect conditions on a couple of days a year in the middle of the day, I go over the peak. I could change the angle, but that means more ballast is required for the bigger wind profile, which means I need a structural calculation done which costs money. So I opted to go for cheaper inverters, saving something like $300 on the whole installation, but that means I miss out on about $100 over the lifetime of the system in generated energy. Since that's a nett positive of $200, that's what I went with. I could have optimized a bit more to make use of the low-end of the solar output better if I went with a single inverter system instead of the micro-inverters, but that means a large device in a place that was inconvenient and the pricing calculation was tight.
The reason you aren't getting a straight answer is because it appears to be a XY problem situation (https://en.wikipedia.org/wiki/XY_problem). You are asking for something that doesn't really make a lot of sense to ask. So it's likely you are actually trying to figure out something else, have come to the conclusion this is the information you need and thus asked the question. However that conclusion probably wasn't correct, as the question doesn't make sense. So it would be really helpful if you ask the initial question you are trying to figure out and let people help with that instead.
When talking solar it would also really help if you state where about you are located on the planet and if you feel like sharing which country, as each country has very different ways of structuring the pricing of energy and that matters a lot when it comes to solar.
As posted below:
Just FYI I'mnot looking for a classic solar installation.
You all seems to base your answers on that, so obviously communication gets complicated.
I needed ballpark numbers for robotics and battery size calculations, napkin figures, to get somewhere to start off of.
I got my answer, as I edited in in the question.
Thanks BTW and sorry if you spent a lot of time trying to help me, I have definitely learned enough to set up solar panels at home on top of it all.
Alright, now we get to the real question, that's something we can help with.
How big is this robot going to be? Because to tell you the truth: solar panels kind of suck. If the angle isn't perfect and you don't have a lot of square meter, the output is terrible. That means putting them on mobile things is kind of hard. There usually isn't a lot of surface area available and almost always the angle to the sun is going to be terrible. And keep in mind they don't work in the shade. So inside won't work, in between buildings won't work, under some trees won't work, a bit of clouds and it won't work etc. So you need a big ass battery onboard to buffer energy, so the robot can charge up in the sun and then run on battery power the rest of the time. Then we get to weight, those regular 400Wp panels you were calculating with are regular roof panels. Those have a aluminum frame, plastic back and glass front. They are around 120x180 cm and pretty heavy. They are also sturdy but can break easily since they are made of glass. For mobile applications you need to look at RV panels. Those are usually flexible, rugged and much lighter. The spec you are looking for is Watt peak. That gives you the amount of watt the panel produces in perfect conditions. You can then calculate the losses you get in your situation because it won't be perfect. The batteries used in combination with solar are normally lithium iron phosphate. These can store huge amounts of energy and are very safe. Plus they last a long time and can do a lot of cycles. However they are very heavy and to get enough energy storage you need a big ass battery. They are also very expensive. For robots you are probably going to want lithium ion instead. These are cheaper, lighter and can still store a lot of energy. However they are very dangerous to work with and wear out faster. In a mobile application to prevent losses you also don't want an inverter that converts stuff from DC coming from the panels to AC. It's a lot better to stay at DC all the time, for example 24V. That way conversion losses are kept to a minimum. But you'd still want a good inverter with builtin battery charger, as the voltage coming out of solar panels fluctuates a lot. Just connecting them directly to batteries is a really bad idea. Solar panels also don't like it if you draw as much current as possible, that ruins their efficiency. Because of how they work, there is a sweet spot in the voltage and current. Be sure to get an inverter that takes this into account (keyword mppt).
Take a look at something like this panel:
https://www.amazon.com/Flexible-Monocrystalline-Semi-Flexible-Trailer-Surfaces/dp/B0BQ1Y8JMH
If you get three of these you can get something going. If you do it right you can get about 100W of energy under perfect sunny conditions with 3 of these panels combined. That isn't a lot of energy.
That's why you don't really see solar panels on anything mobile, it really kinda sucks. My advice for solar power robots: put a solar installation on the roof, put all of the energy generated over a year into the grid and simply charge the batteries for the robot from the grid. This way you can't just charge when there is sun and if there is sun and you don't need to charge the energy isn't wasted. And being on the roof they are sure to be at a better angle and without any obstructions. They can also be as big as the roof, which helps a lot. This is what we do with electric cars and it seems to be the most efficient we can get.
Solar panels don't generate constant power! That's why it's wrong because you'll get wrong numbers. You can't assume you'll get peak output continously.
You *** must *** calculate incoming and absorbed light. The Watt output will vary continously as the sun moves and weather changes. If you have average kWh / day stats and a battery solution that can store a day of battery, THEN you can calculate average Watts if weather doesn't change too much.
Just FYI I'mnot looking for a classic solar installation.
You all seems to base your answers on that, so obviously communication gets complicated.
I needed ballpark numbers for robotics and battery size calculations, napkin figures, to get somewhere to start off of.
I got my answer, as I edited in in the question.
Thanks BTW and sorry if you spent a lot of time trying to help me, I have definitely learned enough to set up solar panels at home on top of it all.