There's a simplified solution to the problem of the LIDAR data not telling you the type or density of the clutter:

Treat all clutter as a hard stop.

Before you tell me I'm crazy, consider that in unlicensed bands we're trying to get 32+ SNR with a hard EIRP limit of +30dbm or +36dbm.  Ergo we need LOS.  LIDAR data can't tell us about the nature of the foliage, but it can tell us the foliage is present and therefore tell us that we don't even want to hit this location because even if it works it's going to contribute to sub-optimal sector performance.

CBRS changes the math, obviously, because EIRP can go to +47 or some such.  In the here and now and for the foreseeable future, that would be an imperfect, but IMO valid, solution for Part 15 use.

-Adam


On 12/6/2019 10:06 AM, Brian Webster wrote:

Clutter data in the public domain is mostly 30 meter square resolution. Cameron has talked about a lot of the issues with the data. Radio Mobile (and TowerCoverage since it runs on that) has the ability to tune the cluster classifications a bit. I worked with Roger in implementing that clutter model. It is not actually part of the Longley Rice propagation model, what he did at my begging was allow a user to manually edit the height and density for each clutter class and then the tool assigns a loss factor per pixel/30 meter square of clutter and then subtracts the sum total of the clutter loss for the ray being propagated. This is not perfect but when the cell companies use their expensive propagation tools, they tune their clutter models for each market by drive testing a known transmitter with a roving unit and run those drive test results against what the software thinks the signals should be. In this process they compare the know clutter classes that were propagated through and it self-tweaks the loss factors is applies for each clutter class. In radio mobile you do basically the same thing but without automation. To get it right you have to go out and measure a lot of your real world signal levels and manually run propagations until the two match (minus your fade margins built in to your plots).

This works well if you spend the time, the bigger issue is that the 30 meter square is assigned just one clutter class code. In general it works well for free stuff. The reality of knowing about specific tree lines alongside a house or in urban environments with tree lined streets or in back years, those individual trees to not get factored in to your propagation, just the building losses if that building clutter is set to a height to show as an obstruction(in WISP cases most are not if you are mounting your antenna on the roof for average suburban clutter). The answer to this is to have higher resolution clutter. The terrain data used is 10 meter resolution, meaning there have been hard data points gathered at least every 10 meters horizontally and interpolated. Some terrain data is available at 3 meters but that is not as widely available. So the issue remains how do you get better resolution clutter data. LIDAR can indeed be used and the best versions are actually driven on the streets and not flown from the air. As Cameron mentioned however that data still only gives you the height/size/area where the clutter is. It does not tell you what type of class that it is and/or what type of RF losses each pixel of that data should be assigned, plus you are typically only getting the clutter data from the street facing side. Think of the old movie sets and only seeing the building face.

Another method of increasing clutter accuracy is to resample the data from 30 meter pixels down to smaller sized pixels. This has limited benefit. Mostly this can allow you to take things like tree clutter and trim out the highway areas and or possibly cut out the trees with specific building data footprints and assign a different clutter class by pixel. This is very tedious to do on a large scale and you first have to have other good data sources to trim or reclassify these smaller pixels properly to a new clutter class. While all of this gives you a better physical map of what and where you have clutter down to a more realistic reality, you would then have to go back and manually recalibrate the tuning because tuning over larger pixels is an averaging process using the single clutter class. As you might guess all of this takes time and money. At some point there will likely be some cool efforts done by others where we can integrate this. For instance Microsoft released building outline GIS data for the whole country that they machine learned from aerial imagery. That could be used over resampled data although if the buildings had tree cover they didn’t get captured in the first place because they are not visible in the images. There are other open source projects for things like spectrum sensing on a Raspberry Pi and software defined radio that if you put enough sensors out there they might help tune the clutter loss models. https://electrosense.org/

This is probably way more than you wanted to read about clutter data and RF propagations but hey I am a geek like that.

Thank You,

Brian Webster

www.wirelessmapping.com <http://www.wirelessmapping.com>

www.Broadband-Mapping.com

*From:*AF [mailto:af-boun...@af.afmug.com] *On Behalf Of *castarritt .
*Sent:* Thursday, December 05, 2019 4:47 PM
*To:* AnimalFarm Microwave Users Group
*Subject:* Re: [AFMUG] clutter data and drones

Google maps uses some of the 1M resolution LIDAR data.  Check out Austin, TX (maybe most other metro areas as well?) in google, enable "globe view", and then turn on 3D.  Now use left ctrl and drag with the mouse to move your view angle.  This is the data cnHeat and the Google CBRS SAS solution supposedly use.  OT: I wonder if any of the usual suspects are making PC flight simulators that use this data.

On Thu, Dec 5, 2019 at 3:30 PM Steve Jones <thatoneguyst...@gmail.com <mailto:thatoneguyst...@gmail.com>> wrote:

    The issue with publicly available clutter data is it seems old,
    poor resolution or inaccurate.  If heat is using the same data as
    linkplanner, its definitely bunk.

    On Thu, Dec 5, 2019 at 3:26 PM Adam Moffett <dmmoff...@gmail.com
    <mailto:dmmoff...@gmail.com>> wrote:

        Have you looked at CnHeat?

        We're about to do some testing with it here.  They mentioned
        USGS LIDAR as one of the data sources.  Presumably that's
        blended with other imaging somehow.

        On 12/5/2019 4:02 PM, Cameron Crum wrote:

            LIDAR is not clutter specific, it just can't penetrate
            clutter (it's light) so clutter ends up looking like
            terrain. The benefit is that you get an elevation, the
            drawback is that you don't know the type of clutter or how
            high it is above the terrain. I suppose if you compare the
            lidar data against a terrain only DEM, you could extract
            the clutter height. Here is the thing... some propagation
            does penetrate vegetation to some degree, so if you are
            talking about frequencies that do, then lidar is not
            necessarily a good thing to use as everything ends up
            looking like an obstruction. You also need a model that
            can actually account for clutter (vegetation) density when
            talking about how much it will affect the signal.
            Obviously leaf types and things like that can have other
            effects, but I'm unaware of any model that goes to that
            depth. While some account for clutter heights to use
            diffraction losses and some lump-sum type losses for a
            given clutter category, none of the models that are in use
            in the wisp industry account for clutter density and there
            are only a few in existence that do.

             You can get high res clutter data (types) from thermal
            satellite imaging from one of the geospatial data
            companies like Terrapin Geographic, or SPOT. It is
            surprisingly accurate and is what real prop tools like
            Planet use. The downside is no elevations, so you still
            have user input for that. Unless you are willing to shell
            out big bucks, don't bother looking. We are talking about
            10's of thousands for a modestly sized area. The cellcos
            can afford it.

            On Thu, Dec 5, 2019 at 10:41 AM Adam Moffett
            <dmmoff...@gmail.com <mailto:dmmoff...@gmail.com>> wrote:

                Interesting.  And unfortunately I don't know any more
                about LIDAR than a Google Search does.

                On 12/5/2019 11:27 AM, Steve Jones wrote:

                    Just the SAS administrators will be
                    competitive product. So garbage in garbage out
                    will really apply. Basic SAS functionality is
                    uniform, but feature sets will differ. More
                    accurate propagation modeling every night will be
                    something we benefit from and Im thinking that
                    will be one of the things they compete against
                    each other with. They didnt say that specifically,
                    but the second iteration of SAS will be more
                    bigger, potentially even bigly in its scope. I
                    really thought it was all going to be modeled
                    after cellco, with a bend toward cellcos
                    overtaking CBRS with shady handshakes and
                    involuntary roaming agreements, but it appears
                    winnforum isnt just government lackeys, the people
                    involved have actually put gear in the air or at
                    least listen to those that have. I think
                    cantgetright may have been a co-chair of a
                    committee somewhere

                    Where would a guy who doesnt know what LIDAR is go
                    to find out more about that clutter data?

                    On Thu, Dec 5, 2019 at 10:12 AM Adam Moffett
                    <dmmoff...@gmail.com <mailto:dmmoff...@gmail.com>>
                    wrote:

                        I think the USGS is making 3D clutter maps
                        with LIDAR.  CnHeat is supposed to use that
                        wherever it's available.

                        I haven't heard how that relates to the SAS
                        though.  Is this something you learned from
                        the "450 Lady"? Care to share?

                        On 12/5/2019 10:25 AM, Steve Jones wrote:

                            first question is if a guy collects
                            accurate clutter data, can he use it in
                            any of the propagation tools we use?

                            second, and this is where you braniacs
                            come in, what equipment would it take on a
                            drone to collect this data?

                            IIRC drone limit without FAA is something
                            like 300 feet. would that even be tall
                            enough to sweep a wide enough path that it
                            wouldnt take 300 battery charges to do a
                            square mile?

                            I envision a course plotted drone trip
                            that will fly over with a pilot car
                            trailing to maintain the required operator
                            LOS.

                            If you think about how many miles youve
                            put on verifying link paths over the
                            years, its not really a prohibitive thing.

                            CBRS and SAS is whats driving this query,
                            but general propagation anomalies creates
                            quite a pickle that better
                            accuracy/resolution clutter accuracy would
                            alleviate.

                            Please tell me there is already a
                            consortium thats built out a clutter
                            standard with a clutter submission
                            mechanism, that would completely tickle me
                            silly.

                            I also dont know the impact to the
                            propagation back ends as you increase the
                            resolution of the data. Im assuming the
                            SAS administrators are running something a
                            little beefier than Radio Mobile.

                            I could see this being a lucrative niche
                            market, if there were a way around the
                            drone operator licensing requirements
                            (though that cost is pretty minimal).
                            Basically a company builds up a small
                            fleet of drones, outfitted with the
                            appropriate gear. You create an account,
                            input your coverage area (or any region)
                            that you want high resolution data for.
                            they reprogram the course and ship it to
                            you (after collecting the upfront payment,
                            deposit, and massive liability release)
                            they provide you with a road course to
                            drive while the drone does its thing,
                            anticipate points of retrieval for
                            recharge, etc. when its all done, you
                            stick it in the box and ship it back.
                            would be cooler if the whole thing was
                            transported back and forth by amazon drones.

                            If I had  a guarantee that the collected
                            data would be useful to the company, into
                            radio mobile, link planner, towercoverage,
                            and SAS administrators, its something i
                            could see a fair price tag of 3-10k on it
                            for our coverage area, and no farmers
                            blasted it out of the sky.

                            we use clutter data now thats antiquated
                            so it would come with the understanding
                            that photosynthesis and bulldozers impact
                            accuracy from the minute its collected.

                            maybe this data is already out there and i
                            dont know?

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