The Global Consciousness Project

What is the nature of Global Consciousness?

An historical document discussing the creation of the Egg network

REGG-Net Architecture
version 1.5, GHN, April, 1998

PART 1: Description and Overview of Issues


This document describes some of the technical issues being discussed about the Random Event Generator Global Network, or REGG-Net, also known as EGG, an acronym for ElectroGaiaGram. This is an edited version of a comprehensive architecture discussion and specification. Part 1 presents the general picture and some background discussions. In Part 2, which overlaps Part one, more specific proposals are detailed.

Note added 98-09-07: A full understanding of the issues generated in creating a real-time network of this sort comes through the actual experience, and this leads to additions and revisions. A great deal of work has now been done, and some revised specifications have been generated by John Walker. They supplement this document, which provides the basic outlines for the technical instantiation of the network. The new specifications have been implemented, and as of 98-09-06, the new versions of data collection and archiving programs are running.

The specifications provide considered options and suggestions to focus discussion. This is a working draft intended to help finalize enough details that we can begin the implementation of the network’s backbone and possibly some of the other aspects. It incorporates valuable contributions from many of the project members, only some of which have been properly acknowledged below.

The items that most require input are noted, but other discussion or suggestions are welcome. Many of the default specifications will be apparent, but are quite malleable at this point (and some will remain settable options).

The network will consist of one or more centralized servers (Baskets), acting as clearing houses for data collected at numerous client sites (Eggs). We will plan at this point for no more than a hundred Eggs, and likely either two or three Baskets. The connections between the various Eggs and the Internet is likely to be different in different cases. Some Eggs will be connected directly to ethernet drops at commercial or university sites, while others will require dial-up connections. Since some of the dial-up connections may be expensive, we plan to allow for both permanent and on-demand connections.

There is an expressed interest in eventually bringing in data from other types of sites running with different hardware or experimental parameters (in Jiri’s terminology, Cuckoo Eggs). Although we are open to this possibility, there must be mechanisms for synchronizing and co-analyzing the data with that taken from the native Eggs both in temporal and statistical terms.

By creating a multi-layer protocol, it will be much easier to incorporate such data. The following set of protocol layers allows for a great deal of flexibility and reasonable independence of certain choices:

  1. Hardware dependent data acquisition
  2. Data encoding (timestamps, content type information, etc.)
  3. Data transmission (packet organization, ports, protocol, encryption...)
  4. Analytical techniques
  5. Presentations of data

To incorporate data from Cuckoo Eggs, the first three layers would be replaced by any desired methodology of getting the data to the Basket (though not including throwing out the original Eggs, as Cuckoos do...). However, the complexity of the analytical techniques will increase as more disparate data needs to be incorporated, so as an initial design we will assume a uniformity of everything but the first layer. (Layer 3 might also change as a function of increasing security requirements.)

Each Egg may have a set of options, with some potentially remotely configurable while others might be set at compile or installation time, or only settable at the site. These options apply primarily to the first two layers, since the third layer is intended to be a uniform interface essentially independent of the settings at the Egg-site.

In the remainder of the document we discuss the layers in order, followed by some more general issues that are layer-independent. At the present time, this document has very little to say about the fourth and fifth layers, since these are still very much open-ended issues.

Data Acquisition

At this time the acquisition software is being designed primarily around the PEAR Bradish box or micro REGs. This protocol level can be replaced by a different set of code to support other devices such as Bierman boxes. At the present time, we do not have sufficient specifications to build the layer appropriate to these devices.

An option can be provided to select the type of REG/RNG device, though this is probably fixed at compile-time or only selectable at the Egg-site, rather than remotely settable.

The data acquisition should be as close as possible to a real-time process (or isochronous, if possible), to guarantee that the sampling rates selected (see below) are met exactly, without any sort of systematic drift. Although there might be slight variations in the spacing of the samples (differential non-linearity) we expect that the average number of samples per second (integral non-linearity) will be controlled quite precisely, and therefore synchronized among systems. This should be easily accomplished using as a reference the system clock, which has near microsecond resolution on Linux machines. Synchronization of these clocks across machines is discussed below in the section Broader Network and Protocol Issues.

Data Encoding and Egg-site Options

Given a low-level acquisition layer, a number of choices remain about what data to collect, how much to collect, when to collect it, how to represent it, and so on. Furthermore, in order to analyze the data effectively, a variety of information is required in addition to the raw sample or trial values. In particular, for the data to be comparable across sites, some form of uniform timestamp information is required. The second layer of the protocol is designed to address these issues.

Many of the choices to be made are quite arbitrary, and it seems desirable to leave them as options that can be changed later. Some may even be usefully changed at run-time, to change the nature of the experimental setup globally by a single administrative choice. We discuss these issues in terms of a set of options, with certain practical limitations.

After some discussion, it seems fairly well agreed that the data should be transmitted in the form of trials which collect some number of bits. Although the raw bits may be of interest, the basic Egg hardware design will not have the storage capacity, and often will lack the necessary bandwidth to communicate the data. Further, to keep the communication protocol between Egg and Basket simple, it is preferable to base it always on the notion of a trial rather than allowing both trials and raw bitwise data to be communicated. Thus we consider our other options in terms of trials (An option to use bitwise data collection at some Eggs is briefly discussed below.)

Trial type
After some discussion, it seems to be agreed upon that either Z-scores or bit-sums are a reasonable mechanism for representing the trials. Given a known trial size, either can be transformed into the other. For this reason, we believe the technical advantages of bit-sums (reduced local computation, storage, and communication) suggest implementing only the bit-sum method.
Trial size
The number of bits accumulated into a trial should be variable, since there is no consensus on this at the present time. It may even be desirable to have the trial size be different at different Egg-sites, though from a technical and analytical standpoint this seems undesirable, and we have found no strong argument in favor of this possibility. The range for this (in bits/trial) should be set as needed to give some decent statistical information within the trial, meaning a minimum of 32 and preferably 50 or more. Keeping the number below 256 has the technical advantage of efficient storage and transmission.
Sample rate
The sample rate (in trials/second) should also probably be uniform across all Eggs at any given time. However, it should be made easy to change this rate if the consensus is that the data is too sparse or more voluminous than necessary. Any number less than about 10 trials/second seems reasonable, with a maximum for time between trials set at 5 minutes. An initial number between 3 trials/second and 3 seconds/trial seems a good starting point. The sample rate and trial size combine to give bits/second, and there are technical limitations on certain devices that preclude very high bit rates. In the established configuration, the PEAR Bradish Box REGs can produce about 488 bits/second, which limits the output to less than 2 trials/second at 255 bits/trial, or 10 trials/second at 48 bits/trial.
Sample spacing
Two major possibilities exist for how to turn bits into trials when the device produces more bits/second than are being included in trials. In any case, all the bits produced by the device must be read and some discarded, or else (at least for serial devices) there will be a significant lag between the production of the data and the time at which it is read out of the buffer because of the FIFO nature of the serial communication. One possibility is to read all the bits required for a trial as rapidly as possible at the beginning of the trial time-interval. After this point, data is discarded until the next trial time-interval begins. Another possibility is to decimate the input stream at an appropriate rate so that the bits for a trial are (approximately) evenly spaced throughout the trial time-interval. There is probably no need to implement both methods, but we should come to a consensus on which is preferred.

We encourage an agreement to use the same sample size and sample rate at all Egg-sites. This should completely mask any differences in the underlying device types. Devices which are doing bit-collection would simply do this in addition as a parallel task, and that data would presumably flow through a different stream at its own rate. Thus, even in this case, the server will see the same number and size of summed-bit trials. This will make is possible to use QEEG type computations; these are made (when the source is a brain) from the output of electrodes of the same type placed at array of locations. A strict analogy is required in order to apply similar computations, and this requires uniform data.

Once we have characterized the data in these terms, it can be encapsulated in an appropriate format for network transmission. Throughout we continue to discuss binary transmission and storage formats primarily for efficiency reasons. It is understood that it may be desirable to build analytical tools that rely on more human-readable forms of the data; this can be accommodated through simple binary-to-hex, or more likely binary-to-text conversion utilities, which can be provided as needed.

Data Transmission/Networking

Regardless of the choices made above, a uniform packet format should be implemented. We propose transmitting the data in packets built out of a variable number of records. The current proposal is for each record to contain some timestamp and checksum information, and be essentially independent of the rest of the packet. The packetization would primarily be used to increase the efficiency of the communication protocol, although other ancillary information (current settings for encoding options, for example) should probably be contained in the packet. There are some other choices that impact the packet design, often by the fact that they may vary from Egg-site to Egg-site.

Networking protocol
TCP and UDP over IP are the only real choices. TCP offers some advantages including built in acknowledgement, segment size optimization, and streaming data organization. UDP has the advantages of being very low-overhead in both bandwidth and implementation, and of being packet-oriented. The protocol proposed below doesn’t rely on any particular aspects of either protocol, so we intend to postpone this part of the implementation until the later part of the development cycle to allow for more feedback and discovery during the implementation process.
Communication mode
Some sites will be connected all the time (permanent connections, ignoring network problems) while others will need to disconnect between data transfers (which we call dial-and-drop connections). In the latter case, it must be the responsibility of the Egg to let the Basket know it is available for data transfer. There seems to be no good reason why the same procedure should not be used for permanent connections. Although the Basket could contact the Egg in these cases, it creates an unnecessary complexity. There is an analogy here to the server-push and client-pull capabilities in HTTP, which accomplish essentially the same purpose with slightly different performance results. (Note that the public web-site modes are not determined here. For updates of analytical displays, both modes may be available, at least for Netscape browsers.)
Communication frequency
The frequency with which an Egg-Basket session is initiated depends on several factors: the cost of such a session, the cost of the connect time, the availability of data from the acquisition layer, and the desire for an interactive (and reactive) central analysis and display. At a minimum, some sites with high connect costs may wish to call infrequently (perhaps once per hour or even less often) and transfer larger blocks of data. At a maximum, directly connected sites not being charged for bandwidth may wish to transfer the data essentially as soon as it becomes available. There is probably a maximum rate beyond which there is a greatly diminishing data/protocol ratio, so we might limit the updates to minimally include a full packet worth of data.
Record size
Each record might contain one or more than one trial. The number is directly related to the frequency of the timestamps versus the frequency of the trials. The record size should probably be fixed, or computed by a fixed algorithm like the one described below.
Packet size
If the packet contains configuration information, its size will be greater than the sum of the records. Minimally it must contain at least one record, unless we add the complexity of two different kinds of packets, one with configuration and one with data. For efficiency, the size of the packet should be as large as possible while still fitting within the typical MTU of the net connections being used. The packet size could easily be different across different sites, if necessary. By creating our own protocol for this interaction, we can optimize the efficiency of operation and at the same time perhaps reduce design effort. Most standard protocols are either difficult to implement (FTP, HTTP), inefficient (GOPHER, SMTP), insecure (TFTP), or inappropriate (NFS) for this sort of communication. Writing our own protocol also allows us to leave open the choice of TCP versus UDP (even potentially at run-time, although implementing both seems unnecessary effort). It leaves the option open to enhance the security of the entire protocol, if the effort was deemed useful.

Analytical Techniques

Even if the devices operate in perfect synchronization, differences in local site costs (primarily the connection type) or communication difficulties may require an analysis to go without data from some set of Eggs at any given time. Therefore, we will also require some flexibility in the analytical mechanism. The matrix will often be incomplete at the instantaneous level, but more complete if the display is computed from older data. It is likely that there will often be holes in the data array. Some of the calculations (the complete calculation using all active sites) will probably be delayed for hours. This should be no problem with good analytical software design, but it reinforces the need for an accurate way of synchronizing the data which arrives long after-the-fact.

There has been some discussion of applying QEEG calculations as one analytical technique. At this point we are unsure of the time-scale of the consciousness under study as compared to the time-scale of a human brain. In fact, there is of course much uncertainty about whether we’re likely to measure a coating of animal consciousness or the consciousness of Gaia as an entity, which would likely operate on very different time scales.

Further details of the analytical techniques remain to be developed.

Data Presentation

Most of the details of the data presentation remain to be developed. However, it has been agreed that it should be possible for an interested viewer to go back in time to review the data for specified past time periods in addition to being able to view the present state.

Part 2: Suggested Specific Values

Proposed Packets And Throughput Analysis

Given these constraints, we propose the following data packet. Each packet would include:

This gives us a maximum packet size of less than 1000 bytes, which should work well with most network MTUs (and the number of records can be reduced to create a packet as small as 38 bytes, which still contains over 25% data).

Limiting the number of records to 60 and using seconds as a time stamp means that we will need to transfer a maximum of one packet per minute. The first data record sent would be the one indicated by the last-data-received from the Basket value (this allows some cross-verification that’s probably not necessary), and the final record sent would correspond to the most-recently-acquired data. An optional connect-time limit could be set to help hold down local costs (but it would have to be set high enough that all the data would eventually get through).

We next consider the latencies and bandwidths of various connection types, and their implications for throughput of data. Here are some initial estimates:

Conn type Conditions Latency (Msec) Bandwidth (bps)
WWW routing 30-3000 (100 typ) high
Analog modem new connect 20k 14.4k
Analog modem est connect 300 14.4k
ISDN modem new connect 5k 128k
ISDN modem est connect 100 128k
Direct Ethernet <5 6M
Application turnaround 1000

A full communication scenario might look like the following. The Egg would dial the server, and tell it it was online. The server (with some application level latency) would provide the Egg with a packet that included both configuration information and last-record-received (timestamp) information. The Egg would then begin sending data packets.

We can now get a fair estimate of the actual cost in telephone time using this scenario. We model an Egg taking data at 10 trials per second, and dialing in hourly via 14.4kbps modem. Counting in the various expected latency terms, and ignoring data errors, retries, and compression, we get the following rough estimates:

Total records sent 3600
Total data packets sent 60 (982 bytes or 750msec each)
Total ctrl packets sent 2
Total ack packets sent 62
Round trip packet+ack latency 1550msec
Dial time 20 sec
Control conversation 5.13 sec
Data transfer 93.01 sec
Total 118.14 sec, 2835.27 sec/day

(Making the same estimate based purely on bandwidth would be off by over a factor of four.) Generating the same numbers for other dial-in frequencies gives:

once/minute 27 sec/call 640 min/day
once/5 minutes 33 sec/call 158 min/day
twice/hour 72 sec/call 57 min/day
once/hour 118 sec/call 47 min/day
four/day 397 sec/call 39 min/day
once/day 2257 sec/call 37 min/day

By dropping the sampling rate to one trial/sec, the hourly connection time goes down to less than one third: once/hour (1 trial/sec) 34 sec/call, 14 min/day

These numbers should help give some idea of the costs likely to be experienced by the remote dial-and-drop sites. Clearly we need to be sensitive to any costs being imposed on the Egg-site hosts by administrative changes!

Broader Networking And Protocol Issues

As part of the networking process, all the Egg-sites must share a common clock. This is exactly the purpose of the standard NTP protocol, and its implementation on the expected platform (Linux) appears to be such that it compensates for both clock value and clock *drift*, so that the resulting uniformity of clock time is better than the typical one second resolution transferred in the protocol. We recommend using NTP, with the Baskets serving as second-tier servers from some other canonical source and with all of the Eggs periodically synchronizing themselves to the Basket time. There may be a need to designate one Basket as primary, in case of a discrepancy, however.

I recommend the following relationship between the permanent and dial-and-drop scenarios. In the case of dial-and-drop, the Egg will send a packet to the Basket which simply serves to communicate, I’m online now. At this point, the Basket will reply with a packet describing the options and indicating the last successfully received index value. Once this packet arrives at the Egg, the Egg begins sending data from this point until all its data has been sent.

In the case of a permanent connection, the Egg can elect to send an I’m online now message at whatever interval it desires, and the protocol continues as above. The server need never know the difference between the two types of Eggs. (However, if we prefer, the Basket can send the last-received packet whenever it wishes to collect data. It must then know not to ask dial-and-drop Eggs, or to expect no response from them.) In either case, the body of the protocol is identical at both ends, and only the initiation changes.

The Basket should still have responsibility for monitoring the aliveness (fertility?) of particular Eggs, and notifying human administrators if a particular Egg seems to be down or partitioned off from the network.

It is probably desirable to be able to set at least some of the options from the Basket, so that the administration of the Eggs does not require extensive involvement of the personnel at each Egg-site. However, we need to have some method of ensuring that the settings are authenticated. As a simple security mechanism, we can assume that the Eggs will only accept updates from the Basket they have contacted in the I’m online now phase, using known (fixed?) IP addresses, and assuming the security of the routing tables against corruption. This is essentially an IP dial-back approach. If this is inadequate, it is possible to implement something like a shared secret DES encryption scheme (ala CHAP) for authentication. This requires substantially greater sophistication, and may not be necessary.

To help offset the impact of ever-more-frequent network partitions, I think it is important for each Egg to know about all the Baskets. Each Egg may even be configured to prefer a different Basket, on the assumption that communications within a continent are cheaper or at least more reliable than transcontinental ones. Thus, a Scandinavian Egg might report to a Dutch Basket, and a Californian Egg to an New Jerseyan Basket, and in the end only the Baskets would need to exchange information (presumably over higher bandwidth links) to get the whole picture. In the event of a trans-atlantic partition, each Basket would still receive data, and each Egg would still be able to report to its first choice of Basket. In the event of Dutch Basket down-time (if, say, it was being borrowed by the Easter Bunny) the Scandinavian Egg would then contact the NJ Basket directly, after noticing the missing Dutch Basket.

Local Egg Issues

The Eggs generally should not need any display as Eggs. However, many of the Egg hosts (people) may want to know what is going on, and indeed it may be worthwhile to have at least a status display. It could be just a text report, with indicators of time on, amount of data reported, grand deviation (as a check whether all is well), etc.

In general we should avoid any aspect that requires maintenance at the Egg-site. However, some Egg-site maintainers may be comfortable with extra features that are not appropriate for everyone. These features can be set locally at the Egg-site, with an appropriate interface that warns the maintainer of the extra burden being taken on. These features should also be made robust in the event of inattention.

For example, if the local sites wish to have a data backup, one possibility is a floppy disk. However, the amount of data generated at the maximum speed of ten trials/second would roughly fill one floppy disk per day. This puts a high maintenance burden on the Egg-site maintainer. In contrast, running at one trial/second would extend the life of a floppy to over ten days, which is probably a reasonable maintenance burden for most sites. At this rate, this sort of backup adds less than $20 per site per year of media costs. If the local site maintainer forgets to change disks, the system should recognize this and either (1) discard the data on the disk and start from scratch when the disk fills up (2) stop writing data and discard data until a new disk is available, or (3) stop writing data and queue further writes until a new disk is available.

We would discourage non-data-acquisition uses of the Egg machine, such as the installation of a web browser, because it potentially increases the hardware requirements, competes for bandwidth with the required data transfers, and interacts in somewhat unpredictable ways with the dialup scheme. Although most of these are not concerns for permanently-connected Egg-sites, these sites are the most likely to already have browsing capabilities. Furthermore, keeping the hardware and software platforms uniform allows for easier hot spare replacement.

Local Basket Issues

Some sort of utilities (probably software on the Baskets, or perhaps even a private web area) needs to be built to help view the performance of the network rather than just the results. Things like a global view of connectivity, down-time ratios, and Egg type information would be useful. Using SNMP to some extent is certainly possible, but although I would like to encourage the usage of IETF standards as much as possible, it may be quicker to roll our own details for this capability.

Social Implications

If and when our Eggs hatch, we may need to open certain cans of worms to feed the hatchlings. One might divide the issues into those related to the project not working and those related to it working, but of course, terms themselves need to be defined. For now we take it to mean that the system detects some sort of global consciousness structure.

If it doesn’t work, there will be a need to explain why its results are different from the preliminary studies like the Diana and Theresa work. What if it does work? It seems that discovering and being able to measure something like global cohesion is a huge breakthrough, and we should consider how to communicate the discovery properly. Is there also a moral significance to demonstrating the power of group-think?

What do we do if we discover that the mechanism measure other things of significance? Jiri has alluded to the fact that it could equally well pick up on the consciousness of animals other than humans. If it notices solar eclipses, it certainly has the potential to notice other significant astronomical or geological events, or our reactions to them. One thought in particular, given that animals are often sensitive to things that people miss, is that the system might detect phenomena such as earthquakes before they actually occur. This possibility alone, if it came true, would make the project extremely significant to humankind.


This document evolved in response to input from many individuals, some of whom must have psychically known what input was needed since they hadn’t yet seen the document. In particular, Jiri Wackermann’s comments on the layered protocol suggested a much better organization for the yet-unseen document, and his comments on mass-storage backups helped convince Roger of the importance of this issue. Dick Bierman’s comments on synchronizing the processing using timestamps reinforced our own belief in the necessity of this process, and his discussions of Z-score versus bit-sum representations forced Greg to review his thought processes on this matter. Charles Overby reminded us that we need to keep connection costs firmly in mind. Further feedback not specifically mentioned or visible in the final document was still greatly appreciated, in many cases forcing us to clarify our own reasoning about the issues involved.

An historical document discussing the creation of the Egg network